InΒ [Β ]:
# Installing roboflow library
!pip install roboflow
Collecting roboflow Using cached roboflow-1.2.6-py3-none-any.whl.metadata (9.7 kB) Collecting certifi (from roboflow) Using cached certifi-2025.8.3-py3-none-any.whl.metadata (2.4 kB) Collecting idna==3.7 (from roboflow) Using cached idna-3.7-py3-none-any.whl.metadata (9.9 kB) Collecting cycler (from roboflow) Using cached cycler-0.12.1-py3-none-any.whl.metadata (3.8 kB) Collecting kiwisolver>=1.3.1 (from roboflow) Using cached kiwisolver-1.4.9-cp311-cp311-win_amd64.whl.metadata (6.4 kB) Collecting matplotlib (from roboflow) Using cached matplotlib-3.10.5-cp311-cp311-win_amd64.whl.metadata (11 kB) Collecting numpy>=1.18.5 (from roboflow) Using cached numpy-2.3.2-cp311-cp311-win_amd64.whl.metadata (60 kB) INFO: pip is looking at multiple versions of roboflow to determine which version is compatible with other requirements. This could take a while. Collecting roboflow Using cached roboflow-1.2.5-py3-none-any.whl.metadata (9.7 kB) Using cached roboflow-1.2.4-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.2.3-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.2.3-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.2.2-py3-none-any.whl.metadata (9.7 kB) Using cached roboflow-1.2.1-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.2.0-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.67-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.67-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.67-py3-none-any.whl.metadata (9.7 kB) INFO: pip is still looking at multiple versions of roboflow to determine which version is compatible with other requirements. This could take a while. Using cached roboflow-1.1.66-py3-none-any.whl.metadata (9.7 kB) Using cached roboflow-1.1.65-py3-none-any.whl.metadata (9.7 kB) Using cached roboflow-1.1.64-py3-none-any.whl.metadata (9.7 kB) Using cached roboflow-1.1.63-py3-none-any.whl.metadata (9.7 kB) Using cached roboflow-1.1.62-py3-none-any.whl.metadata (9.7 kB) INFO: This is taking longer than usual. You might need to provide the dependency resolver with stricter constraints to reduce runtime. See https://pip.pypa.io/warnings/backtracking for guidance. If you want to abort this run, press Ctrl + C. Using cached roboflow-1.1.61-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.60-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.58-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.57-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.56-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.55-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.54-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.53-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.51-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.50-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.49-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.48-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.47-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.46-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.45-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.44-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.43-py3-none-any.whl.metadata (9.7 kB) Downloading roboflow-1.1.42-py3-none-any.whl.metadata (9.4 kB) Downloading roboflow-1.1.41-py3-none-any.whl.metadata (9.4 kB) Downloading roboflow-1.1.40-py3-none-any.whl.metadata (9.4 kB) Downloading roboflow-1.1.39-py3-none-any.whl.metadata (9.4 kB) Downloading roboflow-1.1.38-py3-none-any.whl.metadata (9.4 kB) Downloading roboflow-1.1.37-py3-none-any.whl.metadata (9.4 kB) Collecting chardet==4.0.0 (from roboflow) Downloading chardet-4.0.0-py2.py3-none-any.whl.metadata (3.5 kB) Collecting roboflow Downloading roboflow-1.1.36-py3-none-any.whl.metadata (9.4 kB) Downloading roboflow-1.1.35-py3-none-any.whl.metadata (9.4 kB) Downloading roboflow-1.1.34-py3-none-any.whl.metadata (9.5 kB) Downloading roboflow-1.1.33-py3-none-any.whl.metadata (9.2 kB) Downloading roboflow-1.1.32-py3-none-any.whl.metadata (9.3 kB) Collecting certifi==2023.7.22 (from roboflow) Downloading certifi-2023.7.22-py3-none-any.whl.metadata (2.2 kB) Collecting cycler==0.10.0 (from roboflow) Downloading cycler-0.10.0-py2.py3-none-any.whl.metadata (722 bytes) Collecting idna==2.10 (from roboflow) Using cached idna-2.10-py2.py3-none-any.whl.metadata (9.1 kB) Collecting roboflow Downloading roboflow-1.1.31-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.30-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.29-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.28-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.27-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.26-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.25-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.24-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.23-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.22-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.21-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.20-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.19-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.18-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.17-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.16-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.15-py3-none-any.whl.metadata (9.3 kB) Downloading roboflow-1.1.14-py3-none-any.whl.metadata (9.1 kB) Downloading roboflow-1.1.13-py3-none-any.whl.metadata (9.1 kB) Downloading roboflow-1.1.12-py3-none-any.whl.metadata (9.1 kB) Downloading roboflow-1.1.11-py3-none-any.whl.metadata (9.1 kB) Downloading roboflow-1.1.10-py3-none-any.whl.metadata (9.1 kB) Downloading roboflow-1.1.9-py3-none-any.whl.metadata (9.1 kB) Downloading roboflow-1.1.8-py3-none-any.whl.metadata (9.1 kB) Downloading roboflow-1.1.7-py3-none-any.whl.metadata (9.0 kB) Collecting certifi==2022.12.7 (from roboflow) Downloading certifi-2022.12.7-py3-none-any.whl.metadata (2.9 kB) Collecting roboflow Downloading roboflow-1.1.6-py3-none-any.whl.metadata (9.0 kB) Downloading roboflow-1.1.5-py3-none-any.whl.metadata (9.0 kB) Downloading roboflow-1.1.4-py3-none-any.whl.metadata (7.6 kB)
WARNING: Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError("HTTPSConnectionPool(host='pypi.org', port=443): Read timed out. (read timeout=15)")': /simple/roboflow/
WARNING: Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError("HTTPSConnectionPool(host='pypi.org', port=443): Read timed out. (read timeout=15)")': /simple/matplotlib/
WARNING: Retrying (Retry(total=3, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError("HTTPSConnectionPool(host='pypi.org', port=443): Read timed out. (read timeout=15)")': /simple/matplotlib/
WARNING: Retrying (Retry(total=2, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ProtocolError('Connection aborted.', ConnectionResetError(10054, 'An existing connection was forcibly closed by the remote host', None, 10054, None))': /simple/matplotlib/
WARNING: Connection timed out while downloading.
WARNING: Attempting to resume incomplete download (0 bytes/9.7 kB, attempt 1)
WARNING: Connection timed out while downloading.
WARNING: Attempting to resume incomplete download (0 bytes/9.7 kB, attempt 1)
WARNING: Connection timed out while downloading.
WARNING: Attempting to resume incomplete download (0 bytes/9.7 kB, attempt 2)
WARNING: Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ProtocolError('Connection aborted.', ConnectionResetError(10054, 'An existing connection was forcibly closed by the remote host', None, 10054, None))': /packages/8c/71/52d26da0b7f04bb38ef44e9f86366da5ceb5ff6d2287493ad325bcebe895/roboflow-1.1.67-py3-none-any.whl.metadata
ERROR: Exception:
Traceback (most recent call last):
File "d:\ASTC project\.venv\Lib\site-packages\pip\_internal\cli\base_command.py", line 107, in _run_wrapper
status = _inner_run()
^^^^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_internal\cli\base_command.py", line 98, in _inner_run
return self.run(options, args)
^^^^^^^^^^^^^^^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_internal\cli\req_command.py", line 71, in wrapper
return func(self, options, args)
^^^^^^^^^^^^^^^^^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_internal\commands\install.py", line 393, in run
requirement_set = resolver.resolve(
^^^^^^^^^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_internal\resolution\resolvelib\resolver.py", line 98, in resolve
result = self._result = resolver.resolve(
^^^^^^^^^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_vendor\resolvelib\resolvers\resolution.py", line 596, in resolve
state = resolution.resolve(requirements, max_rounds=max_rounds)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_vendor\resolvelib\resolvers\resolution.py", line 508, in resolve
failure_criterion = self._attempt_to_pin_criterion(name)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_vendor\resolvelib\resolvers\resolution.py", line 220, in _attempt_to_pin_criterion
criteria = self._get_updated_criteria(candidate)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_vendor\resolvelib\resolvers\resolution.py", line 211, in _get_updated_criteria
self._add_to_criteria(criteria, requirement, parent=candidate)
File "d:\ASTC project\.venv\Lib\site-packages\pip\_vendor\resolvelib\resolvers\resolution.py", line 150, in _add_to_criteria
if not criterion.candidates:
File "d:\ASTC project\.venv\Lib\site-packages\pip\_vendor\resolvelib\structs.py", line 194, in __bool__
return bool(self._sequence)
^^^^^^^^^^^^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_internal\resolution\resolvelib\found_candidates.py", line 165, in __bool__
self._bool = any(self)
^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_internal\resolution\resolvelib\found_candidates.py", line 149, in <genexpr>
return (c for c in iterator if id(c) not in self._incompatible_ids)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_internal\resolution\resolvelib\found_candidates.py", line 35, in _iter_built
for version, func in infos:
File "d:\ASTC project\.venv\Lib\site-packages\pip\_internal\resolution\resolvelib\factory.py", line 300, in iter_index_candidate_infos
result = self._finder.find_best_candidate(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_internal\index\package_finder.py", line 915, in find_best_candidate
candidates = self.find_all_candidates(project_name)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_internal\index\package_finder.py", line 852, in find_all_candidates
page_candidates = list(page_candidates_it)
^^^^^^^^^^^^^^^^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_internal\index\sources.py", line 196, in page_candidates
yield from self._candidates_from_page(self._link)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_internal\index\package_finder.py", line 814, in process_project_url
page_links = list(parse_links(index_response))
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_internal\index\collector.py", line 213, in wrapper_wrapper
return list(fn(page))
^^^^^^^^^^^^^^
File "d:\ASTC project\.venv\Lib\site-packages\pip\_internal\index\collector.py", line 226, in parse_links
data = json.loads(page.content)
^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\JATIN\AppData\Local\Programs\Python\Python311\Lib\json\__init__.py", line 346, in loads
return _default_decoder.decode(s)
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\JATIN\AppData\Local\Programs\Python\Python311\Lib\json\decoder.py", line 337, in decode
obj, end = self.raw_decode(s, idx=_w(s, 0).end())
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\JATIN\AppData\Local\Programs\Python\Python311\Lib\json\decoder.py", line 353, in raw_decode
obj, end = self.scan_once(s, idx)
^^^^^^^^^^^^^^^^^^^^^^
json.decoder.JSONDecodeError: Unterminated string starting at: line 1 column 275611 (char 275610)
InΒ [1]:
import torch
print(torch.cuda.is_available()) # Returns True if CUDA is available, else False
True
InΒ [Β ]:
from roboflow import Roboflow
rf = Roboflow(api_key="Kl0zacUMgzHFXKRFAFtJ")
project = rf.workspace("project-saocp").project("pothole-2-mhkce")
version = project.version(3)
dataset = version.download("yolov11")
# Downloading the dataset from roboflow universe using api key
loading Roboflow workspace... loading Roboflow project...
Downloading Dataset Version Zip in Pothole-2-3 to yolov11:: 100%|ββββββββββ| 777844/777844 [14:15<00:00, 909.61it/s]
Extracting Dataset Version Zip to Pothole-2-3 in yolov11:: 100%|ββββββββββ| 22896/22896 [00:05<00:00, 4316.96it/s]
16 August 2025
InΒ [Β ]:
from roboflow import Roboflow
rf = Roboflow(api_key="Kl0zacUMgzHFXKRFAFtJ")
project = rf.workspace("smartathon").project("new-pothole-detection")
version = project.version(2)
dataset = version.download("yolov11")
# Downloading the dataset from roboflow universe using api key
loading Roboflow workspace... loading Roboflow project...
Downloading Dataset Version Zip in New-pothole-detection-2 to yolov11:: 100%|ββββββββββ| 530858/530858 [02:13<00:00, 3985.16it/s]
Extracting Dataset Version Zip to New-pothole-detection-2 in yolov11:: 100%|ββββββββββ| 18492/18492 [00:04<00:00, 4536.93it/s]
InΒ [3]:
!pip install ultralytics
Collecting ultralytics
Downloading ultralytics-8.3.179-py3-none-any.whl.metadata (37 kB)
Requirement already satisfied: numpy>=1.23.0 in d:\astc project\.venv\lib\site-packages (from ultralytics) (2.3.2)
Requirement already satisfied: matplotlib>=3.3.0 in d:\astc project\.venv\lib\site-packages (from ultralytics) (3.10.5)
Collecting opencv-python>=4.6.0 (from ultralytics)
Using cached opencv_python-4.12.0.88-cp37-abi3-win_amd64.whl.metadata (19 kB)
Requirement already satisfied: pillow>=7.1.2 in d:\astc project\.venv\lib\site-packages (from ultralytics) (11.3.0)
Requirement already satisfied: pyyaml>=5.3.1 in d:\astc project\.venv\lib\site-packages (from ultralytics) (6.0.2)
Requirement already satisfied: requests>=2.23.0 in d:\astc project\.venv\lib\site-packages (from ultralytics) (2.32.4)
Collecting scipy>=1.4.1 (from ultralytics)
Using cached scipy-1.16.1-cp311-cp311-win_amd64.whl.metadata (60 kB)
Collecting torch>=1.8.0 (from ultralytics)
Downloading torch-2.8.0-cp311-cp311-win_amd64.whl.metadata (30 kB)
Collecting torchvision>=0.9.0 (from ultralytics)
Downloading torchvision-0.23.0-cp311-cp311-win_amd64.whl.metadata (6.1 kB)
Requirement already satisfied: tqdm>=4.64.0 in d:\astc project\.venv\lib\site-packages (from ultralytics) (4.67.1)
Requirement already satisfied: psutil in d:\astc project\.venv\lib\site-packages (from ultralytics) (7.0.0)
Collecting py-cpuinfo (from ultralytics)
Using cached py_cpuinfo-9.0.0-py3-none-any.whl.metadata (794 bytes)
Collecting pandas>=1.1.4 (from ultralytics)
Using cached pandas-2.3.1-cp311-cp311-win_amd64.whl.metadata (19 kB)
Collecting ultralytics-thop>=2.0.0 (from ultralytics)
Downloading ultralytics_thop-2.0.15-py3-none-any.whl.metadata (14 kB)
Requirement already satisfied: contourpy>=1.0.1 in d:\astc project\.venv\lib\site-packages (from matplotlib>=3.3.0->ultralytics) (1.3.3)
Requirement already satisfied: cycler>=0.10 in d:\astc project\.venv\lib\site-packages (from matplotlib>=3.3.0->ultralytics) (0.12.1)
Requirement already satisfied: fonttools>=4.22.0 in d:\astc project\.venv\lib\site-packages (from matplotlib>=3.3.0->ultralytics) (4.59.1)
Requirement already satisfied: kiwisolver>=1.3.1 in d:\astc project\.venv\lib\site-packages (from matplotlib>=3.3.0->ultralytics) (1.4.9)
Requirement already satisfied: packaging>=20.0 in d:\astc project\.venv\lib\site-packages (from matplotlib>=3.3.0->ultralytics) (25.0)
Requirement already satisfied: pyparsing>=2.3.1 in d:\astc project\.venv\lib\site-packages (from matplotlib>=3.3.0->ultralytics) (3.2.3)
Requirement already satisfied: python-dateutil>=2.7 in d:\astc project\.venv\lib\site-packages (from matplotlib>=3.3.0->ultralytics) (2.9.0.post0)
Collecting numpy>=1.23.0 (from ultralytics)
Using cached numpy-2.2.6-cp311-cp311-win_amd64.whl.metadata (60 kB)
Collecting pytz>=2020.1 (from pandas>=1.1.4->ultralytics)
Using cached pytz-2025.2-py2.py3-none-any.whl.metadata (22 kB)
Collecting tzdata>=2022.7 (from pandas>=1.1.4->ultralytics)
Using cached tzdata-2025.2-py2.py3-none-any.whl.metadata (1.4 kB)
Requirement already satisfied: six>=1.5 in d:\astc project\.venv\lib\site-packages (from python-dateutil>=2.7->matplotlib>=3.3.0->ultralytics) (1.17.0)
Requirement already satisfied: charset_normalizer<4,>=2 in d:\astc project\.venv\lib\site-packages (from requests>=2.23.0->ultralytics) (3.4.3)
Requirement already satisfied: idna<4,>=2.5 in d:\astc project\.venv\lib\site-packages (from requests>=2.23.0->ultralytics) (3.7)
Requirement already satisfied: urllib3<3,>=1.21.1 in d:\astc project\.venv\lib\site-packages (from requests>=2.23.0->ultralytics) (2.5.0)
Requirement already satisfied: certifi>=2017.4.17 in d:\astc project\.venv\lib\site-packages (from requests>=2.23.0->ultralytics) (2025.8.3)
Collecting filelock (from torch>=1.8.0->ultralytics)
Downloading filelock-3.19.1-py3-none-any.whl.metadata (2.1 kB)
Requirement already satisfied: typing-extensions>=4.10.0 in d:\astc project\.venv\lib\site-packages (from torch>=1.8.0->ultralytics) (4.14.1)
Collecting sympy>=1.13.3 (from torch>=1.8.0->ultralytics)
Using cached sympy-1.14.0-py3-none-any.whl.metadata (12 kB)
Collecting networkx (from torch>=1.8.0->ultralytics)
Using cached networkx-3.5-py3-none-any.whl.metadata (6.3 kB)
Collecting jinja2 (from torch>=1.8.0->ultralytics)
Using cached jinja2-3.1.6-py3-none-any.whl.metadata (2.9 kB)
Collecting fsspec (from torch>=1.8.0->ultralytics)
Using cached fsspec-2025.7.0-py3-none-any.whl.metadata (12 kB)
Collecting mpmath<1.4,>=1.1.0 (from sympy>=1.13.3->torch>=1.8.0->ultralytics)
Using cached mpmath-1.3.0-py3-none-any.whl.metadata (8.6 kB)
Requirement already satisfied: colorama in d:\astc project\.venv\lib\site-packages (from tqdm>=4.64.0->ultralytics) (0.4.6)
Collecting MarkupSafe>=2.0 (from jinja2->torch>=1.8.0->ultralytics)
Using cached MarkupSafe-3.0.2-cp311-cp311-win_amd64.whl.metadata (4.1 kB)
Downloading ultralytics-8.3.179-py3-none-any.whl (1.0 MB)
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Using cached opencv_python-4.12.0.88-cp37-abi3-win_amd64.whl (39.0 MB)
Using cached numpy-2.2.6-cp311-cp311-win_amd64.whl (12.9 MB)
Using cached pandas-2.3.1-cp311-cp311-win_amd64.whl (11.3 MB)
Using cached pytz-2025.2-py2.py3-none-any.whl (509 kB)
Using cached scipy-1.16.1-cp311-cp311-win_amd64.whl (38.6 MB)
Downloading torch-2.8.0-cp311-cp311-win_amd64.whl (241.4 MB)
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InΒ [Β ]:
!pip install opencv-python
# !pip install os
Requirement already satisfied: opencv-python in d:\astc project\.venv\lib\site-packages (4.12.0.88) Requirement already satisfied: numpy<2.3.0,>=2 in d:\astc project\.venv\lib\site-packages (from opencv-python) (2.2.6)
ERROR: Could not find a version that satisfies the requirement os (from versions: none) ERROR: No matching distribution found for os
17 August 2025
InΒ [19]:
import cv2
import os
# Using opencv and yolo dimensions for annotation
# Paths
images_folder = r"D:\ASTC project\New-pothole-detection-2\train\images"
labels_folder = r"D:\ASTC project\New-pothole-detection-2\train\labels"
output_folder = "annotated_images"
os.makedirs(output_folder, exist_ok=True)
# Loop through images
for img_file in os.listdir(images_folder):
if not img_file.lower().endswith((".jpg", ".png", ".jpeg")):
continue
img_path = os.path.join(images_folder, img_file)
label_path = os.path.join(labels_folder, os.path.splitext(img_file)[0] + ".txt")
img = cv2.imread(img_path)
if img is None:
print(f"{img_file} not found")
continue
h, w, _ = img.shape
with open(label_path, "r") as f:
for line in f:
parts = line.strip().split()
if len(parts) > 5:
continue
class_id, x_center, y_center, bw, bh = map(float, line.split())
class_id = int(class_id)
xmin = int((x_center - bw / 2) * w)
xmax = int((x_center + bw / 2) * w)
ymin = int((y_center - bh / 2) * h)
ymax = int((y_center + bh / 2) * h)
cv2.rectangle(img, (xmin, ymin), (xmax, ymax), (255, 0, 0), 2)
cv2.putText(img,"",(xmin, ymin - 5), cv2.FONT_HERSHEY_SIMPLEX,
0.7, (0, 255, 0), 2)
# saving each file into output folder
out_path = os.path.join(output_folder, img_file)
cv2.imwrite(out_path, img)
18 August 2025
InΒ [1]:
import cv2
import os
# Using opencv and yolo dimensions for annotation
# Paths
images_folder = r"D:\ASTC project\Pothole-2-3\train\images"
labels_folder = r"D:\ASTC project\Pothole-2-3\train\labels"
output_folder = "annotated_images_Pothole-2-3"
os.makedirs(output_folder, exist_ok=True)
# Loop through images
for img_file in os.listdir(images_folder):
if not img_file.lower().endswith((".jpg", ".png", ".jpeg")):
continue
img_path = os.path.join(images_folder, img_file)
label_path = os.path.join(labels_folder, os.path.splitext(img_file)[0] + ".txt")
img = cv2.imread(img_path)
if img is None:
print(f"{img_file} not found")
continue
h, w, _ = img.shape
with open(label_path, "r") as f:
for line in f:
parts = line.strip().split()
if len(parts) > 5:
continue
class_id, x_center, y_center, bw, bh = map(float, line.split())
class_id = int(class_id)
xmin = int((x_center - bw / 2) * w)
xmax = int((x_center + bw / 2) * w)
ymin = int((y_center - bh / 2) * h)
ymax = int((y_center + bh / 2) * h)
cv2.rectangle(img, (xmin, ymin), (xmax, ymax), (255, 0, 0), 2)
cv2.putText(img,"",(xmin, ymin - 5), cv2.FONT_HERSHEY_SIMPLEX,
0.7, (0, 255, 0), 2)
# saving each file into output folder
out_path = os.path.join(output_folder, img_file)
cv2.imwrite(out_path, img)
using yolov11 model for trainingΒΆ
InΒ [2]:
!nvidia-smi
Mon Aug 18 16:41:09 2025 +-----------------------------------------------------------------------------------------+ | NVIDIA-SMI 580.97 Driver Version: 580.97 CUDA Version: 13.0 | +-----------------------------------------+------------------------+----------------------+ | GPU Name Driver-Model | Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. | | | | MIG M. | |=========================================+========================+======================| | 0 NVIDIA GeForce RTX 3050 ... WDDM | 00000000:01:00.0 Off | N/A | | N/A 61C P0 18W / 75W | 0MiB / 6144MiB | 0% Default | | | | N/A | +-----------------------------------------+------------------------+----------------------+ +-----------------------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=========================================================================================| | No running processes found | +-----------------------------------------------------------------------------------------+
InΒ [Β ]:
# Setting up cuda and environment and installing dependencies for model training
InΒ [1]:
import torch
print("CUDA available:", torch.cuda.is_available())
print("PyTorch CUDA version:", torch.version.cuda)
print("Device count:", torch.cuda.device_count())
CUDA available: True PyTorch CUDA version: 12.1 Device count: 1
InΒ [13]:
from ultralytics import YOLO
import os
os.environ["CUDA_LAUNCH_BLOCKING"] = "1"
model = YOLO("yolo11n.pt")
model.train(data="D:\ASTC project\Pothole-2-3\data.yaml",epochs = 40 ,imgsz= 640, batch = 16,name = "yolon_final")
New https://pypi.org/project/ultralytics/8.3.182 available Update with 'pip install -U ultralytics' Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) engine\trainer: agnostic_nms=False, amp=True, augment=False, auto_augment=randaugment, batch=16, bgr=0.0, box=7.5, cache=False, cfg=None, classes=None, close_mosaic=10, cls=0.5, conf=None, copy_paste=0.0, copy_paste_mode=flip, cos_lr=False, cutmix=0.0, data=D:\ASTC project\Pothole-2-3\data.yaml, degrees=0.0, deterministic=True, device=None, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, epochs=40, erasing=0.4, exist_ok=False, fliplr=0.5, flipud=0.0, format=torchscript, fraction=1.0, freeze=None, half=False, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, imgsz=640, int8=False, iou=0.7, keras=False, kobj=1.0, line_width=None, lr0=0.01, lrf=0.01, mask_ratio=4, max_det=300, mixup=0.0, mode=train, model=yolo11n.pt, momentum=0.937, mosaic=1.0, multi_scale=False, name=yolon_final, nbs=64, nms=False, opset=None, optimize=False, optimizer=auto, overlap_mask=True, patience=100, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=None, rect=False, resume=False, retina_masks=False, save=True, save_conf=False, save_crop=False, save_dir=runs\detect\yolon_final, save_frames=False, save_json=False, save_period=-1, save_txt=False, scale=0.5, seed=0, shear=0.0, show=False, show_boxes=True, show_conf=True, show_labels=True, simplify=True, single_cls=False, source=None, split=val, stream_buffer=False, task=detect, time=None, tracker=botsort.yaml, translate=0.1, val=True, verbose=True, vid_stride=1, visualize=False, warmup_bias_lr=0.1, warmup_epochs=3.0, warmup_momentum=0.8, weight_decay=0.0005, workers=8, workspace=None Overriding model.yaml nc=80 with nc=2 from n params module arguments 0 -1 1 464 ultralytics.nn.modules.conv.Conv [3, 16, 3, 2] 1 -1 1 4672 ultralytics.nn.modules.conv.Conv [16, 32, 3, 2] 2 -1 1 6640 ultralytics.nn.modules.block.C3k2 [32, 64, 1, False, 0.25] 3 -1 1 36992 ultralytics.nn.modules.conv.Conv [64, 64, 3, 2] 4 -1 1 26080 ultralytics.nn.modules.block.C3k2 [64, 128, 1, False, 0.25] 5 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 6 -1 1 87040 ultralytics.nn.modules.block.C3k2 [128, 128, 1, True] 7 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2] 8 -1 1 346112 ultralytics.nn.modules.block.C3k2 [256, 256, 1, True] 9 -1 1 164608 ultralytics.nn.modules.block.SPPF [256, 256, 5] 10 -1 1 249728 ultralytics.nn.modules.block.C2PSA [256, 256, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] 13 -1 1 111296 ultralytics.nn.modules.block.C3k2 [384, 128, 1, False] 14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 15 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] 16 -1 1 32096 ultralytics.nn.modules.block.C3k2 [256, 64, 1, False] 17 -1 1 36992 ultralytics.nn.modules.conv.Conv [64, 64, 3, 2] 18 [-1, 13] 1 0 ultralytics.nn.modules.conv.Concat [1] 19 -1 1 86720 ultralytics.nn.modules.block.C3k2 [192, 128, 1, False] 20 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 21 [-1, 10] 1 0 ultralytics.nn.modules.conv.Concat [1] 22 -1 1 378880 ultralytics.nn.modules.block.C3k2 [384, 256, 1, True] 23 [16, 19, 22] 1 431062 ultralytics.nn.modules.head.Detect [2, [64, 128, 256]] YOLO11n summary: 181 layers, 2,590,230 parameters, 2,590,214 gradients, 6.4 GFLOPs Transferred 448/499 items from pretrained weights Freezing layer 'model.23.dfl.conv.weight' AMP: running Automatic Mixed Precision (AMP) checks... AMP: checks passed train: Fast image access (ping: 0.30.1 ms, read: 142.365.0 MB/s, size: 65.0 KB)
train: Scanning D:\ASTC project\Pothole-2-3\train\labels.cache... 1116 images, 1 backgrounds, 0 corrupt: 100%|ββββββββββ| 1116/1116 [00:00<?, ?it/s]
WARNING Box and segment counts should be equal, but got len(segments) = 7, len(boxes) = 2688. To resolve this only boxes will be used and all segments will be removed. To avoid this please supply either a detect or segment dataset, not a detect-segment mixed dataset.
val: Fast image access (ping: 0.30.0 ms, read: 86.19.3 MB/s, size: 63.7 KB)
val: Scanning D:\ASTC project\Pothole-2-3\valid\labels.cache... 587 images, 1 backgrounds, 0 corrupt: 100%|ββββββββββ| 587/587 [00:00<?, ?it/s]
Plotting labels to runs\detect\yolon_final\labels.jpg... optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... optimizer: AdamW(lr=0.001667, momentum=0.9) with parameter groups 81 weight(decay=0.0), 88 weight(decay=0.0005), 87 bias(decay=0.0) Image sizes 640 train, 640 val Using 8 dataloader workers Logging results to runs\detect\yolon_final Starting training for 40 epochs... Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/40 2.27G 2.062 3.528 1.946 63 640: 100%|ββββββββββ| 70/70 [00:34<00:00, 2.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:09<00:00, 2.08it/s]
all 587 1384 0.849 0.0122 0.0584 0.0254
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/40 2.73G 2.091 2.925 1.943 33 640: 100%|ββββββββββ| 70/70 [00:35<00:00, 1.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:15<00:00, 1.19it/s]
all 587 1384 0.223 0.13 0.0797 0.0243
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/40 2.73G 2.075 2.753 1.972 61 640: 100%|ββββββββββ| 70/70 [01:59<00:00, 1.70s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:46<00:00, 2.43s/it]
all 587 1384 0.047 0.109 0.0228 0.00767
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/40 2.73G 2.081 2.634 1.961 47 640: 100%|ββββββββββ| 70/70 [02:08<00:00, 1.83s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:50<00:00, 2.65s/it]
all 587 1384 0.131 0.266 0.0938 0.032
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/40 2.73G 1.989 2.409 1.907 50 640: 100%|ββββββββββ| 70/70 [01:52<00:00, 1.61s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:44<00:00, 2.32s/it]
all 587 1384 0.341 0.305 0.23 0.0848
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/40 2.73G 1.976 2.362 1.893 27 640: 100%|ββββββββββ| 70/70 [02:17<00:00, 1.96s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:23<00:00, 1.22s/it]
all 587 1384 0.372 0.27 0.245 0.0985
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/40 2.73G 1.968 2.32 1.863 38 640: 100%|ββββββββββ| 70/70 [02:04<00:00, 1.78s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:34<00:00, 1.79s/it]
all 587 1384 0.483 0.242 0.245 0.0903
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/40 2.73G 1.91 2.22 1.846 56 640: 100%|ββββββββββ| 70/70 [02:04<00:00, 1.78s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:35<00:00, 1.87s/it]
all 587 1384 0.628 0.406 0.463 0.183
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/40 2.73G 1.858 2.127 1.808 28 640: 100%|ββββββββββ| 70/70 [01:27<00:00, 1.25s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:21<00:00, 1.13s/it]
all 587 1384 0.359 0.319 0.302 0.121
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/40 2.73G 1.856 2.095 1.799 45 640: 100%|ββββββββββ| 70/70 [01:17<00:00, 1.11s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:27<00:00, 1.46s/it]
all 587 1384 0.606 0.384 0.42 0.195
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/40 2.73G 1.819 2.003 1.763 26 640: 100%|ββββββββββ| 70/70 [00:33<00:00, 2.11it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.50it/s]
all 587 1384 0.433 0.364 0.326 0.126
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/40 2.73G 1.828 2.041 1.766 51 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.34it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.42it/s]
all 587 1384 0.783 0.369 0.479 0.219
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/40 2.73G 1.806 1.923 1.723 40 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.33it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.47it/s]
all 587 1384 0.472 0.434 0.403 0.187
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/40 2.73G 1.786 1.916 1.728 61 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.34it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.39it/s]
all 587 1384 0.611 0.472 0.527 0.251
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/40 2.73G 1.778 1.887 1.733 50 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.31it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.45it/s]
all 587 1384 0.543 0.457 0.447 0.207
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
16/40 2.73G 1.704 1.804 1.653 55 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.32it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.55it/s]
all 587 1384 0.577 0.402 0.442 0.214
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
17/40 2.73G 1.684 1.781 1.661 46 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.33it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.45it/s]
all 587 1384 0.541 0.53 0.514 0.236
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
18/40 2.73G 1.703 1.801 1.677 30 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.34it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.50it/s]
all 587 1384 0.613 0.486 0.533 0.245
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
19/40 2.73G 1.667 1.752 1.65 46 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.34it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.54it/s]
all 587 1384 0.647 0.436 0.508 0.249
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
20/40 2.73G 1.655 1.699 1.631 54 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.04it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.31it/s]
all 587 1384 0.551 0.466 0.452 0.209
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
21/40 2.73G 1.632 1.687 1.631 38 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.30it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.49it/s]
all 587 1384 0.578 0.502 0.513 0.239
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
22/40 2.73G 1.613 1.622 1.593 36 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.29it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.58it/s]
all 587 1384 0.589 0.501 0.526 0.263
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
23/40 2.73G 1.62 1.623 1.599 49 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.15it/s]
all 587 1384 0.708 0.484 0.555 0.267
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
24/40 2.73G 1.619 1.609 1.619 48 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.24it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.21it/s]
all 587 1384 0.686 0.491 0.546 0.265
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
25/40 2.73G 1.582 1.563 1.571 30 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.24it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.40it/s]
all 587 1384 0.647 0.547 0.603 0.305
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
26/40 2.73G 1.536 1.513 1.552 51 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.24it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.25it/s]
all 587 1384 0.671 0.562 0.62 0.311
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
27/40 2.73G 1.536 1.494 1.553 54 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.34it/s]
all 587 1384 0.54 0.587 0.57 0.284
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
28/40 2.73G 1.525 1.478 1.543 26 640: 100%|ββββββββββ| 70/70 [00:15<00:00, 4.43it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:07<00:00, 2.47it/s]
all 587 1384 0.61 0.597 0.607 0.325
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
29/40 2.73G 1.521 1.421 1.531 45 640: 100%|ββββββββββ| 70/70 [00:20<00:00, 3.42it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.64it/s]
all 587 1384 0.697 0.467 0.541 0.29
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
30/40 2.73G 1.465 1.394 1.508 30 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.37it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.53it/s]
all 587 1384 0.685 0.589 0.632 0.33
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
31/40 2.73G 1.481 1.362 1.54 23 640: 100%|ββββββββββ| 70/70 [00:16<00:00, 4.32it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:04<00:00, 4.36it/s]
all 587 1384 0.71 0.6 0.627 0.322
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
32/40 2.73G 1.441 1.309 1.514 36 640: 100%|ββββββββββ| 70/70 [00:12<00:00, 5.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.62it/s]
all 587 1384 0.71 0.604 0.648 0.339
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
33/40 2.73G 1.432 1.274 1.513 26 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.37it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.61it/s]
all 587 1384 0.733 0.596 0.667 0.359
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
34/40 2.73G 1.39 1.235 1.482 38 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.38it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.44it/s]
all 587 1384 0.739 0.596 0.676 0.362
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
35/40 2.73G 1.372 1.208 1.462 27 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.32it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.59it/s]
all 587 1384 0.728 0.628 0.689 0.376
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
36/40 2.73G 1.329 1.159 1.432 47 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.34it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.55it/s]
all 587 1384 0.696 0.622 0.673 0.38
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
37/40 2.73G 1.312 1.126 1.42 31 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.32it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.43it/s]
all 587 1384 0.723 0.568 0.658 0.372
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
38/40 2.73G 1.302 1.108 1.402 25 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.27it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.50it/s]
all 587 1384 0.731 0.612 0.691 0.39
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
39/40 2.73G 1.265 1.082 1.395 30 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.27it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.43it/s]
all 587 1384 0.756 0.623 0.701 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
40/40 2.73G 1.262 1.055 1.389 27 640: 100%|ββββββββββ| 70/70 [00:13<00:00, 5.30it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:03<00:00, 5.24it/s]
all 587 1384 0.737 0.636 0.701 0.394
40 epochs completed in 0.561 hours. Optimizer stripped from runs\detect\yolon_final\weights\last.pt, 5.5MB Optimizer stripped from runs\detect\yolon_final\weights\best.pt, 5.5MB Validating runs\detect\yolon_final\weights\best.pt... Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) YOLO11n summary (fused): 100 layers, 2,582,542 parameters, 0 gradients, 6.3 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 19/19 [00:04<00:00, 4.36it/s]
all 587 1384 0.763 0.622 0.701 0.4
Pothole 461 1232 0.689 0.461 0.543 0.289
Sewage-Manhole 142 152 0.838 0.783 0.859 0.512
Speed: 0.2ms preprocess, 3.0ms inference, 0.0ms loss, 1.4ms postprocess per image
Results saved to runs\detect\yolon_final
Out[13]:
ultralytics.utils.metrics.DetMetrics object with attributes:
ap_class_index: array([0, 1])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x00000225332E35D0>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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[ 0.96711, 0.96711, 0.95395, ..., 0, 0, 0]], shape=(2, 1000)), 'Confidence', 'Recall']]
fitness: np.float64(0.43043032120438823)
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.28915, 0.51155])
names: {0: 'Pothole', 1: 'Sewage-Manhole'}
nt_per_class: array([1232, 152])
nt_per_image: array([461, 142])
results_dict: {'metrics/precision(B)': np.float64(0.7633739305601), 'metrics/recall(B)': np.float64(0.6219668489405332), 'metrics/mAP50(B)': np.float64(0.7011215004035039), 'metrics/mAP50-95(B)': np.float64(0.4003535235155976), 'fitness': np.float64(0.43043032120438823)}
save_dir: WindowsPath('runs/detect/yolon_final')
speed: {'preprocess': 0.24991635437634357, 'inference': 2.9756296423082977, 'loss': 0.00030306661525325535, 'postprocess': 1.4109829642208613}
stats: {'tp': [], 'conf': [], 'pred_cls': [], 'target_cls': [], 'target_img': []}
task: 'detect'
InΒ [3]:
from ultralytics import YOLO
inference_nano_model= YOLO(r"D:\ASTC project\runs\detect\yolon_final\weights\best.pt")
InΒ [18]:
import os
Test_data = r"D:\ASTC project\Data_to_be_predicted"
for files in os.listdir(Test_data):
image_path = os.path.join(Test_data,files)
result = inference_nano_model.predict(image_path ,save_dir = "D:\ASTC project\nano_model_1_POthole2-3",conf = 0.25 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\Data_to_be_predicted\image1.jpg: 448x640 1 Pothole, 46.7ms Speed: 3.8ms preprocess, 46.7ms inference, 2.0ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict image 1/1 D:\ASTC project\Data_to_be_predicted\image2.jpg: 448x640 5 Potholes, 47.0ms Speed: 3.9ms preprocess, 47.0ms inference, 1.6ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict image 1/1 D:\ASTC project\Data_to_be_predicted\image3 (1).png: 448x640 20 Potholes, 46.7ms Speed: 3.8ms preprocess, 46.7ms inference, 1.6ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict image 1/1 D:\ASTC project\Data_to_be_predicted\image4.jpg: 448x640 7 Potholes, 46.6ms Speed: 3.7ms preprocess, 46.6ms inference, 2.2ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict image 1/1 D:\ASTC project\Data_to_be_predicted\image5.jpg: 448x640 9 Potholes, 6.9ms Speed: 1.0ms preprocess, 6.9ms inference, 1.3ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict
InΒ [19]:
import os
from IPython.display import Image, display
pred_dir = "runs/detect/predict"
for i in range(len(os.listdir(pred_dir))):
print("Displaying output for image:", i+1)
output_img = os.listdir(pred_dir)[i]
display(Image(filename=os.path.join(pred_dir, output_img)))
boxes = result[0].boxes
print("Potholes detected:", len(boxes))
Displaying output for image: 1
Potholes detected: 9 Displaying output for image: 2
Potholes detected: 9 Displaying output for image: 3
Potholes detected: 9 Displaying output for image: 4
Potholes detected: 9 Displaying output for image: 5
Potholes detected: 9
19 August 2025
InΒ [20]:
import torch
print(torch.cuda.is_available())
print(torch.cuda.get_device_name(0))
True NVIDIA GeForce RTX 3050 6GB Laptop GPU
InΒ [2]:
from ultralytics import YOLO
# import os
# os.environ["CUDA_LAUNCH_BLOCKING"] = "1"
model = YOLO("yolo11s.pt")
model.train(data="D:\ASTC project\Pothole-2-3\data.yaml",epochs = 20 ,imgsz= 640, batch =8,workers =4 ,name = "yolos_final")
New https://pypi.org/project/ultralytics/8.3.182 available Update with 'pip install -U ultralytics' Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) engine\trainer: agnostic_nms=False, amp=True, augment=False, auto_augment=randaugment, batch=8, bgr=0.0, box=7.5, cache=False, cfg=None, classes=None, close_mosaic=10, cls=0.5, conf=None, copy_paste=0.0, copy_paste_mode=flip, cos_lr=False, cutmix=0.0, data=D:\ASTC project\Pothole-2-3\data.yaml, degrees=0.0, deterministic=True, device=None, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, epochs=20, erasing=0.4, exist_ok=False, fliplr=0.5, flipud=0.0, format=torchscript, fraction=1.0, freeze=None, half=False, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, imgsz=640, int8=False, iou=0.7, keras=False, kobj=1.0, line_width=None, lr0=0.01, lrf=0.01, mask_ratio=4, max_det=300, mixup=0.0, mode=train, model=yolo11s.pt, momentum=0.937, mosaic=1.0, multi_scale=False, name=yolos_final4, nbs=64, nms=False, opset=None, optimize=False, optimizer=auto, overlap_mask=True, patience=100, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=None, rect=False, resume=False, retina_masks=False, save=True, save_conf=False, save_crop=False, save_dir=runs\detect\yolos_final4, save_frames=False, save_json=False, save_period=-1, save_txt=False, scale=0.5, seed=0, shear=0.0, show=False, show_boxes=True, show_conf=True, show_labels=True, simplify=True, single_cls=False, source=None, split=val, stream_buffer=False, task=detect, time=None, tracker=botsort.yaml, translate=0.1, val=True, verbose=True, vid_stride=1, visualize=False, warmup_bias_lr=0.1, warmup_epochs=3.0, warmup_momentum=0.8, weight_decay=0.0005, workers=4, workspace=None Overriding model.yaml nc=80 with nc=2 from n params module arguments 0 -1 1 928 ultralytics.nn.modules.conv.Conv [3, 32, 3, 2] 1 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2] 2 -1 1 26080 ultralytics.nn.modules.block.C3k2 [64, 128, 1, False, 0.25] 3 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 4 -1 1 103360 ultralytics.nn.modules.block.C3k2 [128, 256, 1, False, 0.25] 5 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 6 -1 1 346112 ultralytics.nn.modules.block.C3k2 [256, 256, 1, True] 7 -1 1 1180672 ultralytics.nn.modules.conv.Conv [256, 512, 3, 2] 8 -1 1 1380352 ultralytics.nn.modules.block.C3k2 [512, 512, 1, True] 9 -1 1 656896 ultralytics.nn.modules.block.SPPF [512, 512, 5] 10 -1 1 990976 ultralytics.nn.modules.block.C2PSA [512, 512, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] 13 -1 1 443776 ultralytics.nn.modules.block.C3k2 [768, 256, 1, False] 14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 15 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] 16 -1 1 127680 ultralytics.nn.modules.block.C3k2 [512, 128, 1, False] 17 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 18 [-1, 13] 1 0 ultralytics.nn.modules.conv.Concat [1] 19 -1 1 345472 ultralytics.nn.modules.block.C3k2 [384, 256, 1, False] 20 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 21 [-1, 10] 1 0 ultralytics.nn.modules.conv.Concat [1] 22 -1 1 1511424 ultralytics.nn.modules.block.C3k2 [768, 512, 1, True] 23 [16, 19, 22] 1 820182 ultralytics.nn.modules.head.Detect [2, [128, 256, 512]] YOLO11s summary: 181 layers, 9,428,566 parameters, 9,428,550 gradients, 21.6 GFLOPs Transferred 493/499 items from pretrained weights Freezing layer 'model.23.dfl.conv.weight' AMP: running Automatic Mixed Precision (AMP) checks... AMP: checks passed train: Fast image access (ping: 0.00.0 ms, read: 254.564.0 MB/s, size: 65.0 KB)
train: Scanning D:\ASTC project\Pothole-2-3\train\labels.cache... 1116 images, 1 backgrounds, 0 corrupt: 100%|ββββββββββ| 1116/1116 [00:00<?, ?it/s]
WARNING Box and segment counts should be equal, but got len(segments) = 7, len(boxes) = 2688. To resolve this only boxes will be used and all segments will be removed. To avoid this please supply either a detect or segment dataset, not a detect-segment mixed dataset.
val: Fast image access (ping: 0.10.0 ms, read: 152.020.5 MB/s, size: 63.7 KB)
val: Scanning D:\ASTC project\Pothole-2-3\valid\labels.cache... 587 images, 1 backgrounds, 0 corrupt: 100%|ββββββββββ| 587/587 [00:00<?, ?it/s]
Plotting labels to runs\detect\yolos_final4\labels.jpg... optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... optimizer: AdamW(lr=0.001667, momentum=0.9) with parameter groups 81 weight(decay=0.0), 88 weight(decay=0.0005), 87 bias(decay=0.0) Image sizes 640 train, 640 val Using 4 dataloader workers Logging results to runs\detect\yolos_final4 Starting training for 20 epochs... Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/20 2.11G 2.09 3.49 2.039 9 640: 100%|ββββββββββ| 140/140 [00:29<00:00, 4.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:06<00:00, 5.95it/s]
all 587 1384 0.0204 0.106 0.00909 0.00258
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/20 2.49G 2.206 2.82 2.126 16 640: 100%|ββββββββββ| 140/140 [00:25<00:00, 5.50it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:06<00:00, 5.72it/s]
all 587 1384 0.191 0.113 0.079 0.0295
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/20 2.49G 2.215 2.768 2.125 13 640: 100%|ββββββββββ| 140/140 [00:25<00:00, 5.45it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.59it/s]
all 587 1384 0.134 0.165 0.0563 0.0227
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/20 2.49G 2.163 2.72 2.079 17 640: 100%|ββββββββββ| 140/140 [00:25<00:00, 5.46it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.63it/s]
all 587 1384 0.238 0.265 0.179 0.0639
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/20 2.49G 2.117 2.592 2.015 17 640: 100%|ββββββββββ| 140/140 [00:25<00:00, 5.44it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.65it/s]
all 587 1384 0.329 0.255 0.196 0.071
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/20 2.49G 2.082 2.501 1.994 18 640: 100%|ββββββββββ| 140/140 [00:26<00:00, 5.38it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.41it/s]
all 587 1384 0.379 0.233 0.223 0.0811
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/20 2.49G 2.027 2.4 1.942 8 640: 100%|ββββββββββ| 140/140 [00:26<00:00, 5.35it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.54it/s]
all 587 1384 0.551 0.224 0.254 0.101
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/20 2.49G 1.963 2.326 1.916 11 640: 100%|ββββββββββ| 140/140 [00:26<00:00, 5.37it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.48it/s]
all 587 1384 0.683 0.254 0.327 0.12
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/20 2.49G 1.955 2.236 1.892 12 640: 100%|ββββββββββ| 140/140 [00:26<00:00, 5.34it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.59it/s]
all 587 1384 0.792 0.248 0.405 0.174
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/20 2.49G 1.892 2.197 1.859 7 640: 100%|ββββββββββ| 140/140 [00:25<00:00, 5.41it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.69it/s]
all 587 1384 0.52 0.383 0.411 0.174
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/20 2.49G 1.907 2.206 1.903 8 640: 100%|ββββββββββ| 140/140 [00:25<00:00, 5.46it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.77it/s]
all 587 1384 0.428 0.405 0.376 0.157
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/20 2.49G 1.868 2.07 1.909 9 640: 100%|ββββββββββ| 140/140 [00:25<00:00, 5.47it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.75it/s]
all 587 1384 0.574 0.448 0.48 0.216
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/20 2.49G 1.829 2 1.867 9 640: 100%|ββββββββββ| 140/140 [00:25<00:00, 5.45it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.68it/s]
all 587 1384 0.549 0.438 0.453 0.197
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/20 2.49G 1.788 1.959 1.853 12 640: 100%|ββββββββββ| 140/140 [00:25<00:00, 5.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.62it/s]
all 587 1384 0.616 0.441 0.504 0.24
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/20 2.49G 1.746 1.831 1.815 4 640: 100%|ββββββββββ| 140/140 [00:25<00:00, 5.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.71it/s]
all 587 1384 0.595 0.46 0.519 0.226
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
16/20 2.49G 1.742 1.811 1.784 6 640: 100%|ββββββββββ| 140/140 [00:25<00:00, 5.40it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.73it/s]
all 587 1384 0.582 0.519 0.574 0.269
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
17/20 2.49G 1.678 1.697 1.748 5 640: 100%|ββββββββββ| 140/140 [00:25<00:00, 5.43it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.71it/s]
all 587 1384 0.608 0.506 0.559 0.281
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
18/20 2.49G 1.66 1.688 1.74 5 640: 100%|ββββββββββ| 140/140 [00:25<00:00, 5.42it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.70it/s]
all 587 1384 0.671 0.498 0.579 0.297
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
19/20 2.49G 1.611 1.589 1.695 5 640: 100%|ββββββββββ| 140/140 [00:25<00:00, 5.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.55it/s]
all 587 1384 0.634 0.556 0.602 0.315
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
20/20 2.49G 1.591 1.549 1.688 21 640: 100%|ββββββββββ| 140/140 [00:25<00:00, 5.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.48it/s]
all 587 1384 0.676 0.539 0.616 0.321
20 epochs completed in 0.192 hours. Optimizer stripped from runs\detect\yolos_final4\weights\last.pt, 19.2MB Optimizer stripped from runs\detect\yolos_final4\weights\best.pt, 19.2MB Validating runs\detect\yolos_final4\weights\best.pt... Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) YOLO11s summary (fused): 100 layers, 9,413,574 parameters, 0 gradients, 21.3 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:05<00:00, 6.59it/s]
all 587 1384 0.676 0.538 0.616 0.321
Pothole 461 1232 0.595 0.333 0.423 0.206
Sewage-Manhole 142 152 0.756 0.743 0.809 0.436
Speed: 0.2ms preprocess, 5.8ms inference, 0.0ms loss, 1.2ms postprocess per image
Results saved to runs\detect\yolos_final4
Out[2]:
ultralytics.utils.metrics.DetMetrics object with attributes:
ap_class_index: array([0, 1])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x00000260B1C62450>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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[ 0.96711, 0.96711, 0.96053, ..., 0, 0, 0]], shape=(2, 1000)), 'Confidence', 'Recall']]
fitness: np.float64(0.35030208344873637)
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.20584, 0.43568])
names: {0: 'Pothole', 1: 'Sewage-Manhole'}
nt_per_class: array([1232, 152])
nt_per_image: array([461, 142])
results_dict: {'metrics/precision(B)': np.float64(0.6755377967642833), 'metrics/recall(B)': np.float64(0.5383948938930142), 'metrics/mAP50(B)': np.float64(0.6161969591075791), 'metrics/mAP50-95(B)': np.float64(0.3207582083755316), 'fitness': np.float64(0.35030208344873637)}
save_dir: WindowsPath('runs/detect/yolos_final4')
speed: {'preprocess': 0.2454308347417172, 'inference': 5.751569676294279, 'loss': 0.0003764907701743776, 'postprocess': 1.209671039174325}
stats: {'tp': [], 'conf': [], 'pred_cls': [], 'target_cls': [], 'target_img': []}
task: 'detect'
InΒ [15]:
inference_small_model = YOLO(r"D:\ASTC project\runs\detect\yolos_final4\weights\best.pt")
InΒ [24]:
import os
Test_data = r"D:\ASTC project\Data_to_be_predicted"
for files in os.listdir(Test_data):
image_path = os.path.join(Test_data,files)
result = inference_small_model.predict(image_path ,save_dir = "D:\ASTC project\small_model_1_POthole2-3",conf = 0.25 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\Data_to_be_predicted\image1.jpg: 448x640 2 Potholes, 118.8ms Speed: 4.6ms preprocess, 118.8ms inference, 4.4ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict2 image 1/1 D:\ASTC project\Data_to_be_predicted\image2.jpg: 448x640 5 Potholes, 118.7ms Speed: 3.6ms preprocess, 118.7ms inference, 1.7ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict2 image 1/1 D:\ASTC project\Data_to_be_predicted\image3 (1).png: 448x640 17 Potholes, 14.6ms Speed: 3.8ms preprocess, 14.6ms inference, 1.3ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict2 image 1/1 D:\ASTC project\Data_to_be_predicted\image4.jpg: 448x640 7 Potholes, 8.0ms Speed: 1.0ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict2 image 1/1 D:\ASTC project\Data_to_be_predicted\image5.jpg: 448x640 8 Potholes, 7.8ms Speed: 1.3ms preprocess, 7.8ms inference, 1.7ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict2
InΒ [25]:
import os
from IPython.display import Image, display
pred_dir = "runs/detect/predict2"
for i in range(len(os.listdir(pred_dir))):
print("Displaying output for image:", i+1)
output_img = os.listdir(pred_dir)[i]
display(Image(filename=os.path.join(pred_dir, output_img)))
boxes = result[0].boxes
print("Potholes detected:", len(boxes))
Displaying output for image: 1
Potholes detected: 8 Displaying output for image: 2
Potholes detected: 8 Displaying output for image: 3
Potholes detected: 8 Displaying output for image: 4
Potholes detected: 8 Displaying output for image: 5
Potholes detected: 8
InΒ [Β ]:
from ultralytics import YOLO
model = YOLO("yolo11m.pt")
model.train(data="D:\ASTC project\Pothole-2-3\data.yaml",epochs = 15,imgsz= 640, batch = 8,workers =4 ,name = "yoloM_final")
New https://pypi.org/project/ultralytics/8.3.182 available Update with 'pip install -U ultralytics' Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) engine\trainer: agnostic_nms=False, amp=True, augment=False, auto_augment=randaugment, batch=8, bgr=0.0, box=7.5, cache=False, cfg=None, classes=None, close_mosaic=10, cls=0.5, conf=None, copy_paste=0.0, copy_paste_mode=flip, cos_lr=False, cutmix=0.0, data=D:\ASTC project\Pothole-2-3\data.yaml, degrees=0.0, deterministic=True, device=None, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, epochs=15, erasing=0.4, exist_ok=False, fliplr=0.5, flipud=0.0, format=torchscript, fraction=1.0, freeze=None, half=False, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, imgsz=640, int8=False, iou=0.7, keras=False, kobj=1.0, line_width=None, lr0=0.01, lrf=0.01, mask_ratio=4, max_det=300, mixup=0.0, mode=train, model=yolo11m.pt, momentum=0.937, mosaic=1.0, multi_scale=False, name=yoloM_final3, nbs=64, nms=False, opset=None, optimize=False, optimizer=auto, overlap_mask=True, patience=100, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=None, rect=False, resume=False, retina_masks=False, save=True, save_conf=False, save_crop=False, save_dir=runs\detect\yoloM_final3, save_frames=False, save_json=False, save_period=-1, save_txt=False, scale=0.5, seed=0, shear=0.0, show=False, show_boxes=True, show_conf=True, show_labels=True, simplify=True, single_cls=False, source=None, split=val, stream_buffer=False, task=detect, time=None, tracker=botsort.yaml, translate=0.1, val=True, verbose=True, vid_stride=1, visualize=False, warmup_bias_lr=0.1, warmup_epochs=3.0, warmup_momentum=0.8, weight_decay=0.0005, workers=4, workspace=None Overriding model.yaml nc=80 with nc=2 from n params module arguments 0 -1 1 1856 ultralytics.nn.modules.conv.Conv [3, 64, 3, 2] 1 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2] 2 -1 1 111872 ultralytics.nn.modules.block.C3k2 [128, 256, 1, True, 0.25] 3 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 4 -1 1 444928 ultralytics.nn.modules.block.C3k2 [256, 512, 1, True, 0.25] 5 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2] 6 -1 1 1380352 ultralytics.nn.modules.block.C3k2 [512, 512, 1, True] 7 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2] 8 -1 1 1380352 ultralytics.nn.modules.block.C3k2 [512, 512, 1, True] 9 -1 1 656896 ultralytics.nn.modules.block.SPPF [512, 512, 5] 10 -1 1 990976 ultralytics.nn.modules.block.C2PSA [512, 512, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] 13 -1 1 1642496 ultralytics.nn.modules.block.C3k2 [1024, 512, 1, True] 14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 15 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] 16 -1 1 542720 ultralytics.nn.modules.block.C3k2 [1024, 256, 1, True] 17 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 18 [-1, 13] 1 0 ultralytics.nn.modules.conv.Concat [1] 19 -1 1 1511424 ultralytics.nn.modules.block.C3k2 [768, 512, 1, True] 20 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2] 21 [-1, 10] 1 0 ultralytics.nn.modules.conv.Concat [1] 22 -1 1 1642496 ultralytics.nn.modules.block.C3k2 [1024, 512, 1, True] 23 [16, 19, 22] 1 1412566 ultralytics.nn.modules.head.Detect [2, [256, 512, 512]] YOLO11m summary: 231 layers, 20,054,550 parameters, 20,054,534 gradients, 68.2 GFLOPs Transferred 643/649 items from pretrained weights Freezing layer 'model.23.dfl.conv.weight' AMP: running Automatic Mixed Precision (AMP) checks... AMP: checks passed train: Fast image access (ping: 0.00.0 ms, read: 1415.8594.4 MB/s, size: 65.0 KB)
train: Scanning D:\ASTC project\Pothole-2-3\train\labels.cache... 1116 images, 1 backgrounds, 0 corrupt: 100%|ββββββββββ| 1116/1116 [00:00<?, ?it/s]
WARNING Box and segment counts should be equal, but got len(segments) = 7, len(boxes) = 2688. To resolve this only boxes will be used and all segments will be removed. To avoid this please supply either a detect or segment dataset, not a detect-segment mixed dataset.
val: Fast image access (ping: 0.10.0 ms, read: 165.216.2 MB/s, size: 63.7 KB)
val: Scanning D:\ASTC project\Pothole-2-3\valid\labels.cache... 587 images, 1 backgrounds, 0 corrupt: 100%|ββββββββββ| 587/587 [00:00<?, ?it/s]
Plotting labels to runs\detect\yoloM_final3\labels.jpg... optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... optimizer: AdamW(lr=0.001667, momentum=0.9) with parameter groups 106 weight(decay=0.0), 113 weight(decay=0.0005), 112 bias(decay=0.0) Image sizes 640 train, 640 val Using 4 dataloader workers Logging results to runs\detect\yoloM_final3 Starting training for 15 epochs... Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/15 4.22G 2.217 3.182 2.175 9 640: 100%|ββββββββββ| 140/140 [00:54<00:00, 2.57it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:11<00:00, 3.13it/s]
all 587 1384 0.0264 0.0634 0.00722 0.00221
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/15 4.39G 2.415 3.143 2.312 16 640: 100%|ββββββββββ| 140/140 [00:51<00:00, 2.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:10<00:00, 3.46it/s]
all 587 1384 0.0206 0.0718 0.00446 0.00132
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/15 4.39G 2.431 3.164 2.369 13 640: 100%|ββββββββββ| 140/140 [00:51<00:00, 2.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:11<00:00, 3.26it/s]
all 587 1384 0.0771 0.133 0.017 0.00449
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/15 4.39G 2.324 3.07 2.247 17 640: 100%|ββββββββββ| 140/140 [00:51<00:00, 2.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:10<00:00, 3.52it/s]
all 587 1384 0.0554 0.0825 0.0254 0.0073
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/15 4.38G 2.28 2.982 2.211 17 640: 100%|ββββββββββ| 140/140 [00:51<00:00, 2.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:10<00:00, 3.64it/s]
all 587 1384 0.194 0.103 0.0864 0.0276
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/15 4.38G 2.269 2.953 2.301 4 640: 100%|ββββββββββ| 140/140 [00:51<00:00, 2.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:10<00:00, 3.67it/s]
all 587 1384 0.309 0.181 0.127 0.0433
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/15 4.39G 2.231 2.836 2.238 7 640: 100%|ββββββββββ| 140/140 [00:51<00:00, 2.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:10<00:00, 3.68it/s]
all 587 1384 0.21 0.201 0.13 0.0511
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/15 4.39G 2.161 2.685 2.217 7 640: 100%|ββββββββββ| 140/140 [00:51<00:00, 2.72it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:10<00:00, 3.64it/s]
all 587 1384 0.23 0.286 0.199 0.0777
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/15 4.39G 2.072 2.543 2.13 4 640: 100%|ββββββββββ| 140/140 [00:51<00:00, 2.72it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:10<00:00, 3.66it/s]
all 587 1384 0.297 0.251 0.227 0.0904
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/15 4.39G 2.045 2.46 2.108 7 640: 100%|ββββββββββ| 140/140 [00:51<00:00, 2.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:10<00:00, 3.70it/s]
all 587 1384 0.355 0.325 0.277 0.117
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/15 4.39G 2.021 2.371 2.048 9 640: 100%|ββββββββββ| 140/140 [00:51<00:00, 2.72it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:09<00:00, 3.72it/s]
all 587 1384 0.359 0.275 0.29 0.125
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/15 4.39G 1.96 2.287 2.007 9 640: 100%|ββββββββββ| 140/140 [00:51<00:00, 2.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:10<00:00, 3.70it/s]
all 587 1384 0.29 0.373 0.277 0.117
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/15 4.39G 1.925 2.22 2.002 9 640: 100%|ββββββββββ| 140/140 [00:51<00:00, 2.72it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:09<00:00, 3.70it/s]
all 587 1384 0.327 0.406 0.3 0.139
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/15 4.39G 1.861 2.132 1.94 12 640: 100%|ββββββββββ| 140/140 [00:52<00:00, 2.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:12<00:00, 2.96it/s]
all 587 1384 0.317 0.397 0.334 0.158
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/15 4.39G 1.851 2.061 1.931 4 640: 100%|ββββββββββ| 140/140 [00:52<00:00, 2.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:10<00:00, 3.68it/s]
all 587 1384 0.357 0.463 0.372 0.18
15 epochs completed in 0.278 hours. Optimizer stripped from runs\detect\yoloM_final3\weights\last.pt, 40.5MB Optimizer stripped from runs\detect\yoloM_final3\weights\best.pt, 40.5MB Validating runs\detect\yoloM_final3\weights\best.pt... Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) YOLO11m summary (fused): 125 layers, 20,031,574 parameters, 0 gradients, 67.7 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 37/37 [00:10<00:00, 3.42it/s]
all 587 1384 0.354 0.464 0.371 0.18
Pothole 461 1232 0.377 0.282 0.284 0.13
Sewage-Manhole 142 152 0.33 0.645 0.459 0.229
Speed: 0.3ms preprocess, 12.9ms inference, 0.0ms loss, 1.4ms postprocess per image
Results saved to runs\detect\yoloM_final3
Out[Β ]:
ultralytics.utils.metrics.DetMetrics object with attributes:
ap_class_index: array([0, 1])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x0000021CD6FE8610>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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[ 0.94079, 0.94079, 0.94079, ..., 0, 0, 0]], shape=(2, 1000)), 'Confidence', 'Recall']]
fitness: np.float64(0.19876986417156461)
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.13039, 0.22876])
names: {0: 'Pothole', 1: 'Sewage-Manhole'}
nt_per_class: array([1232, 152])
nt_per_image: array([461, 142])
results_dict: {'metrics/precision(B)': np.float64(0.35354291489418155), 'metrics/recall(B)': np.float64(0.4636021872863978), 'metrics/mAP50(B)': np.float64(0.3714957710700313), 'metrics/mAP50-95(B)': np.float64(0.17957809673840164), 'fitness': np.float64(0.19876986417156461)}
save_dir: WindowsPath('runs/detect/yoloM_final3')
speed: {'preprocess': 0.27024139669205, 'inference': 12.907517376465698, 'loss': 0.0003967633481998967, 'postprocess': 1.43773304936127}
stats: {'tp': [], 'conf': [], 'pred_cls': [], 'target_cls': [], 'target_img': []}
task: 'detect'
InΒ [1]:
from ultralytics import YOLO
inference_medium_model = YOLO(r"D:\ASTC project\runs\detect\yoloM_final3\weights\best.pt")
InΒ [35]:
import os
Test_data = r"D:\ASTC project\Data_to_be_predicted"
for files in os.listdir(Test_data):
image_path = os.path.join(Test_data,files)
result = inference_medium_model.predict(image_path ,save_dir = "D:\ASTC project\nano_model_1_POthole2-3",conf = 0.25 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\Data_to_be_predicted\image1.jpg: 448x640 1 Pothole, 227.0ms Speed: 4.3ms preprocess, 227.0ms inference, 1.5ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict3 image 1/1 D:\ASTC project\Data_to_be_predicted\image2.jpg: 448x640 3 Potholes, 17.0ms Speed: 1.0ms preprocess, 17.0ms inference, 1.3ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict3 image 1/1 D:\ASTC project\Data_to_be_predicted\image3 (1).png: 448x640 14 Potholes, 17.4ms Speed: 1.2ms preprocess, 17.4ms inference, 1.4ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict3 image 1/1 D:\ASTC project\Data_to_be_predicted\image4.jpg: 448x640 1 Pothole, 17.0ms Speed: 1.2ms preprocess, 17.0ms inference, 1.5ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict3 image 1/1 D:\ASTC project\Data_to_be_predicted\image5.jpg: 448x640 5 Potholes, 17.4ms Speed: 1.5ms preprocess, 17.4ms inference, 1.8ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict3
InΒ [36]:
import os
from IPython.display import Image, display
pred_dir = "runs/detect/predict3"
for i in range(len(os.listdir(pred_dir))):
print("Displaying output for image:", i+1)
output_img = os.listdir(pred_dir)[i]
display(Image(filename=os.path.join(pred_dir, output_img)))
boxes = result[0].boxes
print("Potholes detected:", len(boxes))
Displaying output for image: 1
Potholes detected: 5 Displaying output for image: 2
Potholes detected: 5 Displaying output for image: 3
Potholes detected: 5 Displaying output for image: 4
Potholes detected: 5 Displaying output for image: 5
Potholes detected: 5
InΒ [6]:
import torch, gc
gc.collect()
torch.cuda.empty_cache()
InΒ [2]:
# Training on dataset New pothole detection-2
from ultralytics import YOLO
model = YOLO("yolo11n.pt")
model.train(data = r"D:\ASTC project\New-pothole-detection-2\data.yaml" ,epochs =40 , verbose = False ,imgsz = 640 , batch = 16 ,name = "New_yolon_1",workers=4)
New https://pypi.org/project/ultralytics/8.3.182 available Update with 'pip install -U ultralytics' Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) engine\trainer: agnostic_nms=False, amp=True, augment=False, auto_augment=randaugment, batch=16, bgr=0.0, box=7.5, cache=False, cfg=None, classes=None, close_mosaic=10, cls=0.5, conf=None, copy_paste=0.0, copy_paste_mode=flip, cos_lr=False, cutmix=0.0, data=D:\ASTC project\New-pothole-detection-2\data.yaml, degrees=0.0, deterministic=True, device=None, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, epochs=40, erasing=0.4, exist_ok=False, fliplr=0.5, flipud=0.0, format=torchscript, fraction=1.0, freeze=None, half=False, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, imgsz=640, int8=False, iou=0.7, keras=False, kobj=1.0, line_width=None, lr0=0.01, lrf=0.01, mask_ratio=4, max_det=300, mixup=0.0, mode=train, model=yolo11n.pt, momentum=0.937, mosaic=1.0, multi_scale=False, name=New_yolon_1, nbs=64, nms=False, opset=None, optimize=False, optimizer=auto, overlap_mask=True, patience=100, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=None, rect=False, resume=False, retina_masks=False, save=True, save_conf=False, save_crop=False, save_dir=runs\detect\New_yolon_1, save_frames=False, save_json=False, save_period=-1, save_txt=False, scale=0.5, seed=0, shear=0.0, show=False, show_boxes=True, show_conf=True, show_labels=True, simplify=True, single_cls=False, source=None, split=val, stream_buffer=False, task=detect, time=None, tracker=botsort.yaml, translate=0.1, val=True, verbose=False, vid_stride=1, visualize=False, warmup_bias_lr=0.1, warmup_epochs=3.0, warmup_momentum=0.8, weight_decay=0.0005, workers=4, workspace=None Overriding model.yaml nc=80 with nc=1 from n params module arguments 0 -1 1 464 ultralytics.nn.modules.conv.Conv [3, 16, 3, 2] 1 -1 1 4672 ultralytics.nn.modules.conv.Conv [16, 32, 3, 2] 2 -1 1 6640 ultralytics.nn.modules.block.C3k2 [32, 64, 1, False, 0.25] 3 -1 1 36992 ultralytics.nn.modules.conv.Conv [64, 64, 3, 2] 4 -1 1 26080 ultralytics.nn.modules.block.C3k2 [64, 128, 1, False, 0.25] 5 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 6 -1 1 87040 ultralytics.nn.modules.block.C3k2 [128, 128, 1, True] 7 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2] 8 -1 1 346112 ultralytics.nn.modules.block.C3k2 [256, 256, 1, True] 9 -1 1 164608 ultralytics.nn.modules.block.SPPF [256, 256, 5] 10 -1 1 249728 ultralytics.nn.modules.block.C2PSA [256, 256, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] 13 -1 1 111296 ultralytics.nn.modules.block.C3k2 [384, 128, 1, False] 14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 15 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] 16 -1 1 32096 ultralytics.nn.modules.block.C3k2 [256, 64, 1, False] 17 -1 1 36992 ultralytics.nn.modules.conv.Conv [64, 64, 3, 2] 18 [-1, 13] 1 0 ultralytics.nn.modules.conv.Concat [1] 19 -1 1 86720 ultralytics.nn.modules.block.C3k2 [192, 128, 1, False] 20 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 21 [-1, 10] 1 0 ultralytics.nn.modules.conv.Concat [1] 22 -1 1 378880 ultralytics.nn.modules.block.C3k2 [384, 256, 1, True] 23 [16, 19, 22] 1 430867 ultralytics.nn.modules.head.Detect [1, [64, 128, 256]] YOLO11n summary: 181 layers, 2,590,035 parameters, 2,590,019 gradients, 6.4 GFLOPs Transferred 448/499 items from pretrained weights Freezing layer 'model.23.dfl.conv.weight' AMP: running Automatic Mixed Precision (AMP) checks... AMP: checks passed train: Fast image access (ping: 0.50.2 ms, read: 179.694.7 MB/s, size: 79.7 KB)
train: Scanning D:\ASTC project\New-pothole-detection-2\train\labels... 6091 images, 4 backgrounds, 0 corrupt: 100%|ββββββββββ| 6091/6091 [00:02<00:00, 2475.44it/s]
train: New cache created: D:\ASTC project\New-pothole-detection-2\train\labels.cache WARNING Box and segment counts should be equal, but got len(segments) = 2171, len(boxes) = 15830. To resolve this only boxes will be used and all segments will be removed. To avoid this please supply either a detect or segment dataset, not a detect-segment mixed dataset. val: Fast image access (ping: 0.40.2 ms, read: 141.641.4 MB/s, size: 56.4 KB)
val: Scanning D:\ASTC project\New-pothole-detection-2\valid\labels... 2094 images, 0 backgrounds, 0 corrupt: 100%|ββββββββββ| 2094/2094 [00:01<00:00, 1684.23it/s]
val: New cache created: D:\ASTC project\New-pothole-detection-2\valid\labels.cache Plotting labels to runs\detect\New_yolon_1\labels.jpg... optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... optimizer: AdamW(lr=0.002, momentum=0.9) with parameter groups 81 weight(decay=0.0), 88 weight(decay=0.0005), 87 bias(decay=0.0) Image sizes 640 train, 640 val Using 4 dataloader workers Logging results to runs\detect\New_yolon_1 Starting training for 40 epochs... Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/40 2.33G 1.792 2.325 1.655 33 640: 100%|ββββββββββ| 381/381 [01:27<00:00, 4.36it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:16<00:00, 3.92it/s]
all 2094 5214 0.508 0.402 0.401 0.173
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/40 2.68G 1.855 1.962 1.712 37 640: 100%|ββββββββββ| 381/381 [01:23<00:00, 4.56it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.33it/s]
all 2094 5214 0.483 0.4 0.392 0.161
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/40 2.68G 1.841 1.879 1.717 33 640: 100%|ββββββββββ| 381/381 [01:17<00:00, 4.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.73it/s]
all 2094 5214 0.51 0.393 0.4 0.179
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/40 2.68G 1.818 1.826 1.695 48 640: 100%|ββββββββββ| 381/381 [01:17<00:00, 4.94it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.86it/s]
all 2094 5214 0.553 0.414 0.434 0.196
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/40 2.68G 1.781 1.763 1.672 23 640: 100%|ββββββββββ| 381/381 [01:17<00:00, 4.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:14<00:00, 4.62it/s]
all 2094 5214 0.597 0.479 0.514 0.239
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/40 2.68G 1.746 1.684 1.639 47 640: 100%|ββββββββββ| 381/381 [01:18<00:00, 4.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:14<00:00, 4.55it/s]
all 2094 5214 0.551 0.452 0.447 0.202
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/40 2.68G 1.727 1.66 1.631 31 640: 100%|ββββββββββ| 381/381 [01:26<00:00, 4.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.19it/s]
all 2094 5214 0.597 0.476 0.51 0.244
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/40 2.68G 1.71 1.63 1.624 64 640: 100%|ββββββββββ| 381/381 [01:20<00:00, 4.72it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:16<00:00, 4.11it/s]
all 2094 5214 0.653 0.522 0.577 0.281
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/40 2.68G 1.68 1.579 1.592 36 640: 100%|ββββββββββ| 381/381 [01:18<00:00, 4.85it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:14<00:00, 4.40it/s]
all 2094 5214 0.643 0.518 0.567 0.272
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/40 2.68G 1.676 1.568 1.588 39 640: 100%|ββββββββββ| 381/381 [01:18<00:00, 4.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.37it/s]
all 2094 5214 0.634 0.521 0.567 0.279
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/40 2.68G 1.638 1.544 1.568 29 640: 100%|ββββββββββ| 381/381 [01:18<00:00, 4.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.28it/s]
all 2094 5214 0.667 0.524 0.582 0.286
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/40 2.68G 1.637 1.526 1.569 24 640: 100%|ββββββββββ| 381/381 [02:02<00:00, 3.11it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [01:36<00:00, 1.46s/it]
all 2094 5214 0.676 0.541 0.6 0.303
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/40 2.68G 1.634 1.513 1.571 36 640: 100%|ββββββββββ| 381/381 [05:08<00:00, 1.23it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:12<00:00, 5.13it/s]
all 2094 5214 0.672 0.544 0.601 0.307
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/40 2.68G 1.616 1.47 1.549 60 640: 100%|ββββββββββ| 381/381 [01:14<00:00, 5.13it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.88it/s]
all 2094 5214 0.699 0.542 0.618 0.317
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/40 2.68G 1.594 1.436 1.535 42 640: 100%|ββββββββββ| 381/381 [01:15<00:00, 5.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.90it/s]
all 2094 5214 0.688 0.575 0.635 0.33
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
16/40 2.68G 1.584 1.428 1.523 45 640: 100%|ββββββββββ| 381/381 [01:14<00:00, 5.09it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 5.03it/s]
all 2094 5214 0.687 0.607 0.658 0.334
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
17/40 2.68G 1.581 1.414 1.518 44 640: 100%|ββββββββββ| 381/381 [01:15<00:00, 5.05it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.76it/s]
all 2094 5214 0.693 0.597 0.653 0.345
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
18/40 2.68G 1.575 1.392 1.516 40 640: 100%|ββββββββββ| 381/381 [01:15<00:00, 5.05it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.89it/s]
all 2094 5214 0.717 0.573 0.641 0.335
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
19/40 2.68G 1.566 1.388 1.502 49 640: 100%|ββββββββββ| 381/381 [01:15<00:00, 5.04it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.87it/s]
all 2094 5214 0.694 0.593 0.658 0.345
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
20/40 2.68G 1.558 1.384 1.512 52 640: 100%|ββββββββββ| 381/381 [01:16<00:00, 5.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.88it/s]
all 2094 5214 0.724 0.607 0.675 0.356
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
21/40 2.68G 1.544 1.356 1.494 56 640: 100%|ββββββββββ| 381/381 [01:16<00:00, 4.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.85it/s]
all 2094 5214 0.726 0.596 0.67 0.352
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
22/40 2.68G 1.542 1.351 1.492 39 640: 100%|ββββββββββ| 381/381 [01:15<00:00, 5.03it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.86it/s]
all 2094 5214 0.718 0.603 0.676 0.366
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
23/40 2.68G 1.521 1.327 1.473 43 640: 100%|ββββββββββ| 381/381 [01:16<00:00, 5.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.88it/s]
all 2094 5214 0.712 0.62 0.686 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
24/40 2.68G 1.517 1.317 1.474 45 640: 100%|ββββββββββ| 381/381 [01:18<00:00, 4.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.27it/s]
all 2094 5214 0.732 0.611 0.688 0.369
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
25/40 2.68G 1.502 1.288 1.464 32 640: 100%|ββββββββββ| 381/381 [01:21<00:00, 4.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.21it/s]
all 2094 5214 0.713 0.628 0.69 0.374
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
26/40 2.68G 1.514 1.31 1.477 39 640: 100%|ββββββββββ| 381/381 [01:20<00:00, 4.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:14<00:00, 4.41it/s]
all 2094 5214 0.724 0.623 0.698 0.379
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
27/40 2.68G 1.494 1.264 1.455 39 640: 100%|ββββββββββ| 381/381 [01:19<00:00, 4.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.21it/s]
all 2094 5214 0.736 0.641 0.708 0.383
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
28/40 2.68G 1.485 1.254 1.449 46 640: 100%|ββββββββββ| 381/381 [01:20<00:00, 4.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.30it/s]
all 2094 5214 0.742 0.635 0.711 0.387
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
29/40 2.68G 1.467 1.245 1.44 74 640: 100%|ββββββββββ| 381/381 [01:18<00:00, 4.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:14<00:00, 4.45it/s]
all 2094 5214 0.743 0.636 0.714 0.393
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
30/40 2.68G 1.459 1.241 1.437 23 640: 100%|ββββββββββ| 381/381 [01:20<00:00, 4.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.17it/s]
all 2094 5214 0.739 0.659 0.722 0.396
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
31/40 2.68G 1.459 1.144 1.449 23 640: 100%|ββββββββββ| 381/381 [01:20<00:00, 4.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.34it/s]
all 2094 5214 0.742 0.643 0.714 0.393
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
32/40 2.68G 1.441 1.113 1.442 30 640: 100%|ββββββββββ| 381/381 [01:19<00:00, 4.81it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.24it/s]
all 2094 5214 0.762 0.665 0.735 0.41
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
33/40 2.68G 1.433 1.09 1.43 33 640: 100%|ββββββββββ| 381/381 [01:17<00:00, 4.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.77it/s]
all 2094 5214 0.757 0.681 0.74 0.414
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
34/40 2.68G 1.404 1.066 1.41 15 640: 100%|ββββββββββ| 381/381 [01:16<00:00, 4.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:16<00:00, 3.93it/s]
all 2094 5214 0.777 0.66 0.744 0.42
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
35/40 2.68G 1.387 1.057 1.4 37 640: 100%|ββββββββββ| 381/381 [01:15<00:00, 5.06it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.97it/s]
all 2094 5214 0.77 0.683 0.754 0.427
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
36/40 2.68G 1.386 1.035 1.399 33 640: 100%|ββββββββββ| 381/381 [01:15<00:00, 5.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 5.01it/s]
all 2094 5214 0.768 0.681 0.753 0.429
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
37/40 2.68G 1.374 1.033 1.393 23 640: 100%|ββββββββββ| 381/381 [10:20<00:00, 1.63s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.89it/s]
all 2094 5214 0.778 0.681 0.757 0.432
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
38/40 2.68G 1.362 1.011 1.378 26 640: 100%|ββββββββββ| 381/381 [01:12<00:00, 5.23it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:12<00:00, 5.22it/s]
all 2094 5214 0.78 0.687 0.764 0.442
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
39/40 2.68G 1.352 0.9972 1.378 28 640: 100%|ββββββββββ| 381/381 [01:49<00:00, 3.49it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.97it/s]
all 2094 5214 0.776 0.693 0.765 0.444
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
40/40 2.68G 1.346 0.982 1.372 22 640: 100%|ββββββββββ| 381/381 [01:14<00:00, 5.14it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.99it/s]
all 2094 5214 0.777 0.694 0.769 0.447
40 epochs completed in 1.306 hours. Optimizer stripped from runs\detect\New_yolon_1\weights\last.pt, 5.5MB Optimizer stripped from runs\detect\New_yolon_1\weights\best.pt, 5.5MB Validating runs\detect\New_yolon_1\weights\best.pt... Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) YOLO11n summary (fused): 100 layers, 2,582,347 parameters, 0 gradients, 6.3 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.79it/s]
all 2094 5214 0.775 0.696 0.769 0.447
Speed: 0.2ms preprocess, 2.8ms inference, 0.0ms loss, 1.1ms postprocess per image
Results saved to runs\detect\New_yolon_1
Out[2]:
ultralytics.utils.metrics.DetMetrics object with attributes:
ap_class_index: array([0])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x000001CC68A775D0>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]), 'Confidence', 'Recall']]
fitness: np.float64(0.47941627399444203)
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([0.44725758])
names: {0: 'Pothole'}
nt_per_class: array([5214])
nt_per_image: array([2094])
results_dict: {'metrics/precision(B)': np.float64(0.7751838794227439), 'metrics/recall(B)': np.float64(0.6956271576524741), 'metrics/mAP50(B)': np.float64(0.7688444798725254), 'metrics/mAP50-95(B)': np.float64(0.4472575844524328), 'fitness': np.float64(0.47941627399444203)}
save_dir: WindowsPath('runs/detect/New_yolon_1')
speed: {'preprocess': 0.23728309450446475, 'inference': 2.8146128462064466, 'loss': 0.0002339541710381251, 'postprocess': 1.1440122731836333}
stats: {'tp': [], 'conf': [], 'pred_cls': [], 'target_cls': [], 'target_img': []}
task: 'detect'
InΒ [52]:
inference_NEW_nano_model = YOLO(r"D:\ASTC project\runs\detect\New_yolon_1\weights\best.pt")
InΒ [53]:
import os
Test_data = r"D:\ASTC project\Data_to_be_predicted"
for files in os.listdir(Test_data):
image_path = os.path.join(Test_data,files)
result = inference_NEW_nano_model.predict(image_path ,save_dir = "D:\ASTC project\small_model_1_POthole2-3",conf = 0.30 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\Data_to_be_predicted\image1.jpg: 448x640 1 Pothole, 48.1ms Speed: 3.4ms preprocess, 48.1ms inference, 1.4ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict4 image 1/1 D:\ASTC project\Data_to_be_predicted\image2.jpg: 448x640 4 Potholes, 26.5ms Speed: 3.7ms preprocess, 26.5ms inference, 1.3ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict4 image 1/1 D:\ASTC project\Data_to_be_predicted\image3 (1).png: 448x640 15 Potholes, 6.0ms Speed: 1.2ms preprocess, 6.0ms inference, 1.1ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict4 image 1/1 D:\ASTC project\Data_to_be_predicted\image4.jpg: 448x640 10 Potholes, 7.3ms Speed: 1.2ms preprocess, 7.3ms inference, 1.1ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict4 image 1/1 D:\ASTC project\Data_to_be_predicted\image5.jpg: 448x640 7 Potholes, 7.7ms Speed: 1.0ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict4
InΒ [54]:
import os
from IPython.display import Image, display
pred_dir = "runs/detect/predict4"
for i in range(len(os.listdir(pred_dir))):
print("Displaying output for image:", i+1)
output_img = os.listdir(pred_dir)[i]
display(Image(filename=os.path.join(pred_dir, output_img)))
boxes = result[0].boxes
print("Potholes detected:", len(boxes))
Displaying output for image: 1
Potholes detected: 7 Displaying output for image: 2
Potholes detected: 7 Displaying output for image: 3
Potholes detected: 7 Displaying output for image: 4
Potholes detected: 7 Displaying output for image: 5
Potholes detected: 7
InΒ [3]:
# Training on dataset New pothole detection-2
from ultralytics import YOLO
model = YOLO("yolo11s.pt")
model.train(data = r"D:\ASTC project\New-pothole-detection-2\data.yaml" ,epochs =30 , verbose = False ,imgsz = 640 , batch = 16 ,name = "New_yolos_1",workers=4)
New https://pypi.org/project/ultralytics/8.3.182 available Update with 'pip install -U ultralytics' Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) engine\trainer: agnostic_nms=False, amp=True, augment=False, auto_augment=randaugment, batch=16, bgr=0.0, box=7.5, cache=False, cfg=None, classes=None, close_mosaic=10, cls=0.5, conf=None, copy_paste=0.0, copy_paste_mode=flip, cos_lr=False, cutmix=0.0, data=D:\ASTC project\New-pothole-detection-2\data.yaml, degrees=0.0, deterministic=True, device=None, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, epochs=30, erasing=0.4, exist_ok=False, fliplr=0.5, flipud=0.0, format=torchscript, fraction=1.0, freeze=None, half=False, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, imgsz=640, int8=False, iou=0.7, keras=False, kobj=1.0, line_width=None, lr0=0.01, lrf=0.01, mask_ratio=4, max_det=300, mixup=0.0, mode=train, model=yolo11s.pt, momentum=0.937, mosaic=1.0, multi_scale=False, name=New_yolos_1, nbs=64, nms=False, opset=None, optimize=False, optimizer=auto, overlap_mask=True, patience=100, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=None, rect=False, resume=False, retina_masks=False, save=True, save_conf=False, save_crop=False, save_dir=runs\detect\New_yolos_1, save_frames=False, save_json=False, save_period=-1, save_txt=False, scale=0.5, seed=0, shear=0.0, show=False, show_boxes=True, show_conf=True, show_labels=True, simplify=True, single_cls=False, source=None, split=val, stream_buffer=False, task=detect, time=None, tracker=botsort.yaml, translate=0.1, val=True, verbose=False, vid_stride=1, visualize=False, warmup_bias_lr=0.1, warmup_epochs=3.0, warmup_momentum=0.8, weight_decay=0.0005, workers=4, workspace=None Overriding model.yaml nc=80 with nc=1 from n params module arguments 0 -1 1 928 ultralytics.nn.modules.conv.Conv [3, 32, 3, 2] 1 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2] 2 -1 1 26080 ultralytics.nn.modules.block.C3k2 [64, 128, 1, False, 0.25] 3 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 4 -1 1 103360 ultralytics.nn.modules.block.C3k2 [128, 256, 1, False, 0.25] 5 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 6 -1 1 346112 ultralytics.nn.modules.block.C3k2 [256, 256, 1, True] 7 -1 1 1180672 ultralytics.nn.modules.conv.Conv [256, 512, 3, 2] 8 -1 1 1380352 ultralytics.nn.modules.block.C3k2 [512, 512, 1, True] 9 -1 1 656896 ultralytics.nn.modules.block.SPPF [512, 512, 5] 10 -1 1 990976 ultralytics.nn.modules.block.C2PSA [512, 512, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] 13 -1 1 443776 ultralytics.nn.modules.block.C3k2 [768, 256, 1, False] 14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 15 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] 16 -1 1 127680 ultralytics.nn.modules.block.C3k2 [512, 128, 1, False] 17 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 18 [-1, 13] 1 0 ultralytics.nn.modules.conv.Concat [1] 19 -1 1 345472 ultralytics.nn.modules.block.C3k2 [384, 256, 1, False] 20 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 21 [-1, 10] 1 0 ultralytics.nn.modules.conv.Concat [1] 22 -1 1 1511424 ultralytics.nn.modules.block.C3k2 [768, 512, 1, True] 23 [16, 19, 22] 1 819795 ultralytics.nn.modules.head.Detect [1, [128, 256, 512]] YOLO11s summary: 181 layers, 9,428,179 parameters, 9,428,163 gradients, 21.5 GFLOPs Transferred 493/499 items from pretrained weights Freezing layer 'model.23.dfl.conv.weight' AMP: running Automatic Mixed Precision (AMP) checks... AMP: checks passed train: Fast image access (ping: 0.00.0 ms, read: 932.2605.0 MB/s, size: 79.7 KB)
train: Scanning D:\ASTC project\New-pothole-detection-2\train\labels.cache... 6091 images, 4 backgrounds, 0 corrupt: 100%|ββββββββββ| 6091/6091 [00:00<?, ?it/s]
WARNING Box and segment counts should be equal, but got len(segments) = 2171, len(boxes) = 15830. To resolve this only boxes will be used and all segments will be removed. To avoid this please supply either a detect or segment dataset, not a detect-segment mixed dataset.
val: Fast image access (ping: 0.00.0 ms, read: 1038.6264.8 MB/s, size: 56.4 KB)
val: Scanning D:\ASTC project\New-pothole-detection-2\valid\labels.cache... 2094 images, 0 backgrounds, 0 corrupt: 100%|ββββββββββ| 2094/2094 [00:00<?, ?it/s]
Plotting labels to runs\detect\New_yolos_1\labels.jpg... optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... optimizer: AdamW(lr=0.002, momentum=0.9) with parameter groups 81 weight(decay=0.0), 88 weight(decay=0.0005), 87 bias(decay=0.0) Image sizes 640 train, 640 val Using 4 dataloader workers Logging results to runs\detect\New_yolos_1 Starting training for 30 epochs... Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/30 4.01G 1.86 2.406 1.769 33 640: 100%|ββββββββββ| 381/381 [02:15<00:00, 2.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:20<00:00, 3.21it/s]
all 2094 5214 0.276 0.248 0.172 0.0701
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/30 4.02G 1.909 2.003 1.809 37 640: 100%|ββββββββββ| 381/381 [02:08<00:00, 2.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.53it/s]
all 2094 5214 0.384 0.389 0.341 0.143
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/30 4.04G 1.87 1.925 1.772 33 640: 100%|ββββββββββ| 381/381 [06:40<00:00, 1.05s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.48it/s]
all 2094 5214 0.515 0.39 0.397 0.162
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/30 4.04G 1.826 1.854 1.731 48 640: 100%|ββββββββββ| 381/381 [06:43<00:00, 1.06s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.54it/s]
all 2094 5214 0.526 0.352 0.38 0.172
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/30 4G 1.781 1.797 1.705 23 640: 100%|ββββββββββ| 381/381 [03:05<00:00, 2.05it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:19<00:00, 3.43it/s]
all 2094 5214 0.543 0.413 0.434 0.197
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/30 4.04G 1.751 1.708 1.667 47 640: 100%|ββββββββββ| 381/381 [21:41<00:00, 3.42s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:19<00:00, 3.39it/s]
all 2094 5214 0.61 0.439 0.476 0.208
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/30 4.03G 1.725 1.661 1.648 31 640: 100%|ββββββββββ| 381/381 [02:07<00:00, 2.98it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:19<00:00, 3.40it/s]
all 2094 5214 0.604 0.49 0.525 0.247
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/30 4.04G 1.698 1.614 1.634 64 640: 100%|ββββββββββ| 381/381 [02:10<00:00, 2.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:19<00:00, 3.31it/s]
all 2094 5214 0.634 0.507 0.551 0.266
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/30 4.03G 1.671 1.565 1.604 36 640: 100%|ββββββββββ| 381/381 [02:11<00:00, 2.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:23<00:00, 2.85it/s]
all 2094 5214 0.642 0.52 0.565 0.28
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/30 4.02G 1.669 1.553 1.607 39 640: 100%|ββββββββββ| 381/381 [02:12<00:00, 2.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:20<00:00, 3.22it/s]
all 2094 5214 0.609 0.473 0.519 0.254
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/30 4.05G 1.627 1.508 1.58 29 640: 100%|ββββββββββ| 381/381 [02:17<00:00, 2.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:23<00:00, 2.77it/s]
all 2094 5214 0.643 0.537 0.582 0.288
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/30 4.07G 1.62 1.485 1.568 24 640: 100%|ββββββββββ| 381/381 [02:10<00:00, 2.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:19<00:00, 3.40it/s]
all 2094 5214 0.662 0.539 0.594 0.302
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/30 4.01G 1.619 1.496 1.58 36 640: 100%|ββββββββββ| 381/381 [02:11<00:00, 2.90it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:19<00:00, 3.34it/s]
all 2094 5214 0.692 0.544 0.615 0.313
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/30 4.04G 1.598 1.43 1.554 60 640: 100%|ββββββββββ| 381/381 [03:32<00:00, 1.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [01:43<00:00, 1.57s/it]
all 2094 5214 0.688 0.57 0.639 0.329
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/30 4.05G 1.572 1.403 1.54 42 640: 100%|ββββββββββ| 381/381 [02:43<00:00, 2.33it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:19<00:00, 3.47it/s]
all 2094 5214 0.686 0.577 0.635 0.33
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
16/30 4.05G 1.564 1.383 1.525 45 640: 100%|ββββββββββ| 381/381 [02:10<00:00, 2.93it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:19<00:00, 3.36it/s]
all 2094 5214 0.707 0.582 0.648 0.334
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
17/30 4.02G 1.555 1.37 1.521 44 640: 100%|ββββββββββ| 381/381 [02:08<00:00, 2.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:19<00:00, 3.36it/s]
all 2094 5214 0.713 0.552 0.628 0.331
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
18/30 4.07G 1.552 1.341 1.52 40 640: 100%|ββββββββββ| 381/381 [02:10<00:00, 2.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:19<00:00, 3.36it/s]
all 2094 5214 0.692 0.576 0.636 0.329
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
19/30 4.06G 1.534 1.334 1.509 49 640: 100%|ββββββββββ| 381/381 [02:08<00:00, 2.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:19<00:00, 3.30it/s]
all 2094 5214 0.709 0.601 0.673 0.357
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
20/30 4.16G 1.528 1.332 1.519 52 640: 100%|ββββββββββ| 381/381 [02:07<00:00, 2.98it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.61it/s]
all 2094 5214 0.73 0.623 0.691 0.371
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
21/30 3.98G 1.525 1.224 1.517 27 640: 100%|ββββββββββ| 381/381 [02:06<00:00, 3.02it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.61it/s]
all 2094 5214 0.746 0.609 0.692 0.372
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
22/30 4.01G 1.501 1.198 1.506 33 640: 100%|ββββββββββ| 381/381 [02:04<00:00, 3.05it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:19<00:00, 3.47it/s]
all 2094 5214 0.724 0.646 0.706 0.379
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
23/30 4.05G 1.484 1.171 1.494 27 640: 100%|ββββββββββ| 381/381 [02:49<00:00, 2.25it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.51it/s]
all 2094 5214 0.747 0.636 0.71 0.39
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
24/30 4.04G 1.462 1.133 1.475 26 640: 100%|ββββββββββ| 381/381 [02:06<00:00, 3.02it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:19<00:00, 3.47it/s]
all 2094 5214 0.747 0.638 0.716 0.4
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
25/30 4G 1.445 1.117 1.467 31 640: 100%|ββββββββββ| 381/381 [02:09<00:00, 2.94it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:20<00:00, 3.23it/s]
all 2094 5214 0.757 0.652 0.731 0.407
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
26/30 4.02G 1.42 1.096 1.452 28 640: 100%|ββββββββββ| 381/381 [02:06<00:00, 3.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.54it/s]
all 2094 5214 0.747 0.671 0.74 0.416
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
27/30 4.02G 1.41 1.073 1.443 17 640: 100%|ββββββββββ| 381/381 [02:05<00:00, 3.04it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.56it/s]
all 2094 5214 0.757 0.669 0.742 0.416
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
28/30 4.02G 1.379 1.036 1.417 50 640: 100%|ββββββββββ| 381/381 [02:11<00:00, 2.90it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:21<00:00, 3.07it/s]
all 2094 5214 0.771 0.677 0.754 0.433
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
29/30 3.98G 1.371 1.019 1.415 28 640: 100%|ββββββββββ| 381/381 [02:09<00:00, 2.94it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:20<00:00, 3.18it/s]
all 2094 5214 0.791 0.676 0.757 0.437
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
30/30 4.04G 1.36 1.004 1.41 15 640: 100%|ββββββββββ| 381/381 [02:08<00:00, 2.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.56it/s]
all 2094 5214 0.783 0.685 0.762 0.442 30 epochs completed in 1.825 hours. Optimizer stripped from runs\detect\New_yolos_1\weights\last.pt, 19.2MB Optimizer stripped from runs\detect\New_yolos_1\weights\best.pt, 19.2MB Validating runs\detect\New_yolos_1\weights\best.pt... Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) YOLO11s summary (fused): 100 layers, 9,413,187 parameters, 0 gradients, 21.3 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.60it/s]
all 2094 5214 0.784 0.685 0.762 0.442
Speed: 0.2ms preprocess, 5.5ms inference, 0.0ms loss, 0.9ms postprocess per image
Results saved to runs\detect\New_yolos_1
Out[3]:
ultralytics.utils.metrics.DetMetrics object with attributes:
ap_class_index: array([0])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x000001CC6A0EDD50>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]), 'Confidence', 'Recall']]
fitness: np.float64(0.4735981194050723)
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([0.44155682])
names: {0: 'Pothole'}
nt_per_class: array([5214])
nt_per_image: array([2094])
results_dict: {'metrics/precision(B)': np.float64(0.7842733240415687), 'metrics/recall(B)': np.float64(0.6846950517836594), 'metrics/mAP50(B)': np.float64(0.7619697916079005), 'metrics/mAP50-95(B)': np.float64(0.4415568224936469), 'fitness': np.float64(0.4735981194050723)}
save_dir: WindowsPath('runs/detect/New_yolos_1')
speed: {'preprocess': 0.2252419293143608, 'inference': 5.486838347618775, 'loss': 0.00019508119652077995, 'postprocess': 0.9319040591548551}
stats: {'tp': [], 'conf': [], 'pred_cls': [], 'target_cls': [], 'target_img': []}
task: 'detect'
InΒ [55]:
inference_NEW_small_model = YOLO(r"D:\ASTC project\runs\detect\New_yolos_1\weights\best.pt")
InΒ [56]:
import os
Test_data = r"D:\ASTC project\Data_to_be_predicted"
for files in os.listdir(Test_data):
image_path = os.path.join(Test_data,files)
result = inference_NEW_small_model.predict(image_path ,save_dir = "D:\ASTC project\small_model_1_POthole2-3",conf = 0.30 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\Data_to_be_predicted\image1.jpg: 448x640 1 Pothole, 73.2ms Speed: 3.8ms preprocess, 73.2ms inference, 1.1ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict5 image 1/1 D:\ASTC project\Data_to_be_predicted\image2.jpg: 448x640 3 Potholes, 7.8ms Speed: 1.0ms preprocess, 7.8ms inference, 1.0ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict5 image 1/1 D:\ASTC project\Data_to_be_predicted\image3 (1).png: 448x640 15 Potholes, 7.9ms Speed: 1.2ms preprocess, 7.9ms inference, 1.1ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict5 image 1/1 D:\ASTC project\Data_to_be_predicted\image4.jpg: 448x640 11 Potholes, 7.8ms Speed: 1.2ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict5 image 1/1 D:\ASTC project\Data_to_be_predicted\image5.jpg: 448x640 8 Potholes, 7.9ms Speed: 1.3ms preprocess, 7.9ms inference, 2.8ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict5
InΒ [57]:
import os
from IPython.display import Image, display
pred_dir = "runs/detect/predict5"
for i in range(len(os.listdir(pred_dir))):
print("Displaying output for image:", i+1)
output_img = os.listdir(pred_dir)[i]
display(Image(filename=os.path.join(pred_dir, output_img)))
boxes = result[0].boxes
print("Potholes detected:", len(boxes))
Displaying output for image: 1
Potholes detected: 8 Displaying output for image: 2
Potholes detected: 8 Displaying output for image: 3
Potholes detected: 8 Displaying output for image: 4
Potholes detected: 8 Displaying output for image: 5
Potholes detected: 8
InΒ [7]:
# Training on dataset New pothole detection-2
from ultralytics import YOLO
model = YOLO("yolo11m.pt")
model.train(data = r"D:\ASTC project\New-pothole-detection-2\data.yaml" ,epochs =20 ,imgsz = 512 , batch = 4 ,name = "New_yoloM_1",workers=8)
New https://pypi.org/project/ultralytics/8.3.183 available Update with 'pip install -U ultralytics' Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) engine\trainer: agnostic_nms=False, amp=True, augment=False, auto_augment=randaugment, batch=4, bgr=0.0, box=7.5, cache=False, cfg=None, classes=None, close_mosaic=10, cls=0.5, conf=None, copy_paste=0.0, copy_paste_mode=flip, cos_lr=False, cutmix=0.0, data=D:\ASTC project\New-pothole-detection-2\data.yaml, degrees=0.0, deterministic=True, device=None, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, epochs=20, erasing=0.4, exist_ok=False, fliplr=0.5, flipud=0.0, format=torchscript, fraction=1.0, freeze=None, half=False, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, imgsz=512, int8=False, iou=0.7, keras=False, kobj=1.0, line_width=None, lr0=0.01, lrf=0.01, mask_ratio=4, max_det=300, mixup=0.0, mode=train, model=yolo11m.pt, momentum=0.937, mosaic=1.0, multi_scale=False, name=New_yoloM_16, nbs=64, nms=False, opset=None, optimize=False, optimizer=auto, overlap_mask=True, patience=100, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=None, rect=False, resume=False, retina_masks=False, save=True, save_conf=False, save_crop=False, save_dir=runs\detect\New_yoloM_16, save_frames=False, save_json=False, save_period=-1, save_txt=False, scale=0.5, seed=0, shear=0.0, show=False, show_boxes=True, show_conf=True, show_labels=True, simplify=True, single_cls=False, source=None, split=val, stream_buffer=False, task=detect, time=None, tracker=botsort.yaml, translate=0.1, val=True, verbose=True, vid_stride=1, visualize=False, warmup_bias_lr=0.1, warmup_epochs=3.0, warmup_momentum=0.8, weight_decay=0.0005, workers=8, workspace=None Overriding model.yaml nc=80 with nc=1 from n params module arguments 0 -1 1 1856 ultralytics.nn.modules.conv.Conv [3, 64, 3, 2] 1 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2] 2 -1 1 111872 ultralytics.nn.modules.block.C3k2 [128, 256, 1, True, 0.25] 3 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 4 -1 1 444928 ultralytics.nn.modules.block.C3k2 [256, 512, 1, True, 0.25] 5 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2] 6 -1 1 1380352 ultralytics.nn.modules.block.C3k2 [512, 512, 1, True] 7 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2] 8 -1 1 1380352 ultralytics.nn.modules.block.C3k2 [512, 512, 1, True] 9 -1 1 656896 ultralytics.nn.modules.block.SPPF [512, 512, 5] 10 -1 1 990976 ultralytics.nn.modules.block.C2PSA [512, 512, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] 13 -1 1 1642496 ultralytics.nn.modules.block.C3k2 [1024, 512, 1, True] 14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 15 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] 16 -1 1 542720 ultralytics.nn.modules.block.C3k2 [1024, 256, 1, True] 17 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 18 [-1, 13] 1 0 ultralytics.nn.modules.conv.Concat [1] 19 -1 1 1511424 ultralytics.nn.modules.block.C3k2 [768, 512, 1, True] 20 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2] 21 [-1, 10] 1 0 ultralytics.nn.modules.conv.Concat [1] 22 -1 1 1642496 ultralytics.nn.modules.block.C3k2 [1024, 512, 1, True] 23 [16, 19, 22] 1 1411795 ultralytics.nn.modules.head.Detect [1, [256, 512, 512]] YOLO11m summary: 231 layers, 20,053,779 parameters, 20,053,763 gradients, 68.2 GFLOPs Transferred 643/649 items from pretrained weights Freezing layer 'model.23.dfl.conv.weight' AMP: running Automatic Mixed Precision (AMP) checks... AMP: checks passed train: Fast image access (ping: 0.40.3 ms, read: 283.7145.0 MB/s, size: 79.7 KB)
train: Scanning D:\ASTC project\New-pothole-detection-2\train\labels.cache... 6091 images, 4 backgrounds, 0 corrupt: 100%|ββββββββββ| 6091/6091 [00:00<?, ?it/s]
WARNING Box and segment counts should be equal, but got len(segments) = 2171, len(boxes) = 15830. To resolve this only boxes will be used and all segments will be removed. To avoid this please supply either a detect or segment dataset, not a detect-segment mixed dataset.
val: Fast image access (ping: 0.50.2 ms, read: 134.840.6 MB/s, size: 56.4 KB)
val: Scanning D:\ASTC project\New-pothole-detection-2\valid\labels.cache... 2094 images, 0 backgrounds, 0 corrupt: 100%|ββββββββββ| 2094/2094 [00:00<?, ?it/s]
Plotting labels to runs\detect\New_yoloM_16\labels.jpg... optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... optimizer: AdamW(lr=0.002, momentum=0.9) with parameter groups 106 weight(decay=0.0), 113 weight(decay=0.0005), 112 bias(decay=0.0) Image sizes 512 train, 512 val Using 8 dataloader workers Logging results to runs\detect\New_yoloM_16 Starting training for 20 epochs... Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/20 3.27G 2.045 2.322 1.914 16 512: 100%|ββββββββββ| 1523/1523 [04:04<00:00, 6.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:27<00:00, 9.39it/s]
all 2094 5214 0.366 0.224 0.191 0.0734
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/20 3.26G 2.042 2.275 1.917 10 512: 100%|ββββββββββ| 1523/1523 [03:51<00:00, 6.58it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:31<00:00, 8.40it/s]
all 2094 5214 0.45 0.375 0.341 0.14
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/20 3.26G 1.963 2.145 1.843 9 512: 100%|ββββββββββ| 1523/1523 [04:11<00:00, 6.06it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:28<00:00, 9.20it/s]
all 2094 5214 0.468 0.372 0.358 0.151
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/20 3.26G 1.904 2.045 1.811 13 512: 100%|ββββββββββ| 1523/1523 [04:52<00:00, 5.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:28<00:00, 9.34it/s]
all 2094 5214 0.501 0.393 0.401 0.172
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/20 3.26G 1.856 1.95 1.768 5 512: 100%|ββββββββββ| 1523/1523 [1:14:44<00:00, 2.94s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:28<00:00, 9.24it/s]
all 2094 5214 0.523 0.475 0.468 0.214
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/20 3.26G 1.799 1.846 1.731 10 512: 100%|ββββββββββ| 1523/1523 [04:04<00:00, 6.24it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [03:44<00:00, 1.17it/s]
all 2094 5214 0.556 0.467 0.473 0.223
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/20 3.26G 1.774 1.817 1.712 5 512: 100%|ββββββββββ| 1523/1523 [03:47<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:32<00:00, 7.96it/s]
all 2094 5214 0.597 0.472 0.504 0.234
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/20 3.26G 1.74 1.758 1.685 45 512: 100%|ββββββββββ| 1523/1523 [03:59<00:00, 6.36it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:29<00:00, 8.99it/s]
all 2094 5214 0.576 0.483 0.501 0.243
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/20 3.26G 1.713 1.712 1.657 5 512: 100%|ββββββββββ| 1523/1523 [03:43<00:00, 6.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:29<00:00, 8.77it/s]
all 2094 5214 0.614 0.47 0.514 0.248
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/20 3.26G 1.698 1.675 1.647 6 512: 100%|ββββββββββ| 1523/1523 [03:50<00:00, 6.61it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:28<00:00, 9.15it/s]
all 2094 5214 0.637 0.52 0.569 0.277
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/20 3.26G 1.691 1.574 1.652 5 512: 100%|ββββββββββ| 1523/1523 [03:43<00:00, 6.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:29<00:00, 8.82it/s]
all 2094 5214 0.633 0.523 0.577 0.282
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/20 3.26G 1.668 1.527 1.639 4 512: 100%|ββββββββββ| 1523/1523 [03:43<00:00, 6.81it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:29<00:00, 8.97it/s]
all 2094 5214 0.676 0.53 0.585 0.289
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/20 3.26G 1.653 1.498 1.628 3 512: 100%|ββββββββββ| 1523/1523 [03:44<00:00, 6.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:29<00:00, 8.89it/s]
all 2094 5214 0.665 0.526 0.591 0.296
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/20 3.26G 1.635 1.449 1.612 4 512: 100%|ββββββββββ| 1523/1523 [03:54<00:00, 6.50it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:34<00:00, 7.64it/s]
all 2094 5214 0.673 0.553 0.618 0.314
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/20 3.26G 1.601 1.409 1.587 7 512: 100%|ββββββββββ| 1523/1523 [04:11<00:00, 6.06it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:34<00:00, 7.51it/s]
all 2094 5214 0.678 0.562 0.624 0.323
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
16/20 3.26G 1.588 1.384 1.574 7 512: 100%|ββββββββββ| 1523/1523 [04:04<00:00, 6.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:35<00:00, 7.29it/s]
all 2094 5214 0.715 0.569 0.649 0.338
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
17/20 3.26G 1.57 1.331 1.569 4 512: 100%|ββββββββββ| 1523/1523 [03:50<00:00, 6.62it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:28<00:00, 9.19it/s]
all 2094 5214 0.695 0.583 0.643 0.335
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
18/20 3.26G 1.535 1.303 1.539 3 512: 100%|ββββββββββ| 1523/1523 [03:43<00:00, 6.80it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:31<00:00, 8.23it/s]
all 2094 5214 0.713 0.594 0.664 0.349
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
19/20 3.26G 1.523 1.276 1.529 7 512: 100%|ββββββββββ| 1523/1523 [04:05<00:00, 6.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:33<00:00, 7.84it/s]
all 2094 5214 0.72 0.596 0.674 0.359
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
20/20 3.26G 1.504 1.236 1.516 5 512: 100%|ββββββββββ| 1523/1523 [03:39<00:00, 6.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:27<00:00, 9.37it/s]
all 2094 5214 0.729 0.609 0.688 0.366
20 epochs completed in 2.756 hours. Optimizer stripped from runs\detect\New_yoloM_16\weights\last.pt, 40.5MB Optimizer stripped from runs\detect\New_yoloM_16\weights\best.pt, 40.5MB Validating runs\detect\New_yoloM_16\weights\best.pt... Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) YOLO11m summary (fused): 125 layers, 20,030,803 parameters, 0 gradients, 67.6 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:25<00:00, 10.12it/s]
all 2094 5214 0.729 0.609 0.688 0.366
Speed: 0.2ms preprocess, 8.9ms inference, 0.0ms loss, 1.1ms postprocess per image
Results saved to runs\detect\New_yoloM_16
Out[7]:
ultralytics.utils.metrics.DetMetrics object with attributes:
ap_class_index: array([0])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x000001AD1AB82610>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]), 'Confidence', 'Recall']]
fitness: np.float64(0.39818133544724255)
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.36598])
names: {0: 'Pothole'}
nt_per_class: array([5214])
nt_per_image: array([2094])
results_dict: {'metrics/precision(B)': np.float64(0.7291602654018869), 'metrics/recall(B)': np.float64(0.6089374760260836), 'metrics/mAP50(B)': np.float64(0.6879676937838892), 'metrics/mAP50-95(B)': np.float64(0.36598285118761514), 'fitness': np.float64(0.39818133544724255)}
save_dir: WindowsPath('runs/detect/New_yoloM_16')
speed: {'preprocess': 0.17801623652691828, 'inference': 8.897564517567156, 'loss': 0.0008405921197965129, 'postprocess': 1.0865914513385448}
stats: {'tp': [], 'conf': [], 'pred_cls': [], 'target_cls': [], 'target_img': []}
task: 'detect'
InΒ [3]:
from ultralytics import YOLO
inference_NEW_medium_model = YOLO(r"D:\ASTC project\runs\detect\New_yoloM_16\weights\best.pt")
InΒ [4]:
import os
Test_data = r"D:\ASTC project\Data_to_be_predicted"
for files in os.listdir(Test_data):
image_path = os.path.join(Test_data,files)
result = inference_NEW_medium_model.predict(image_path ,save_dir = "D:\ASTC project\nano_model_1_POthole2-3",conf = 0.25 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\Data_to_be_predicted\image1.jpg: 352x512 1 Pothole, 86.3ms Speed: 6.2ms preprocess, 86.3ms inference, 129.5ms postprocess per image at shape (1, 3, 352, 512) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Data_to_be_predicted\image2.jpg: 352x512 4 Potholes, 17.9ms Speed: 2.3ms preprocess, 17.9ms inference, 2.7ms postprocess per image at shape (1, 3, 352, 512) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Data_to_be_predicted\image3 (1).png: 352x512 14 Potholes, 22.3ms Speed: 1.5ms preprocess, 22.3ms inference, 2.3ms postprocess per image at shape (1, 3, 352, 512) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Data_to_be_predicted\image4.jpg: 352x512 10 Potholes, 14.7ms Speed: 1.3ms preprocess, 14.7ms inference, 2.3ms postprocess per image at shape (1, 3, 352, 512) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Data_to_be_predicted\image5.jpg: 352x512 8 Potholes, 16.9ms Speed: 2.7ms preprocess, 16.9ms inference, 2.2ms postprocess per image at shape (1, 3, 352, 512) Results saved to runs\detect\predict7
InΒ [60]:
import os
from IPython.display import Image, display
pred_dir = "runs/detect/predict6"
for i in range(len(os.listdir(pred_dir))):
print("Displaying output for image:", i+1)
output_img = os.listdir(pred_dir)[i]
display(Image(filename=os.path.join(pred_dir, output_img)))
boxes = result[0].boxes
print("Potholes detected:", len(boxes))
Displaying output for image: 1
Potholes detected: 8 Displaying output for image: 2
Potholes detected: 8 Displaying output for image: 3
Potholes detected: 8 Displaying output for image: 4
Potholes detected: 8 Displaying output for image: 5
Potholes detected: 8
Training the existing model on both datasets [FINAL MODEL WITH BOTH DATSETS]ΒΆ
InΒ [4]:
# Training nano model of Pothole2-3 and training it again on New pothole detection-2
from ultralytics import YOLO
model = inference_nano_model
model.train(data = r"D:\ASTC project\New-pothole-detection-2\data.yaml" ,epochs =40 ,imgsz = 640 , batch = 16 ,name = "yoloN_final_combined",workers=4)
New https://pypi.org/project/ultralytics/8.3.183 available Update with 'pip install -U ultralytics' Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) engine\trainer: agnostic_nms=False, amp=True, augment=False, auto_augment=randaugment, batch=16, bgr=0.0, box=7.5, cache=False, cfg=None, classes=None, close_mosaic=10, cls=0.5, conf=None, copy_paste=0.0, copy_paste_mode=flip, cos_lr=False, cutmix=0.0, data=D:\ASTC project\New-pothole-detection-2\data.yaml, degrees=0.0, deterministic=True, device=None, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, epochs=40, erasing=0.4, exist_ok=False, fliplr=0.5, flipud=0.0, format=torchscript, fraction=1.0, freeze=None, half=False, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, imgsz=640, int8=False, iou=0.7, keras=False, kobj=1.0, line_width=None, lr0=0.01, lrf=0.01, mask_ratio=4, max_det=300, mixup=0.0, mode=train, model=D:\ASTC project\runs\detect\yolon_final\weights\best.pt, momentum=0.937, mosaic=1.0, multi_scale=False, name=yoloN_final_combined, nbs=64, nms=False, opset=None, optimize=False, optimizer=auto, overlap_mask=True, patience=100, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=None, rect=False, resume=False, retina_masks=False, save=True, save_conf=False, save_crop=False, save_dir=runs\detect\yoloN_final_combined, save_frames=False, save_json=False, save_period=-1, save_txt=False, scale=0.5, seed=0, shear=0.0, show=False, show_boxes=True, show_conf=True, show_labels=True, simplify=True, single_cls=False, source=None, split=val, stream_buffer=False, task=detect, time=None, tracker=botsort.yaml, translate=0.1, val=True, verbose=True, vid_stride=1, visualize=False, warmup_bias_lr=0.1, warmup_epochs=3.0, warmup_momentum=0.8, weight_decay=0.0005, workers=4, workspace=None Overriding model.yaml nc=2 with nc=1 from n params module arguments 0 -1 1 464 ultralytics.nn.modules.conv.Conv [3, 16, 3, 2] 1 -1 1 4672 ultralytics.nn.modules.conv.Conv [16, 32, 3, 2] 2 -1 1 6640 ultralytics.nn.modules.block.C3k2 [32, 64, 1, False, 0.25] 3 -1 1 36992 ultralytics.nn.modules.conv.Conv [64, 64, 3, 2] 4 -1 1 26080 ultralytics.nn.modules.block.C3k2 [64, 128, 1, False, 0.25] 5 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 6 -1 1 87040 ultralytics.nn.modules.block.C3k2 [128, 128, 1, True] 7 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2] 8 -1 1 346112 ultralytics.nn.modules.block.C3k2 [256, 256, 1, True] 9 -1 1 164608 ultralytics.nn.modules.block.SPPF [256, 256, 5] 10 -1 1 249728 ultralytics.nn.modules.block.C2PSA [256, 256, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] 13 -1 1 111296 ultralytics.nn.modules.block.C3k2 [384, 128, 1, False] 14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 15 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] 16 -1 1 32096 ultralytics.nn.modules.block.C3k2 [256, 64, 1, False] 17 -1 1 36992 ultralytics.nn.modules.conv.Conv [64, 64, 3, 2] 18 [-1, 13] 1 0 ultralytics.nn.modules.conv.Concat [1] 19 -1 1 86720 ultralytics.nn.modules.block.C3k2 [192, 128, 1, False] 20 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 21 [-1, 10] 1 0 ultralytics.nn.modules.conv.Concat [1] 22 -1 1 378880 ultralytics.nn.modules.block.C3k2 [384, 256, 1, True] 23 [16, 19, 22] 1 430867 ultralytics.nn.modules.head.Detect [1, [64, 128, 256]] YOLO11n summary: 181 layers, 2,590,035 parameters, 2,590,019 gradients, 6.4 GFLOPs Transferred 493/499 items from pretrained weights Freezing layer 'model.23.dfl.conv.weight' AMP: running Automatic Mixed Precision (AMP) checks... AMP: checks passed train: Fast image access (ping: 0.30.1 ms, read: 221.191.1 MB/s, size: 79.7 KB)
train: Scanning D:\ASTC project\New-pothole-detection-2\train\labels.cache... 6091 images, 4 backgrounds, 0 corrupt: 100%|ββββββββββ| 6091/6091 [00:00<?, ?it/s]
WARNING Box and segment counts should be equal, but got len(segments) = 2171, len(boxes) = 15830. To resolve this only boxes will be used and all segments will be removed. To avoid this please supply either a detect or segment dataset, not a detect-segment mixed dataset.
val: Fast image access (ping: 0.30.2 ms, read: 168.532.3 MB/s, size: 56.4 KB)
val: Scanning D:\ASTC project\New-pothole-detection-2\valid\labels.cache... 2094 images, 0 backgrounds, 0 corrupt: 100%|ββββββββββ| 2094/2094 [00:00<?, ?it/s]
Plotting labels to runs\detect\yoloN_final_combined\labels.jpg... optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... optimizer: AdamW(lr=0.002, momentum=0.9) with parameter groups 81 weight(decay=0.0), 88 weight(decay=0.0005), 87 bias(decay=0.0) Image sizes 640 train, 640 val Using 4 dataloader workers Logging results to runs\detect\yoloN_final_combined Starting training for 40 epochs... Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/40 2.3G 1.707 1.92 1.626 33 640: 100%|ββββββββββ| 381/381 [01:19<00:00, 4.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 5.08it/s]
all 2094 5214 0.626 0.474 0.509 0.238
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/40 2.65G 1.743 1.735 1.641 37 640: 100%|ββββββββββ| 381/381 [01:21<00:00, 4.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.34it/s]
all 2094 5214 0.563 0.482 0.494 0.222
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/40 2.65G 1.763 1.731 1.661 33 640: 100%|ββββββββββ| 381/381 [01:18<00:00, 4.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:12<00:00, 5.08it/s]
all 2094 5214 0.535 0.435 0.447 0.203
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/40 2.66G 1.748 1.701 1.645 48 640: 100%|ββββββββββ| 381/381 [01:16<00:00, 5.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:14<00:00, 4.70it/s]
all 2094 5214 0.483 0.371 0.371 0.165
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/40 2.66G 1.726 1.667 1.623 23 640: 100%|ββββββββββ| 381/381 [01:18<00:00, 4.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:14<00:00, 4.45it/s]
all 2094 5214 0.583 0.475 0.499 0.235
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/40 2.66G 1.706 1.624 1.606 47 640: 100%|ββββββββββ| 381/381 [01:22<00:00, 4.64it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.22it/s]
all 2094 5214 0.627 0.494 0.539 0.262
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/40 2.66G 1.689 1.593 1.594 31 640: 100%|ββββββββββ| 381/381 [01:21<00:00, 4.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.17it/s]
all 2094 5214 0.621 0.518 0.558 0.273
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/40 2.66G 1.673 1.58 1.597 64 640: 100%|ββββββββββ| 381/381 [01:20<00:00, 4.72it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:16<00:00, 3.91it/s]
all 2094 5214 0.66 0.544 0.596 0.294
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/40 2.66G 1.652 1.529 1.574 36 640: 100%|ββββββββββ| 381/381 [01:16<00:00, 4.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.95it/s]
all 2094 5214 0.645 0.51 0.557 0.282
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/40 2.66G 1.65 1.534 1.572 39 640: 100%|ββββββββββ| 381/381 [01:23<00:00, 4.59it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:16<00:00, 4.06it/s]
all 2094 5214 0.663 0.53 0.592 0.294
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/40 2.66G 1.62 1.492 1.555 29 640: 100%|ββββββββββ| 381/381 [01:17<00:00, 4.90it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.94it/s]
all 2094 5214 0.672 0.519 0.573 0.284
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/40 2.66G 1.62 1.479 1.552 24 640: 100%|ββββββββββ| 381/381 [01:17<00:00, 4.94it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.91it/s]
all 2094 5214 0.674 0.562 0.615 0.317
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/40 2.66G 1.615 1.481 1.555 36 640: 100%|ββββββββββ| 381/381 [01:16<00:00, 4.98it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:14<00:00, 4.71it/s]
all 2094 5214 0.648 0.529 0.57 0.282
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/40 2.66G 1.597 1.421 1.53 60 640: 100%|ββββββββββ| 381/381 [01:21<00:00, 4.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.97it/s]
all 2094 5214 0.691 0.567 0.626 0.319
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/40 2.66G 1.57 1.402 1.519 42 640: 100%|ββββββββββ| 381/381 [01:38<00:00, 3.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:14<00:00, 4.58it/s]
all 2094 5214 0.696 0.552 0.625 0.324
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
16/40 2.66G 1.56 1.387 1.507 45 640: 100%|ββββββββββ| 381/381 [01:20<00:00, 4.73it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.34it/s]
all 2094 5214 0.691 0.575 0.64 0.33
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
17/40 2.66G 1.568 1.387 1.511 44 640: 100%|ββββββββββ| 381/381 [09:24<00:00, 1.48s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.96it/s]
all 2094 5214 0.682 0.573 0.637 0.333
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
18/40 2.66G 1.559 1.361 1.509 40 640: 100%|ββββββββββ| 381/381 [07:08<00:00, 1.13s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:14<00:00, 4.67it/s]
all 2094 5214 0.706 0.589 0.655 0.344
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
19/40 2.66G 1.551 1.362 1.497 49 640: 100%|ββββββββββ| 381/381 [01:16<00:00, 5.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:14<00:00, 4.68it/s]
all 2094 5214 0.705 0.615 0.674 0.359
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
20/40 2.66G 1.536 1.357 1.499 52 640: 100%|ββββββββββ| 381/381 [01:15<00:00, 5.03it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:14<00:00, 4.57it/s]
all 2094 5214 0.712 0.583 0.65 0.344
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
21/40 2.66G 1.525 1.333 1.483 56 640: 100%|ββββββββββ| 381/381 [01:20<00:00, 4.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:16<00:00, 4.11it/s]
all 2094 5214 0.724 0.619 0.685 0.364
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
22/40 2.66G 1.521 1.322 1.484 39 640: 100%|ββββββββββ| 381/381 [01:21<00:00, 4.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.14it/s]
all 2094 5214 0.726 0.614 0.689 0.374
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
23/40 2.66G 1.501 1.293 1.465 43 640: 100%|ββββββββββ| 381/381 [01:21<00:00, 4.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.37it/s]
all 2094 5214 0.739 0.624 0.701 0.375
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
24/40 2.66G 1.5 1.285 1.459 45 640: 100%|ββββββββββ| 381/381 [01:21<00:00, 4.65it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.15it/s]
all 2094 5214 0.718 0.625 0.685 0.372
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
25/40 2.66G 1.487 1.268 1.457 32 640: 100%|ββββββββββ| 381/381 [01:21<00:00, 4.65it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.39it/s]
all 2094 5214 0.723 0.629 0.697 0.378
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
26/40 2.66G 1.496 1.272 1.46 39 640: 100%|ββββββββββ| 381/381 [01:21<00:00, 4.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.14it/s]
all 2094 5214 0.746 0.627 0.71 0.392
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
27/40 2.66G 1.471 1.242 1.441 39 640: 100%|ββββββββββ| 381/381 [01:14<00:00, 5.09it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:12<00:00, 5.08it/s]
all 2094 5214 0.752 0.648 0.719 0.395
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
28/40 2.66G 1.468 1.235 1.445 46 640: 100%|ββββββββββ| 381/381 [01:14<00:00, 5.15it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:12<00:00, 5.16it/s]
all 2094 5214 0.769 0.637 0.723 0.402
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
29/40 2.66G 1.444 1.217 1.426 74 640: 100%|ββββββββββ| 381/381 [01:13<00:00, 5.15it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 5.07it/s]
all 2094 5214 0.744 0.648 0.726 0.406
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
30/40 2.66G 1.443 1.214 1.424 23 640: 100%|ββββββββββ| 381/381 [01:16<00:00, 4.95it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:16<00:00, 4.02it/s]
all 2094 5214 0.767 0.658 0.733 0.407
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
31/40 2.66G 1.449 1.119 1.441 23 640: 100%|ββββββββββ| 381/381 [01:17<00:00, 4.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:14<00:00, 4.53it/s]
all 2094 5214 0.767 0.648 0.736 0.417
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
32/40 2.66G 1.42 1.093 1.427 30 640: 100%|ββββββββββ| 381/381 [01:12<00:00, 5.23it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:12<00:00, 5.27it/s]
all 2094 5214 0.766 0.669 0.749 0.424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
33/40 2.66G 1.409 1.062 1.413 33 640: 100%|ββββββββββ| 381/381 [01:14<00:00, 5.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:12<00:00, 5.11it/s]
all 2094 5214 0.764 0.69 0.754 0.433
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
34/40 2.66G 1.39 1.047 1.401 15 640: 100%|ββββββββββ| 381/381 [01:13<00:00, 5.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:12<00:00, 5.24it/s]
all 2094 5214 0.777 0.663 0.752 0.431
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
35/40 2.66G 1.374 1.031 1.393 37 640: 100%|ββββββββββ| 381/381 [01:15<00:00, 5.02it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:14<00:00, 4.57it/s]
all 2094 5214 0.767 0.686 0.756 0.437
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
36/40 2.66G 1.366 1.011 1.39 33 640: 100%|ββββββββββ| 381/381 [01:13<00:00, 5.19it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:12<00:00, 5.32it/s]
all 2094 5214 0.782 0.691 0.766 0.443
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
37/40 2.66G 1.355 1.003 1.381 23 640: 100%|ββββββββββ| 381/381 [02:21<00:00, 2.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.87it/s]
all 2094 5214 0.786 0.69 0.765 0.447
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
38/40 2.66G 1.348 0.9916 1.37 26 640: 100%|ββββββββββ| 381/381 [01:16<00:00, 4.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:15<00:00, 4.16it/s]
all 2094 5214 0.782 0.688 0.767 0.449
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
39/40 2.66G 1.334 0.9736 1.364 28 640: 100%|ββββββββββ| 381/381 [01:19<00:00, 4.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:14<00:00, 4.57it/s]
all 2094 5214 0.789 0.692 0.769 0.45
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
40/40 2.66G 1.329 0.9615 1.365 22 640: 100%|ββββββββββ| 381/381 [01:13<00:00, 5.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:12<00:00, 5.16it/s]
all 2094 5214 0.785 0.697 0.77 0.452 40 epochs completed in 1.301 hours. Optimizer stripped from runs\detect\yoloN_final_combined\weights\last.pt, 5.5MB Optimizer stripped from runs\detect\yoloN_final_combined\weights\best.pt, 5.5MB Validating runs\detect\yoloN_final_combined\weights\best.pt... Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) YOLO11n summary (fused): 100 layers, 2,582,347 parameters, 0 gradients, 6.3 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:13<00:00, 4.97it/s]
all 2094 5214 0.782 0.699 0.77 0.452
Speed: 0.2ms preprocess, 2.8ms inference, 0.0ms loss, 1.1ms postprocess per image
Results saved to runs\detect\yoloN_final_combined
Out[4]:
ultralytics.utils.metrics.DetMetrics object with attributes:
ap_class_index: array([0])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x000001CAC070B150>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]), 'Confidence', 'Recall']]
fitness: np.float64(0.48364417150177685)
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.45181])
names: {0: 'Pothole'}
nt_per_class: array([5214])
nt_per_image: array([2094])
results_dict: {'metrics/precision(B)': np.float64(0.7821565463441642), 'metrics/recall(B)': np.float64(0.6990794016110472), 'metrics/mAP50(B)': np.float64(0.7701333409006574), 'metrics/mAP50-95(B)': np.float64(0.45181204156856786), 'fitness': np.float64(0.48364417150177685)}
save_dir: WindowsPath('runs/detect/yoloN_final_combined')
speed: {'preprocess': 0.24692139434521446, 'inference': 2.7773838586760142, 'loss': 0.00024025781887806704, 'postprocess': 1.051856112719132}
stats: {'tp': [], 'conf': [], 'pred_cls': [], 'target_cls': [], 'target_img': []}
task: 'detect'
InΒ [3]:
from ultralytics import YOLO
inference_Combined_nano_model= YOLO(r"D:\ASTC project\runs\detect\yoloN_final_combined\weights\best.pt")
InΒ [7]:
import os
Test_data= r"D:\ASTC project\Data_to_be_predicted"
for files in os.listdir(Test_data):
image_path = os.path.join(Test_data,files)
result = inference_Combined_nano_model.predict(image_path ,save_dir = "D:\ASTC project\Combined_nano_model_1_POthole2-3",conf = 0.25 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\Data_to_be_predicted\image1.jpg: 448x640 1 Pothole, 59.4ms Speed: 4.5ms preprocess, 59.4ms inference, 2.0ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Data_to_be_predicted\image2.jpg: 448x640 5 Potholes, 42.6ms Speed: 3.6ms preprocess, 42.6ms inference, 2.6ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Data_to_be_predicted\image3 (1).png: 448x640 17 Potholes, 31.8ms Speed: 3.6ms preprocess, 31.8ms inference, 2.4ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Data_to_be_predicted\image4.jpg: 448x640 16 Potholes, 22.1ms Speed: 2.2ms preprocess, 22.1ms inference, 2.7ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Data_to_be_predicted\image5.jpg: 448x640 13 Potholes, 22.0ms Speed: 2.3ms preprocess, 22.0ms inference, 3.4ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict8
InΒ [8]:
import os
from IPython.display import Image,display
pred_dir = "runs/detect/predict7"
for i in range(len(os.listdir(pred_dir))):
print("Displaying output for image:", i+1)
output_img = os.listdir(pred_dir)[i]
display(Image(filename=os.path.join(pred_dir, output_img)))
boxes = result[0].boxes
print("Potholes detected:", len(boxes))
Displaying output for image: 1
Potholes detected: 13 Displaying output for image: 2
Potholes detected: 13 Displaying output for image: 3
Potholes detected: 13 Displaying output for image: 4
Potholes detected: 13 Displaying output for image: 5
Potholes detected: 13
InΒ [12]:
import os
Test_data = r"D:\ASTC project\Test_data_1_real"
for files in os.listdir(Test_data):
image_path = os.path.join(Test_data,files)
result = inference_Combined_nano_model.predict(image_path ,save_dir = "D:\ASTC project\Combined_nano_model_1_POthole2-3",conf = 0.10 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\Test_data_1_real\IMG-20250822-WA0007.jpg: 480x640 (no detections), 50.1ms Speed: 712.5ms preprocess, 50.1ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Test_data_1_real\IMG-20250822-WA0008.jpg: 640x480 8 Potholes, 50.8ms Speed: 3.8ms preprocess, 50.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 480) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Test_data_1_real\IMG-20250822-WA0009.jpg: 640x480 1 Pothole, 49.6ms Speed: 4.3ms preprocess, 49.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 480) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Test_data_1_real\IMG-20250822-WA0010.jpg: 480x640 2 Potholes, 51.0ms Speed: 4.1ms preprocess, 51.0ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640) Results saved to runs\detect\predict8
InΒ [13]:
import os
from IPython.display import Image, display
pred_dir = "runs/detect/predict8"
for i in range(len(os.listdir(pred_dir))):
print("Displaying output for image:", i+1)
output_img = os.listdir(pred_dir)[i]
display(Image(filename=os.path.join(pred_dir, output_img)))
boxes = result[0].boxes
print("Potholes detected:", len(boxes))
Displaying output for image: 1
Potholes detected: 2 Displaying output for image: 2
Potholes detected: 2 Displaying output for image: 3
Potholes detected: 2 Displaying output for image: 4
Potholes detected: 2
Small model on both datasetΒΆ
InΒ [16]:
# Training small model of Pothole2-3 and training it again on New pothole detection-2
from ultralytics import YOLO
model = inference_small_model
model.train(data = r"D:\ASTC project\New-pothole-detection-2\data.yaml" ,epochs =20 ,imgsz = 640 , batch = 16 ,name = "yoloS_final_combined",workers=4)
New https://pypi.org/project/ultralytics/8.3.183 available Update with 'pip install -U ultralytics' Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) engine\trainer: agnostic_nms=False, amp=True, augment=False, auto_augment=randaugment, batch=16, bgr=0.0, box=7.5, cache=False, cfg=None, classes=None, close_mosaic=10, cls=0.5, conf=None, copy_paste=0.0, copy_paste_mode=flip, cos_lr=False, cutmix=0.0, data=D:\ASTC project\New-pothole-detection-2\data.yaml, degrees=0.0, deterministic=True, device=0, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, epochs=20, erasing=0.4, exist_ok=False, fliplr=0.5, flipud=0.0, format=torchscript, fraction=1.0, freeze=None, half=False, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, imgsz=640, int8=False, iou=0.7, keras=False, kobj=1.0, line_width=None, lr0=0.01, lrf=0.01, mask_ratio=4, max_det=300, mixup=0.0, mode=train, model=D:\ASTC project\runs\detect\yolos_final4\weights\best.pt, momentum=0.937, mosaic=1.0, multi_scale=False, name=yoloS_final_combined, nbs=64, nms=False, opset=None, optimize=False, optimizer=auto, overlap_mask=True, patience=100, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=None, rect=False, resume=False, retina_masks=False, save=True, save_conf=False, save_crop=False, save_dir=runs\detect\yoloS_final_combined, save_frames=False, save_json=False, save_period=-1, save_txt=False, scale=0.5, seed=0, shear=0.0, show=False, show_boxes=True, show_conf=True, show_labels=True, simplify=True, single_cls=False, source=None, split=val, stream_buffer=False, task=detect, time=None, tracker=botsort.yaml, translate=0.1, val=True, verbose=True, vid_stride=1, visualize=False, warmup_bias_lr=0.1, warmup_epochs=3.0, warmup_momentum=0.8, weight_decay=0.0005, workers=4, workspace=None Overriding model.yaml nc=2 with nc=1 from n params module arguments 0 -1 1 928 ultralytics.nn.modules.conv.Conv [3, 32, 3, 2] 1 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2] 2 -1 1 26080 ultralytics.nn.modules.block.C3k2 [64, 128, 1, False, 0.25] 3 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 4 -1 1 103360 ultralytics.nn.modules.block.C3k2 [128, 256, 1, False, 0.25] 5 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 6 -1 1 346112 ultralytics.nn.modules.block.C3k2 [256, 256, 1, True] 7 -1 1 1180672 ultralytics.nn.modules.conv.Conv [256, 512, 3, 2] 8 -1 1 1380352 ultralytics.nn.modules.block.C3k2 [512, 512, 1, True] 9 -1 1 656896 ultralytics.nn.modules.block.SPPF [512, 512, 5] 10 -1 1 990976 ultralytics.nn.modules.block.C2PSA [512, 512, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] 13 -1 1 443776 ultralytics.nn.modules.block.C3k2 [768, 256, 1, False] 14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 15 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] 16 -1 1 127680 ultralytics.nn.modules.block.C3k2 [512, 128, 1, False] 17 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 18 [-1, 13] 1 0 ultralytics.nn.modules.conv.Concat [1] 19 -1 1 345472 ultralytics.nn.modules.block.C3k2 [384, 256, 1, False] 20 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 21 [-1, 10] 1 0 ultralytics.nn.modules.conv.Concat [1] 22 -1 1 1511424 ultralytics.nn.modules.block.C3k2 [768, 512, 1, True] 23 [16, 19, 22] 1 819795 ultralytics.nn.modules.head.Detect [1, [128, 256, 512]] YOLO11s summary: 181 layers, 9,428,179 parameters, 9,428,163 gradients, 21.5 GFLOPs Transferred 493/499 items from pretrained weights Freezing layer 'model.23.dfl.conv.weight' AMP: running Automatic Mixed Precision (AMP) checks... AMP: checks passed train: Fast image access (ping: 0.20.1 ms, read: 228.1133.7 MB/s, size: 79.7 KB)
train: Scanning D:\ASTC project\New-pothole-detection-2\train\labels.cache... 6091 images, 4 backgrounds, 0 corrupt: 100%|ββββββββββ| 6091/6091 [00:00<?, ?it/s]
WARNING Box and segment counts should be equal, but got len(segments) = 2171, len(boxes) = 15830. To resolve this only boxes will be used and all segments will be removed. To avoid this please supply either a detect or segment dataset, not a detect-segment mixed dataset.
val: Fast image access (ping: 0.20.1 ms, read: 136.858.6 MB/s, size: 56.4 KB)
val: Scanning D:\ASTC project\New-pothole-detection-2\valid\labels.cache... 2094 images, 0 backgrounds, 0 corrupt: 100%|ββββββββββ| 2094/2094 [00:00<?, ?it/s]
Plotting labels to runs\detect\yoloS_final_combined\labels.jpg... optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... optimizer: AdamW(lr=0.002, momentum=0.9) with parameter groups 81 weight(decay=0.0), 88 weight(decay=0.0005), 87 bias(decay=0.0) Image sizes 640 train, 640 val Using 4 dataloader workers Logging results to runs\detect\yoloS_final_combined Starting training for 20 epochs... Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/20 4.12G 1.788 2.315 1.738 33 640: 100%|ββββββββββ| 381/381 [02:20<00:00, 2.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:20<00:00, 3.22it/s]
all 2094 5214 0.412 0.385 0.338 0.147
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/20 4.09G 1.807 1.824 1.733 37 640: 100%|ββββββββββ| 381/381 [02:09<00:00, 2.94it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.59it/s]
all 2094 5214 0.544 0.418 0.426 0.182
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/20 4.14G 1.797 1.817 1.726 33 640: 100%|ββββββββββ| 381/381 [02:07<00:00, 2.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:19<00:00, 3.32it/s]
all 2094 5214 0.524 0.403 0.408 0.186
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/20 4.13G 1.776 1.757 1.704 48 640: 100%|ββββββββββ| 381/381 [02:08<00:00, 2.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.57it/s]
all 2094 5214 0.547 0.402 0.419 0.187
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/20 4.09G 1.742 1.72 1.667 23 640: 100%|ββββββββββ| 381/381 [07:20<00:00, 1.16s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.59it/s]
all 2094 5214 0.604 0.47 0.513 0.233
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/20 4.12G 1.716 1.637 1.648 47 640: 100%|ββββββββββ| 381/381 [02:06<00:00, 3.02it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.55it/s]
all 2094 5214 0.661 0.508 0.568 0.275
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/20 4.13G 1.686 1.591 1.633 31 640: 100%|ββββββββββ| 381/381 [02:07<00:00, 2.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:20<00:00, 3.26it/s]
all 2094 5214 0.647 0.521 0.572 0.281
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/20 4.13G 1.669 1.561 1.632 64 640: 100%|ββββββββββ| 381/381 [02:08<00:00, 2.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:21<00:00, 3.08it/s]
all 2094 5214 0.664 0.517 0.573 0.275
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/20 4.12G 1.633 1.516 1.597 36 640: 100%|ββββββββββ| 381/381 [02:07<00:00, 2.98it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.55it/s]
all 2094 5214 0.658 0.537 0.587 0.295
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/20 4.1G 1.627 1.496 1.594 39 640: 100%|ββββββββββ| 381/381 [02:06<00:00, 3.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.54it/s]
all 2094 5214 0.68 0.52 0.587 0.299
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/20 4.12G 1.635 1.413 1.61 21 640: 100%|ββββββββββ| 381/381 [02:07<00:00, 3.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:20<00:00, 3.17it/s]
all 2094 5214 0.656 0.565 0.618 0.319
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/20 4.14G 1.614 1.378 1.597 29 640: 100%|ββββββββββ| 381/381 [02:07<00:00, 3.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.55it/s]
all 2094 5214 0.712 0.582 0.654 0.341
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/20 4.1G 1.583 1.333 1.571 21 640: 100%|ββββββββββ| 381/381 [02:05<00:00, 3.03it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.48it/s]
all 2094 5214 0.722 0.579 0.664 0.347
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/20 4.13G 1.571 1.292 1.565 17 640: 100%|ββββββββββ| 381/381 [02:05<00:00, 3.03it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.53it/s]
all 2094 5214 0.686 0.6 0.663 0.35
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/20 4.12G 1.54 1.264 1.547 22 640: 100%|ββββββββββ| 381/381 [02:06<00:00, 3.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:20<00:00, 3.24it/s]
all 2094 5214 0.724 0.611 0.678 0.36
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
16/20 4.12G 1.52 1.217 1.531 24 640: 100%|ββββββββββ| 381/381 [02:09<00:00, 2.95it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:22<00:00, 2.97it/s]
all 2094 5214 0.719 0.624 0.69 0.374
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
17/20 4.09G 1.494 1.188 1.513 16 640: 100%|ββββββββββ| 381/381 [02:07<00:00, 2.98it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:18<00:00, 3.61it/s]
all 2094 5214 0.732 0.613 0.692 0.382
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
18/20 4.11G 1.463 1.156 1.494 27 640: 100%|ββββββββββ| 381/381 [02:05<00:00, 3.03it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:20<00:00, 3.30it/s]
all 2094 5214 0.743 0.638 0.718 0.398
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
19/20 4.11G 1.445 1.127 1.484 72 640: 100%|ββββββββββ| 381/381 [02:09<00:00, 2.95it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:20<00:00, 3.28it/s]
all 2094 5214 0.751 0.642 0.73 0.406
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
20/20 4.12G 1.421 1.094 1.46 25 640: 100%|ββββββββββ| 381/381 [02:08<00:00, 2.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:19<00:00, 3.33it/s]
all 2094 5214 0.761 0.648 0.735 0.414 20 epochs completed in 0.926 hours. Optimizer stripped from runs\detect\yoloS_final_combined\weights\last.pt, 19.2MB Optimizer stripped from runs\detect\yoloS_final_combined\weights\best.pt, 19.2MB Validating runs\detect\yoloS_final_combined\weights\best.pt... Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) YOLO11s summary (fused): 100 layers, 9,413,187 parameters, 0 gradients, 21.3 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 66/66 [00:20<00:00, 3.20it/s]
all 2094 5214 0.761 0.648 0.735 0.414
Speed: 0.2ms preprocess, 5.5ms inference, 0.0ms loss, 1.3ms postprocess per image
Results saved to runs\detect\yoloS_final_combined
Out[16]:
ultralytics.utils.metrics.DetMetrics object with attributes:
ap_class_index: array([0])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x000001DE19B459D0>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]), 'Confidence', 'Recall']]
fitness: np.float64(0.44581872526558813)
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([0.41367477])
names: {0: 'Pothole'}
nt_per_class: array([5214])
nt_per_image: array([2094])
results_dict: {'metrics/precision(B)': np.float64(0.7606437945341932), 'metrics/recall(B)': np.float64(0.6480629075565785), 'metrics/mAP50(B)': np.float64(0.7351143564520893), 'metrics/mAP50-95(B)': np.float64(0.41367476624486577), 'fitness': np.float64(0.44581872526558813)}
save_dir: WindowsPath('runs/detect/yoloS_final_combined')
speed: {'preprocess': 0.23685702008333986, 'inference': 5.494811031698323, 'loss': 0.0002934096135117235, 'postprocess': 1.2866989971287974}
stats: {'tp': [], 'conf': [], 'pred_cls': [], 'target_cls': [], 'target_img': []}
task: 'detect'
InΒ [2]:
from ultralytics import YOLO
inference_Combined_small_model= YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
InΒ [19]:
import os
Test_data= r"D:\ASTC project\Data_to_be_predicted"
for files in os.listdir(Test_data):
image_path = os.path.join(Test_data,files)
result = inference_Combined_small_model.predict(image_path ,conf = 0.25 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\Data_to_be_predicted\image1.jpg: 448x640 1 Pothole, 75.1ms Speed: 4.3ms preprocess, 75.1ms inference, 2.9ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Data_to_be_predicted\image2.jpg: 448x640 3 Potholes, 8.0ms Speed: 1.3ms preprocess, 8.0ms inference, 1.9ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Data_to_be_predicted\image3 (1).png: 448x640 14 Potholes, 8.9ms Speed: 1.5ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Data_to_be_predicted\image4.jpg: 448x640 11 Potholes, 7.9ms Speed: 1.3ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Data_to_be_predicted\image5.jpg: 448x640 10 Potholes, 7.8ms Speed: 1.1ms preprocess, 7.8ms inference, 1.5ms postprocess per image at shape (1, 3, 448, 640) Results saved to runs\detect\predict7
InΒ [20]:
import os
from IPython.display import Image, display
pred_dir = "runs/detect/predict_small_combined"
for i in range(len(os.listdir(pred_dir))):
print("Displaying output for image:", i+1)
output_img = os.listdir(pred_dir)[i]
display(Image(filename=os.path.join(pred_dir, output_img)))
boxes = result[0].boxes
print("Potholes detected:", len(boxes))
Displaying output for image: 1
Potholes detected: 10 Displaying output for image: 2
Potholes detected: 10 Displaying output for image: 3
Potholes detected: 10 Displaying output for image: 4
Potholes detected: 10 Displaying output for image: 5
Potholes detected: 10
InΒ [21]:
import os
Test_data = r"D:\ASTC project\Test_data_1_real"
for files in os.listdir(Test_data):
image_path = os.path.join(Test_data,files)
result = inference_Combined_small_model.predict(image_path ,save_dir = "D:\ASTC project\Combined_nano_model_1_POthole2-3",conf = 0.10 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\Test_data_1_real\IMG-20250822-WA0007.jpg: 480x640 (no detections), 122.2ms Speed: 4.8ms preprocess, 122.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Test_data_1_real\IMG-20250822-WA0008.jpg: 640x480 11 Potholes, 116.8ms Speed: 4.2ms preprocess, 116.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 480) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Test_data_1_real\IMG-20250822-WA0009.jpg: 640x480 2 Potholes, 70.3ms Speed: 4.2ms preprocess, 70.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 480) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Test_data_1_real\IMG-20250822-WA0010.jpg: 480x640 2 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) Results saved to runs\detect\predict7
InΒ [2]:
# Training medium model of Pothole2-3 and training it again on New pothole detection-2
from ultralytics import YOLO
model = inference_medium_model
model.train(data = r"D:\ASTC project\New-pothole-detection-2\data.yaml" ,epochs =20 ,imgsz = 512 , batch = 4 ,name = "yoloM_final_combined",workers=4)
New https://pypi.org/project/ultralytics/8.3.185 available Update with 'pip install -U ultralytics' Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) engine\trainer: agnostic_nms=False, amp=True, augment=False, auto_augment=randaugment, batch=4, bgr=0.0, box=7.5, cache=False, cfg=None, classes=None, close_mosaic=10, cls=0.5, conf=None, copy_paste=0.0, copy_paste_mode=flip, cos_lr=False, cutmix=0.0, data=D:\ASTC project\New-pothole-detection-2\data.yaml, degrees=0.0, deterministic=True, device=None, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, epochs=20, erasing=0.4, exist_ok=False, fliplr=0.5, flipud=0.0, format=torchscript, fraction=1.0, freeze=None, half=False, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, imgsz=512, int8=False, iou=0.7, keras=False, kobj=1.0, line_width=None, lr0=0.01, lrf=0.01, mask_ratio=4, max_det=300, mixup=0.0, mode=train, model=D:\ASTC project\runs\detect\yoloM_final3\weights\best.pt, momentum=0.937, mosaic=1.0, multi_scale=False, name=yoloM_final_combined4, nbs=64, nms=False, opset=None, optimize=False, optimizer=auto, overlap_mask=True, patience=100, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=None, rect=False, resume=False, retina_masks=False, save=True, save_conf=False, save_crop=False, save_dir=runs\detect\yoloM_final_combined4, save_frames=False, save_json=False, save_period=-1, save_txt=False, scale=0.5, seed=0, shear=0.0, show=False, show_boxes=True, show_conf=True, show_labels=True, simplify=True, single_cls=False, source=None, split=val, stream_buffer=False, task=detect, time=None, tracker=botsort.yaml, translate=0.1, val=True, verbose=True, vid_stride=1, visualize=False, warmup_bias_lr=0.1, warmup_epochs=3.0, warmup_momentum=0.8, weight_decay=0.0005, workers=4, workspace=None Overriding model.yaml nc=2 with nc=1 from n params module arguments 0 -1 1 1856 ultralytics.nn.modules.conv.Conv [3, 64, 3, 2] 1 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2] 2 -1 1 111872 ultralytics.nn.modules.block.C3k2 [128, 256, 1, True, 0.25] 3 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 4 -1 1 444928 ultralytics.nn.modules.block.C3k2 [256, 512, 1, True, 0.25] 5 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2] 6 -1 1 1380352 ultralytics.nn.modules.block.C3k2 [512, 512, 1, True] 7 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2] 8 -1 1 1380352 ultralytics.nn.modules.block.C3k2 [512, 512, 1, True] 9 -1 1 656896 ultralytics.nn.modules.block.SPPF [512, 512, 5] 10 -1 1 990976 ultralytics.nn.modules.block.C2PSA [512, 512, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] 13 -1 1 1642496 ultralytics.nn.modules.block.C3k2 [1024, 512, 1, True] 14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 15 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] 16 -1 1 542720 ultralytics.nn.modules.block.C3k2 [1024, 256, 1, True] 17 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 18 [-1, 13] 1 0 ultralytics.nn.modules.conv.Concat [1] 19 -1 1 1511424 ultralytics.nn.modules.block.C3k2 [768, 512, 1, True] 20 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2] 21 [-1, 10] 1 0 ultralytics.nn.modules.conv.Concat [1] 22 -1 1 1642496 ultralytics.nn.modules.block.C3k2 [1024, 512, 1, True] 23 [16, 19, 22] 1 1411795 ultralytics.nn.modules.head.Detect [1, [256, 512, 512]] YOLO11m summary: 231 layers, 20,053,779 parameters, 20,053,763 gradients, 68.2 GFLOPs Transferred 643/649 items from pretrained weights Freezing layer 'model.23.dfl.conv.weight' AMP: running Automatic Mixed Precision (AMP) checks... AMP: checks passed train: Fast image access (ping: 0.10.0 ms, read: 258.6143.9 MB/s, size: 79.7 KB)
train: Scanning D:\ASTC project\New-pothole-detection-2\train\labels.cache... 6091 images, 4 backgrounds, 0 corrupt: 100%|ββββββββββ| 6091/6091 [00:00<?, ?it/s]
WARNING Box and segment counts should be equal, but got len(segments) = 2171, len(boxes) = 15830. To resolve this only boxes will be used and all segments will be removed. To avoid this please supply either a detect or segment dataset, not a detect-segment mixed dataset.
val: Fast image access (ping: 0.10.0 ms, read: 168.749.5 MB/s, size: 56.4 KB)
val: Scanning D:\ASTC project\New-pothole-detection-2\valid\labels.cache... 2094 images, 0 backgrounds, 0 corrupt: 100%|ββββββββββ| 2094/2094 [00:00<?, ?it/s]
Plotting labels to runs\detect\yoloM_final_combined4\labels.jpg... optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... optimizer: AdamW(lr=0.002, momentum=0.9) with parameter groups 106 weight(decay=0.0), 113 weight(decay=0.0005), 112 bias(decay=0.0) Image sizes 512 train, 512 val Using 4 dataloader workers Logging results to runs\detect\yoloM_final_combined4 Starting training for 20 epochs... Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/20 1.63G 1.908 2.133 1.818 12 512: 100%|ββββββββββ| 1523/1523 [03:59<00:00, 6.35it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:31<00:00, 8.38it/s]
all 2094 5214 0.484 0.365 0.352 0.139
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/20 1.88G 1.932 2.094 1.817 10 512: 100%|ββββββββββ| 1523/1523 [03:59<00:00, 6.35it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:31<00:00, 8.27it/s]
all 2094 5214 0.428 0.392 0.356 0.152
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/20 1.88G 1.91 2.017 1.803 9 512: 100%|ββββββββββ| 1523/1523 [03:59<00:00, 6.35it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:28<00:00, 9.31it/s]
all 2094 5214 0.488 0.385 0.375 0.163
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/20 1.88G 1.88 1.989 1.779 22 512: 100%|ββββββββββ| 1523/1523 [03:42<00:00, 6.86it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:28<00:00, 9.28it/s]
all 2094 5214 0.541 0.455 0.462 0.205
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/20 1.88G 1.826 1.915 1.737 11 512: 100%|ββββββββββ| 1523/1523 [05:18<00:00, 4.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:28<00:00, 9.25it/s]
all 2094 5214 0.598 0.477 0.507 0.236
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/20 1.88G 1.783 1.825 1.698 9 512: 100%|ββββββββββ| 1523/1523 [03:53<00:00, 6.53it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:32<00:00, 8.10it/s]
all 2094 5214 0.561 0.479 0.495 0.228
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/20 1.88G 1.76 1.795 1.684 10 512: 100%|ββββββββββ| 1523/1523 [04:00<00:00, 6.32it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:31<00:00, 8.24it/s]
all 2094 5214 0.593 0.455 0.489 0.227
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/20 1.88G 1.741 1.732 1.674 12 512: 100%|ββββββββββ| 1523/1523 [03:58<00:00, 6.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:32<00:00, 8.16it/s]
all 2094 5214 0.618 0.506 0.537 0.257
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/20 1.88G 1.711 1.681 1.65 8 512: 100%|ββββββββββ| 1523/1523 [04:04<00:00, 6.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:31<00:00, 8.31it/s]
all 2094 5214 0.66 0.511 0.567 0.277
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/20 1.88G 1.695 1.659 1.635 7 512: 100%|ββββββββββ| 1523/1523 [03:54<00:00, 6.50it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:28<00:00, 9.25it/s]
all 2094 5214 0.642 0.513 0.56 0.271
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/20 1.88G 1.689 1.557 1.648 5 512: 100%|ββββββββββ| 1523/1523 [03:47<00:00, 6.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:29<00:00, 8.95it/s]
all 2094 5214 0.639 0.528 0.572 0.278
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/20 1.88G 1.68 1.518 1.646 4 512: 100%|ββββββββββ| 1523/1523 [04:03<00:00, 6.26it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:29<00:00, 9.01it/s]
all 2094 5214 0.679 0.544 0.607 0.302
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/20 1.88G 1.642 1.478 1.611 3 512: 100%|ββββββββββ| 1523/1523 [20:50<00:00, 1.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:29<00:00, 9.02it/s]
all 2094 5214 0.678 0.545 0.606 0.302
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/20 1.88G 1.629 1.438 1.601 4 512: 100%|ββββββββββ| 1523/1523 [07:21<00:00, 3.45it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:31<00:00, 8.29it/s]
all 2094 5214 0.698 0.561 0.631 0.323
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/20 1.88G 1.601 1.388 1.582 7 512: 100%|ββββββββββ| 1523/1523 [03:56<00:00, 6.44it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:30<00:00, 8.51it/s]
all 2094 5214 0.716 0.565 0.64 0.333
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
16/20 1.88G 1.574 1.363 1.558 6 512: 100%|ββββββββββ| 1523/1523 [03:54<00:00, 6.49it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:29<00:00, 8.90it/s]
all 2094 5214 0.692 0.579 0.642 0.335
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
17/20 1.88G 1.564 1.333 1.552 4 512: 100%|ββββββββββ| 1523/1523 [03:50<00:00, 6.60it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:29<00:00, 8.81it/s]
all 2094 5214 0.704 0.581 0.652 0.346
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
18/20 1.88G 1.535 1.291 1.533 3 512: 100%|ββββββββββ| 1523/1523 [04:21<00:00, 5.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:29<00:00, 8.92it/s]
all 2094 5214 0.706 0.591 0.66 0.353
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
19/20 1.88G 1.516 1.259 1.522 7 512: 100%|ββββββββββ| 1523/1523 [04:34<00:00, 5.56it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:32<00:00, 8.00it/s]
all 2094 5214 0.71 0.599 0.674 0.361
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
20/20 1.88G 1.495 1.233 1.512 5 512: 100%|ββββββββββ| 1523/1523 [04:15<00:00, 5.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:31<00:00, 8.24it/s]
all 2094 5214 0.697 0.614 0.676 0.366 20 epochs completed in 1.897 hours. Optimizer stripped from runs\detect\yoloM_final_combined4\weights\last.pt, 40.5MB Optimizer stripped from runs\detect\yoloM_final_combined4\weights\best.pt, 40.5MB Validating runs\detect\yoloM_final_combined4\weights\best.pt... Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) YOLO11m summary (fused): 125 layers, 20,030,803 parameters, 0 gradients, 67.6 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 262/262 [00:26<00:00, 9.86it/s]
all 2094 5214 0.698 0.614 0.677 0.366
Speed: 0.2ms preprocess, 9.0ms inference, 0.0ms loss, 1.1ms postprocess per image
Results saved to runs\detect\yoloM_final_combined4
Out[2]:
ultralytics.utils.metrics.DetMetrics object with attributes:
ap_class_index: array([0])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x0000022C89B322D0>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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0.022163, 0.021913, 0.020993, 0.020025, 0.019405, 0.018279, 0.017311, 0.016726, 0.016141, 0.015833, 0.015637, 0.015345, 0.014764, 0.014376, 0.014165, 0.013886, 0.013606, 0.013507, 0.01336, 0.012639, 0.012541, 0.011988, 0.011403,
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0.00083068, 0.00081195, 0.00079323, 0.00077451, 0.00075946, 0.00074677, 0.00073409, 0.00072141, 0.00070872, 0.00069604, 0.00068336, 0.00067067, 0.00065799, 0.00064531, 0.00063262, 0.00061994, 0.00060726, 0.00059457, 0.00058189, 0.00038416, 0.00036049, 0.00033736, 0.00031423,
0.0002911, 0.00026797, 0.00024485, 0.00022172, 0.00019859, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]), 'Confidence', 'Recall']]
fitness: np.float64(0.3973198530439065)
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.36629])
names: {0: 'Pothole'}
nt_per_class: array([5214])
nt_per_image: array([2094])
results_dict: {'metrics/precision(B)': np.float64(0.6975133856055634), 'metrics/recall(B)': np.float64(0.6135404679708477), 'metrics/mAP50(B)': np.float64(0.6765573300488356), 'metrics/mAP50-95(B)': np.float64(0.36629346671002544), 'fitness': np.float64(0.3973198530439065)}
save_dir: WindowsPath('runs/detect/yoloM_final_combined4')
speed: {'preprocess': 0.18370620917027183, 'inference': 8.975221441848312, 'loss': 0.0008530088646093664, 'postprocess': 1.0737333331771244}
stats: {'tp': [], 'conf': [], 'pred_cls': [], 'target_cls': [], 'target_img': []}
task: 'detect'
InΒ [3]:
from ultralytics import YOLO
inference_Combined_medium_model= YOLO(r"D:\ASTC project\runs\detect\yoloM_final_combined4\weights\best.pt")
InΒ [5]:
import os
Test_data= r"D:\ASTC project\Data_to_be_predicted"
for files in os.listdir(Test_data):
image_path = os.path.join(Test_data,files)
result = inference_Combined_medium_model.predict(image_path ,conf = 0.25 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\Data_to_be_predicted\image1.jpg: 352x512 1 Pothole, 50.0ms Speed: 1.5ms preprocess, 50.0ms inference, 5.0ms postprocess per image at shape (1, 3, 352, 512) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Data_to_be_predicted\image2.jpg: 352x512 3 Potholes, 12.4ms Speed: 1.0ms preprocess, 12.4ms inference, 2.9ms postprocess per image at shape (1, 3, 352, 512) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Data_to_be_predicted\image3 (1).png: 352x512 8 Potholes, 12.7ms Speed: 1.2ms preprocess, 12.7ms inference, 1.4ms postprocess per image at shape (1, 3, 352, 512) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Data_to_be_predicted\image4.jpg: 352x512 7 Potholes, 12.6ms Speed: 0.8ms preprocess, 12.6ms inference, 1.2ms postprocess per image at shape (1, 3, 352, 512) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Data_to_be_predicted\image5.jpg: 352x512 6 Potholes, 12.8ms Speed: 1.0ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 352, 512) Results saved to runs\detect\predict7
InΒ [6]:
import os
from IPython.display import Image, display
pred_dir = "runs/detect/predict_medium_combined"
for i in range(len(os.listdir(pred_dir))):
print("Displaying output for image:", i+1)
output_img = os.listdir(pred_dir)[i]
display(Image(filename=os.path.join(pred_dir, output_img)))
boxes = result[0].boxes
print("Potholes detected:", len(boxes))
Displaying output for image: 1
Potholes detected: 6 Displaying output for image: 2
Potholes detected: 6 Displaying output for image: 3
Potholes detected: 6 Displaying output for image: 4
Potholes detected: 6 Displaying output for image: 5
Potholes detected: 6
InΒ [12]:
Test_Pothole_2_3 = r"D:\ASTC project\Pothole-2-3\test\images"
for files in os.listdir(Test_Pothole_2_3):
image_path = os.path.join(Test_Pothole_2_3,files)
result = inference_Combined_nano_model.predict(image_path ,conf = 0.25 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000060_jpg.rf.9073677e623a79d6385864c446c25bc8.jpg: 640x640 (no detections), 71.1ms Speed: 5.4ms preprocess, 71.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000060_jpg.rf.9bf0ebfc25a419901a6943b4fcfb1744.jpg: 640x640 (no detections), 69.8ms Speed: 5.6ms preprocess, 69.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000060_jpg.rf.d09b8562c47011c0f66a6a988d60a725.jpg: 640x640 (no detections), 69.4ms Speed: 5.7ms preprocess, 69.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000060_jpg.rf.f6b06dae5dbf0602d611b8eac9fe9770.jpg: 640x640 (no detections), 69.4ms Speed: 6.4ms preprocess, 69.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000134_jpg.rf.035813fc20d0ceb62259d80cb3bb878b.jpg: 640x640 (no detections), 17.8ms Speed: 5.9ms preprocess, 17.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000285_jpg.rf.a41a2cc97ea7466a94895e92ba315d9b.jpg: 640x640 3 Potholes, 9.1ms Speed: 2.8ms preprocess, 9.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000285_jpg.rf.a5bb08d36a2b3d8127f6864108c4b299.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000386_jpg.rf.6e2a3fef29f24f5207e0e846201e2a94.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.2ms preprocess, 12.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000386_jpg.rf.ca4ff20e4d148b57af5cde5d1717ed50.jpg: 640x640 (no detections), 8.0ms Speed: 2.7ms preprocess, 8.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000386_jpg.rf.fe436d4a97c8dfaaa84042560653ee50.jpg: 640x640 (no detections), 9.5ms Speed: 2.8ms preprocess, 9.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000421_r_jpg.rf.493a2f7fc9ea750c6c93dc22c2404b25.jpg: 640x640 (no detections), 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000421_r_jpg.rf.55e89144be4de0ef04285047c950d6c9.jpg: 640x640 (no detections), 8.2ms Speed: 2.0ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000421_r_jpg.rf.dcfb8b3a5da093a7b57b122d0503528f.jpg: 640x640 (no detections), 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000540_jpg.rf.66ed22baed72dc4dead307745bc8d036.jpg: 640x640 (no detections), 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000713_jpg.rf.d97faab6f7f30d9e8ae81e0f2ff4a5e0.jpg: 640x640 (no detections), 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000722_jpg.rf.41bef6d89f722b8e66e21d4353548619.jpg: 640x640 1 Pothole, 6.9ms Speed: 2.0ms preprocess, 6.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000078_r_jpg.rf.104093a97c5a3b6b19bc24d5dd7dcc8e.jpg: 640x640 (no detections), 8.8ms Speed: 1.8ms preprocess, 8.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000836_jpg.rf.ad33cba0e49eaa14b2aa5590f1aaf87f.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.0ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000906_jpg.rf.a9a0d2edb610411f717c7657891b3fdc.jpg: 640x640 (no detections), 7.0ms Speed: 2.7ms preprocess, 7.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000960_jpg.rf.056235d3796b130506e1726ada2d5ebb.jpg: 640x640 (no detections), 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000960_jpg.rf.d0b9a23181aa3b526f49ef755005c262.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.0ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000982_jpg.rf.3935ec8a160458e2343858fa1fd0beee.jpg: 640x640 (no detections), 7.6ms Speed: 1.9ms preprocess, 7.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000982_jpg.rf.73c9bf822a6fa9c759c68abf2f871d12.jpg: 640x640 (no detections), 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000989_jpg.rf.56a2c9dc61c1ea205a967c1b3b82c366.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001064_jpg.rf.2db7c7d2b8c7bb6a2e5c78439f3d232b.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.7ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001080_jpg.rf.8153bf2dfd5b525f7ee2840089caca3d.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.4ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001140_jpg.rf.2f67a5c5077eacc0287adc311156c04f.jpg: 640x640 (no detections), 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000114_r_jpg.rf.ab230ef672ef7b4daf5363513d8aa1de.jpg: 640x640 (no detections), 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000114_r_jpg.rf.cd16f2716d322b0edc88b5efccf591ef.jpg: 640x640 (no detections), 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000132_r_jpg.rf.1ecc17e6ed0fb9dd923d823c2cf914e6.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000132_r_jpg.rf.73fe0b39bb6582b877fe0f9e229882bd.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001422_jpg.rf.2ed292538e1d4fec65fb7ce573392b6b.jpg: 640x640 (no detections), 6.9ms Speed: 1.9ms preprocess, 6.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001422_jpg.rf.7f136236fe8a26efe179931308772bf3.jpg: 640x640 (no detections), 7.2ms Speed: 2.0ms preprocess, 7.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001422_jpg.rf.fe43527fb39e7418b9398614adf8db67.jpg: 640x640 (no detections), 10.6ms Speed: 2.1ms preprocess, 10.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001533_jpg.rf.4283ed37c1d59087985da12e8701f5c8.jpg: 640x640 1 Pothole, 6.9ms Speed: 2.0ms preprocess, 6.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001533_jpg.rf.ff3c8c7898916bea980150d1f850d9af.jpg: 640x640 1 Pothole, 6.7ms Speed: 1.7ms preprocess, 6.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001574_jpg.rf.47c89abfda79cb9a7f2406769569a5f4.jpg: 640x640 1 Pothole, 7.2ms Speed: 2.6ms preprocess, 7.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001574_jpg.rf.48911563743cb93a1a0aedbd9b6b2764.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.1ms preprocess, 7.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000162_r_jpg.rf.df59625dd54bda50bddef6cbd9c91751.jpg: 640x640 2 Potholes, 7.1ms Speed: 2.1ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001658_jpg.rf.44d6ab42591c20203a9111094f238155.jpg: 640x640 (no detections), 7.3ms Speed: 2.5ms preprocess, 7.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001658_jpg.rf.a8ae56b1f484d9351d14c3f2ce898a76.jpg: 640x640 1 Pothole, 8.9ms Speed: 3.5ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001721_jpg.rf.16ee94002a7d298b8406633b20ab9752.jpg: 640x640 (no detections), 7.0ms Speed: 2.2ms preprocess, 7.0ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001935_jpg.rf.32fbd52ee3cad6885b554b0113118fc5.jpg: 640x640 (no detections), 7.2ms Speed: 2.1ms preprocess, 7.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001935_jpg.rf.cc2db83aa92f2eff9bab6088a7115834.jpg: 640x640 (no detections), 7.1ms Speed: 2.3ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0002010_jpg.rf.4fa14ed7c1b0b5f932855a68b35f1398.jpg: 640x640 (no detections), 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000240_r_jpg.rf.5d3406b520cf00c6fa3144e283025aaf.jpg: 640x640 (no detections), 7.1ms Speed: 2.4ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0002460_jpg.rf.2249a9974998cf37891c28d8602e2ad1.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0002460_jpg.rf.ad2280978786c4be83296183a5948a1b.jpg: 640x640 2 Potholes, 7.2ms Speed: 1.7ms preprocess, 7.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0002473_jpg.rf.fa035601ea0011427a3bd39dea9339f5.jpg: 640x640 (no detections), 7.4ms Speed: 1.8ms preprocess, 7.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000285_r_jpg.rf.363b4fa2cf97d88fe96c67c5c404d842.jpg: 640x640 (no detections), 7.1ms Speed: 2.4ms preprocess, 7.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000285_r_jpg.rf.d770f84ed4c140a0a8d19b4ad169ac11.jpg: 640x640 (no detections), 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0002910_jpg.rf.62e180ff6d6549437ffa021703eb0e93.jpg: 640x640 (no detections), 7.9ms Speed: 2.0ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000306_r_jpg.rf.2d6a3b4cc74b062ee2120315d2a4f443.jpg: 640x640 (no detections), 7.2ms Speed: 2.5ms preprocess, 7.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000306_r_jpg.rf.48b9f2bcbc050a764e3d927b3cb9c0d0.jpg: 640x640 (no detections), 7.3ms Speed: 1.9ms preprocess, 7.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000312_r_jpg.rf.6a4411ce93d84ef52307020422ca0cff.jpg: 640x640 (no detections), 7.7ms Speed: 1.9ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000312_r_jpg.rf.bd1b221f1eef3a057abbfc7b3f531635.jpg: 640x640 (no detections), 7.1ms Speed: 1.9ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0003299_jpg.rf.bfb4e2d44a330bfcc0c4c4e66fba0dca.jpg: 640x640 (no detections), 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0003382_jpg.rf.456864304a5380560a6e273d81ddd454.jpg: 640x640 (no detections), 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0003382_jpg.rf.6a8e4d19f7db5b6955492189f1738f82.jpg: 640x640 (no detections), 7.4ms Speed: 2.0ms preprocess, 7.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0003647_jpg.rf.40cc563940d8f4a23f752f3f55dac4d8.jpg: 640x640 4 Potholes, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0003735_jpg.rf.9d9982773db46dbf5a438b8c475975bc.jpg: 640x640 (no detections), 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0003735_jpg.rf.d3990a0701f956a21af7b908baf1a0c3.jpg: 640x640 1 Pothole, 7.7ms Speed: 1.9ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0003911_jpg.rf.05fd242bafcb5538e5fc99de5a724753.jpg: 640x640 1 Pothole, 7.5ms Speed: 1.8ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0003911_jpg.rf.cfd0b886177267f5956b1656aaffe040.jpg: 640x640 (no detections), 7.3ms Speed: 2.2ms preprocess, 7.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0004063_jpg.rf.d14fceadbb4bccacf8a9deac1ddbfaa8.jpg: 640x640 (no detections), 7.8ms Speed: 1.8ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0004318_jpg.rf.e9912aef914b427210dd70be3b564a7a.jpg: 640x640 (no detections), 7.3ms Speed: 2.4ms preprocess, 7.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0004326_jpg.rf.68dea7d62c8df5bc8321ead6299fdabc.jpg: 640x640 1 Pothole, 7.3ms Speed: 2.3ms preprocess, 7.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0004326_jpg.rf.e16e62a25a3471924e1dc25fdc165ca9.jpg: 640x640 (no detections), 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000432_r_jpg.rf.5894f285fd7b57bd93b1a84a28748c07.jpg: 640x640 (no detections), 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000469_r_jpg.rf.625865f7cfa8ed571d3642bc7b0185d1.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0004935_jpg.rf.4a0003dd8212d9510abf1b050d9985c7.jpg: 640x640 (no detections), 7.8ms Speed: 1.9ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0004935_jpg.rf.693f81926363ddaf7b04b94decdcfa58.jpg: 640x640 (no detections), 7.7ms Speed: 1.9ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0004936_jpg.rf.75ecae931821173d8f6fc6d55593d3e5.jpg: 640x640 (no detections), 7.1ms Speed: 2.4ms preprocess, 7.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0005160_jpg.rf.0ae85df4794455df0ac65002b0d71c15.jpg: 640x640 (no detections), 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0005160_jpg.rf.d42eec75d22760a01a62abf664d0ca32.jpg: 640x640 (no detections), 7.5ms Speed: 2.7ms preprocess, 7.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0005520_jpg.rf.411932b5ea5ff4632c9cf0fe37223826.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.0ms preprocess, 10.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0005835_jpg.rf.363ac715ba2db6e6da87262d4cc1e1f0.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.2ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0005835_jpg.rf.e568a585c52b3110ee7c248954b3ef6d.jpg: 640x640 (no detections), 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000588_r_jpg.rf.13f72571e27d0eff0eb61663767631bb.jpg: 640x640 (no detections), 8.4ms Speed: 1.9ms preprocess, 8.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0006060_jpg.rf.8710200e1667bd71efa3854cc2ca062c.jpg: 640x640 1 Pothole, 7.4ms Speed: 1.9ms preprocess, 7.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000642_r_jpg.rf.92033af6aeb384f7eb3a1504cd87cf4a.jpg: 640x640 1 Pothole, 7.1ms Speed: 2.0ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0006582_jpg.rf.d786bc44191d04973e0e57eebd3c54d5.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.6ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0006960_jpg.rf.064c2bf1e945f0f51141a99f6bd9936a.jpg: 640x640 (no detections), 7.9ms Speed: 2.0ms preprocess, 7.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000696_r_jpg.rf.38917a25ba55af7c52cf866ae7ca8968.jpg: 640x640 (no detections), 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000696_r_jpg.rf.696ad7019b20f2755ab569a76f303332.jpg: 640x640 (no detections), 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000696_r_jpg.rf.dcc1041f511b90f6aa7b69df1b9f930f.jpg: 640x640 (no detections), 7.5ms Speed: 2.5ms preprocess, 7.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007052_jpg.rf.5fe69fcfce7ae29541a1a89c14ad3e42.jpg: 640x640 (no detections), 7.4ms Speed: 1.9ms preprocess, 7.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007052_jpg.rf.a625503c27005985401c956031670234.jpg: 640x640 (no detections), 7.2ms Speed: 1.9ms preprocess, 7.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007052_jpg.rf.fffe46243868bf316f99b70ba1241dd3.jpg: 640x640 (no detections), 7.9ms Speed: 1.9ms preprocess, 7.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000708_r_jpg.rf.f4d9bfbd319792070347f9e9ac9ad7e6.jpg: 640x640 (no detections), 6.6ms Speed: 2.5ms preprocess, 6.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007110_jpg.rf.8024959b75abcf9851fb4a8a97fb3eef.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007128_jpg.rf.c77ddf9589b2e9352de49fec7cb6790a.jpg: 640x640 (no detections), 6.9ms Speed: 1.8ms preprocess, 6.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000720_r_jpg.rf.70076529e9766059db6f73eeeffdb876.jpg: 640x640 2 Potholes, 7.3ms Speed: 2.2ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007260_jpg.rf.bb434a26ae75995f6c769af631863322.jpg: 640x640 (no detections), 11.0ms Speed: 3.6ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000738_r_jpg.rf.e40015af0d7950e0fb47c07341ac545c.jpg: 640x640 (no detections), 7.5ms Speed: 1.8ms preprocess, 7.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007441_r_jpg.rf.5ecf30bb148d1dc3df8324f122f1d90c.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.4ms preprocess, 7.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007441_r_jpg.rf.b1b3df019315034992c05a465ee5a4f7.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.1ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000744_r_jpg.rf.8a7d0a1468874f88ffd8969c6d97d208.jpg: 640x640 (no detections), 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000762_r_jpg.rf.510be18bbcde832ee23feda6123787e9.jpg: 640x640 (no detections), 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000774_r_jpg.rf.e3f4d2317efe4ccfa75f752c65dab004.jpg: 640x640 (no detections), 7.4ms Speed: 2.0ms preprocess, 7.4ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000780_r_jpg.rf.418dbcbbe2e4a0b1836efdd19f527880.jpg: 640x640 (no detections), 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007860_jpg.rf.1cb3ccb001678ee4ab8ac86c46571abc.jpg: 640x640 (no detections), 17.6ms Speed: 3.2ms preprocess, 17.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007860_jpg.rf.27f6f5fc57e2bf86d163cc2afa2178ee.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.7ms preprocess, 9.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007860_jpg.rf.80d82faee240fb4b62b562d28e01868d.jpg: 640x640 2 Potholes, 7.2ms Speed: 2.1ms preprocess, 7.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008057_jpg.rf.269b83330ab8352094d4bcc5becfb2f6.jpg: 640x640 (no detections), 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008057_jpg.rf.6183d6782197deee3ba2d62f52c43ee7.jpg: 640x640 (no detections), 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000816_r_jpg.rf.6c1f496fdd418043d3d8a45b3cd724d0.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008385_jpg.rf.0974b5cfb3da55fdb96f009f67618d0e.jpg: 640x640 1 Pothole, 7.3ms Speed: 1.9ms preprocess, 7.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008385_jpg.rf.cc5cfa1240628983b358fed0311cc8e5.jpg: 640x640 1 Pothole, 7.1ms Speed: 2.2ms preprocess, 7.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008447_jpg.rf.08331a2e44280b1f15be03071c114cd2.jpg: 640x640 (no detections), 7.8ms Speed: 2.5ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008447_jpg.rf.9376fb757cb1b098be2e7ab277a6e48a.jpg: 640x640 (no detections), 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000846_r_jpg.rf.19b5280a27f593ffa16b0f436cf19c4f.jpg: 640x640 2 Potholes, 8.1ms Speed: 1.9ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008498_jpg.rf.cfc981deac71342877ca8bfe88a3c5c3.jpg: 640x640 (no detections), 6.7ms Speed: 2.3ms preprocess, 6.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008513_jpg.rf.ba418ce937004632d3bf63aff23b9eee.jpg: 640x640 (no detections), 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008536_jpg.rf.0d557b00980f2b1d37babf61fcdff02d.jpg: 640x640 (no detections), 7.1ms Speed: 1.9ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008536_jpg.rf.7f0996038d3c08feda31a4400301273a.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008599_jpg.rf.c8ee45f4e2e3d0016606eab455022919.jpg: 640x640 (no detections), 7.6ms Speed: 1.8ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008685_jpg.rf.0a7efd00642de9f1aa80c1054fc953b8.jpg: 640x640 1 Pothole, 6.7ms Speed: 2.3ms preprocess, 6.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008685_jpg.rf.7f8ba48c7b62c6903c305424010288b5.jpg: 640x640 1 Pothole, 8.0ms Speed: 1.9ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008685_jpg.rf.d47adaf39b7243e7bf4f683f6c61d403.jpg: 640x640 1 Pothole, 7.6ms Speed: 1.9ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008910_jpg.rf.3d0d5076768e10c28e8e4852ad6451ed.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.3ms preprocess, 7.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008910_jpg.rf.bdd603596ca995c4bcd644fe48fc6577.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.0ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008985_jpg.rf.50e08f0541ec191c5c9332e1ca909490.jpg: 640x640 (no detections), 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008985_jpg.rf.5c1d977c86cc78c1dbf7b27ec229655c.jpg: 640x640 2 Potholes, 7.7ms Speed: 1.8ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001104_r_jpg.rf.1feb57f36c9ff1db3e66ee873eb3a49d.jpg: 640x640 (no detections), 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001104_r_jpg.rf.c049a412d7dd10086ba282e9d0f29537.jpg: 640x640 (no detections), 7.6ms Speed: 1.8ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001176_r_jpg.rf.564219bfc67270c76f3328aeb2de3035.jpg: 640x640 2 Potholes, 6.9ms Speed: 2.4ms preprocess, 6.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001296_r_jpg.rf.6202d5cd79e144bd9748d542892441e6.jpg: 640x640 (no detections), 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0013560_jpg.rf.165defcb0e8b98c6924f483ff7eade2d.jpg: 640x640 (no detections), 6.9ms Speed: 1.9ms preprocess, 6.9ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001560_r_jpg.rf.c17628d864bf18cf9665d1a2ec46ce30.jpg: 640x640 (no detections), 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001782_r_jpg.rf.1898e138c7016f91a9f2831f3442d9cb.jpg: 640x640 1 Pothole, 6.9ms Speed: 2.0ms preprocess, 6.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001782_r_jpg.rf.2a7f734a3d635d4f6b9f35d4bd960968.jpg: 640x640 1 Pothole, 6.9ms Speed: 2.0ms preprocess, 6.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001782_r_jpg.rf.9db484c36bce50d5616feb69b980bc8f.jpg: 640x640 1 Pothole, 6.8ms Speed: 1.9ms preprocess, 6.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001782_r_jpg.rf.ca4b3e92b00489a189cc2c46220a835f.jpg: 640x640 (no detections), 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001782_r_jpg.rf.ff925cbb7044579c8d60ee34b9741dc0.jpg: 640x640 1 Pothole, 7.1ms Speed: 1.9ms preprocess, 7.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\11_jpg.rf.5dd5f0de4701c9237483d75ebccb22f5.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\12_jpg.rf.8ab8e249a0dc383c5d1724bd8873a8f4.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\12_jpg.rf.cd6bbeaad14d712e3de5585841ee224e.jpg: 640x640 (no detections), 6.8ms Speed: 1.8ms preprocess, 6.8ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\13_jpg.rf.0221043a5f012ba21eccbf633eb9fce7.jpg: 640x640 1 Pothole, 6.9ms Speed: 1.9ms preprocess, 6.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\13_jpg.rf.3d28c3aa12fb372a57a34ef8fefd4715.jpg: 640x640 (no detections), 7.0ms Speed: 1.8ms preprocess, 7.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\14_jpg.rf.46516f5a576aeb4e305ebd1ef5607b58.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\14_jpg.rf.5b8eeb737f8b1276567900eb74b666b6.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.0ms preprocess, 7.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\15_jpg.rf.96b1d90146d26c9efd905f1eab53ba58.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.2ms preprocess, 14.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\15_jpg.rf.b86e70dfbaf99e240c5f9f6cf1b778e7.jpg: 640x640 1 Pothole, 6.8ms Speed: 1.8ms preprocess, 6.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\15_jpg.rf.e941dc1ec477bc3a544544babe78dc8e.jpg: 640x640 1 Pothole, 6.8ms Speed: 2.2ms preprocess, 6.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\15_jpg.rf.ec13c37f98ecb57c7c6035f984dcab3a.jpg: 640x640 (no detections), 6.9ms Speed: 2.2ms preprocess, 6.9ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\16_jpg.rf.d18368701d92efef7d7a46456c4260d0.jpg: 640x640 (no detections), 8.0ms Speed: 1.8ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\17_jpg.rf.36281fbefafb42c368ba1bcf19a65d75.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\17_jpg.rf.677cda4b749865bc0db7b4b3756855ed.jpg: 640x640 (no detections), 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\17_jpg.rf.ad0d8c795e78876a8fb6d045f28ec8e8.jpg: 640x640 (no detections), 7.2ms Speed: 2.4ms preprocess, 7.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\18_jpg.rf.35b0d8158e1162c85e232a04978a6c6d.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.2ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\18_jpg.rf.46ac6162a11ac241115ab20545c7a472.jpg: 640x640 1 Pothole, 7.3ms Speed: 2.1ms preprocess, 7.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-03-14_15-51-24-112520_leftImg8bit_jpg.rf.2007dae690ab711a02bfff620153877b.jpg: 640x640 (no detections), 6.9ms Speed: 2.3ms preprocess, 6.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-14_14-6-34-638379_leftImg8bit_jpg.rf.01a60ebd1be0584d8ac5c6b30cd126e1.jpg: 640x640 (no detections), 6.9ms Speed: 2.1ms preprocess, 6.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-14_14-6-34-638379_leftImg8bit_jpg.rf.7d172eb465ed7431da531e542f346b94.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-23_13-31-58-471096_leftImg8bit_jpg.rf.bc90dd01b65414284fbf127260445ed2.jpg: 640x640 (no detections), 7.9ms Speed: 1.9ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-23_13-32-35-928328_leftImg8bit_jpg.rf.d69749bae83ab7ddc158188c9a95cd0f.jpg: 640x640 (no detections), 7.6ms Speed: 2.6ms preprocess, 7.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-29_11-23-1-275396_leftImg8bit_jpg.rf.395dc666647c72fbec9fbc3dff8df7a8.jpg: 640x640 (no detections), 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-14-1-305354_leftImg8bit_jpg.rf.09f31b86eade39a64a914d614cacb805.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-14-1-305354_leftImg8bit_jpg.rf.6c963ce06b30edff263fbc84d0bb7501.jpg: 640x640 1 Pothole, 7.3ms Speed: 1.9ms preprocess, 7.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-14-1-305354_leftImg8bit_jpg.rf.d1bc6a4537ff1f19d53f842237dacaf7.jpg: 640x640 (no detections), 7.2ms Speed: 2.3ms preprocess, 7.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-14-3-164774_leftImg8bit_jpg.rf.1456eaa3c51b93b27cd94d1289f7ba66.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-17-21-619610_leftImg8bit_jpg.rf.053b5a2ebc1f280fb592800196f71f2a.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.2ms preprocess, 12.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-17-21-619610_leftImg8bit_jpg.rf.2755e427876ce125dd5a00e812291814.jpg: 640x640 (no detections), 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-17-21-619610_leftImg8bit_jpg.rf.51849600c6662bf4806312f46078427f.jpg: 640x640 (no detections), 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-17-21-619610_leftImg8bit_jpg.rf.54a918cc73b20853027cf930eb808c56.jpg: 640x640 3 Potholes, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-17-21-619610_leftImg8bit_jpg.rf.a690bbba9447f177138f3d04f388a804.jpg: 640x640 (no detections), 12.3ms Speed: 2.7ms preprocess, 12.3ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-3-3-075908_leftImg8bit_jpg.rf.60ccd6d12377fe5d2b21ec92ff9dfa71.jpg: 640x640 1 Pothole, 8.7ms Speed: 1.9ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-3-3-075908_leftImg8bit_jpg.rf.911af98a70e3a7051ba094934d0adddc.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.6ms preprocess, 7.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-3-3-075908_leftImg8bit_jpg.rf.956a0311117b324eb8fff7a75cc9fcba.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-5-49-738327_leftImg8bit_jpg.rf.a5fb5be423839e61eced20c5306a5e86.jpg: 640x640 (no detections), 8.0ms Speed: 1.8ms preprocess, 8.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\20_jpg.rf.24636550a0fb9e3abd891ce52befc02a.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.8ms preprocess, 7.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\20_jpg.rf.3ee20c65111be4824571843e0d32e646.jpg: 640x640 15 Potholes, 12.1ms Speed: 2.2ms preprocess, 12.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\20_jpg.rf.3ef23e9407adc2e2d53dd2c0276614bd.jpg: 640x640 8 Potholes, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\21_jpg.rf.06222c61ed137be734fc02412047b694.jpg: 640x640 (no detections), 9.0ms Speed: 3.0ms preprocess, 9.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\21_jpg.rf.360ddb72a6e761929271321abf96b48b.jpg: 640x640 (no detections), 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\21_jpg.rf.39da06fd8d7924ee008f0f713c28ccc1.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.5ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\21_jpg.rf.a39ef50064bdd452e760d562ab1c3104.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\21_jpg.rf.ace583396247977c798b2dff03c2bd60.jpg: 640x640 (no detections), 10.5ms Speed: 3.1ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\21_jpg.rf.bf65fe2a65cb6d7a91aed444bd7fce29.jpg: 640x640 (no detections), 9.1ms Speed: 2.5ms preprocess, 9.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\21_jpg.rf.feb162d4063bb8383f2b5e6075d8bebc.jpg: 640x640 (no detections), 7.3ms Speed: 2.2ms preprocess, 7.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.1265b55781a9c519367d61d52fa0cbc2.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.32faa66a9bfda3ba99a8bd6ffd56efa1.jpg: 640x640 (no detections), 7.9ms Speed: 2.5ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.5a643031010e48dc5721199ff7403895.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.64f3a895eb2d4d57966f870ce9a72220.jpg: 640x640 (no detections), 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.8b395eeb04e1df3f426cd54b37f1f762.jpg: 640x640 (no detections), 8.2ms Speed: 3.1ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.b5a295a70a99c6303860693db21cee65.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.bfddc018962b7ea318658a6961c0f69c.jpg: 640x640 1 Pothole, 9.2ms Speed: 3.3ms preprocess, 9.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.e15c8cd756848bbd0acc651225608b63.jpg: 640x640 (no detections), 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.ec8568761157befb263133a77825e4ec.jpg: 640x640 (no detections), 11.4ms Speed: 3.0ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\23_jpg.rf.224a636cd239e388c90793e519b31b66.jpg: 640x640 1 Pothole, 9.3ms Speed: 3.0ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.05346b34efc48575128ce5c012a5c60f.jpg: 640x640 (no detections), 10.3ms Speed: 3.0ms preprocess, 10.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.1f7cec84ea00dcd690c767146538da05.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.7ms preprocess, 9.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.4d5ff20cd1494846ee86f1f56cf3b5b0.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.5d6c2d0176bf040105d5e41bd82959b5.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.8ms preprocess, 9.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.6122104d5060962c303da47f6d2783a1.jpg: 640x640 (no detections), 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.79a97db2bd9f4c33f94b5457b3cf24ce.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.8ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.7dc4c54f0ce7ca5a853069076546d0e9.jpg: 640x640 (no detections), 9.8ms Speed: 3.7ms preprocess, 9.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.94b370757797452a68d0225b763742c7.jpg: 640x640 3 Potholes, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.a0f360c93e1c660975819a34db866edf.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.a26ff470c5129297c911e78ea0ec28f3.jpg: 640x640 (no detections), 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.bfe58e50a515f76ed16c4942c09634e5.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.c45bca40631d81aa96359797ace1f361.jpg: 640x640 1 Pothole, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.c4f0274546d03082082ddcdde532423d.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.df83102a1d3b6791e902cae8ab2d2971.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\25_jpg.rf.4affeb789c8a4b0c5cbac3bf720f5a69.jpg: 640x640 (no detections), 12.3ms Speed: 2.5ms preprocess, 12.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\25_jpg.rf.4ef371c7dfc23b31c991a28564133e8a.jpg: 640x640 (no detections), 12.9ms Speed: 2.6ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\25_jpg.rf.986c5dab1a94ce7fe029acc90e3ddfe5.jpg: 640x640 (no detections), 11.4ms Speed: 3.1ms preprocess, 11.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\25_jpg.rf.a0e74cf32ecd393c35e5512c221714f7.jpg: 640x640 (no detections), 10.4ms Speed: 4.2ms preprocess, 10.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\25_jpg.rf.df396a9d0f7c7d723f3fe6e1e6bc36ba.jpg: 640x640 (no detections), 13.2ms Speed: 3.6ms preprocess, 13.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\26_jpg.rf.3d825aa525aa6a7679b92dc157d4cd71.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.7ms preprocess, 11.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\26_jpg.rf.7fbfb2f141f060e128f722e976737698.jpg: 640x640 1 Pothole, 7.9ms Speed: 1.8ms preprocess, 7.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\26_jpg.rf.7fef2314c172b6074fffcdbeaac6c7a2.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\26_jpg.rf.8b00776e662f1911181ac16f5aebf890.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.4ms preprocess, 14.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\26_jpg.rf.aa4905dc63e75e53945de90123f3bd13.jpg: 640x640 (no detections), 11.7ms Speed: 3.5ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\26_jpg.rf.cea4aa06b5d3744706d0748b5b754722.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.1677afe085d223c85e3d0ab12cc22207.jpg: 640x640 1 Pothole, 7.9ms Speed: 3.2ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.3f7790525de62e164ea3e7372d13dbfb.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.4698c2a975347e3cc429203e9ef07869.jpg: 640x640 (no detections), 8.3ms Speed: 3.2ms preprocess, 8.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.745fa1e78d5b4762e3fab4f2f2e78708.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.2ms preprocess, 7.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.9b333a9c94c2125c2acdc387215e553c.jpg: 640x640 (no detections), 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.9bf6a80516e440636e3274bd78bfdaf6.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.8ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.c694e209eb6abdb8443de239bdf0500f.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.eae08e7f28308af5f2409d8e2f333300.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.f90a3aae72e79fa299a37080fc33d1d7.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\28_jpg.rf.835abb0cd729250d7f2dc2fe026548e0.jpg: 640x640 (no detections), 9.0ms Speed: 1.9ms preprocess, 9.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\28_jpg.rf.f1e8c9976bcc9f4153f3d52893030827.jpg: 640x640 (no detections), 12.2ms Speed: 2.4ms preprocess, 12.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.1bd5fdf8d671887a70c7e90bbcb6cd2b.jpg: 640x640 (no detections), 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.2fa31087576f24f1897da9b83b2bb3eb.jpg: 640x640 (no detections), 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.3d698bc6beac95b18af5150dc95f6460.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.4961937c820678c6f4888c3d3b286830.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.6760404208faf2f84fcf4f3da3cbe448.jpg: 640x640 (no detections), 11.0ms Speed: 2.5ms preprocess, 11.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.86978a09f45393bb52f44cc0036f093c.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.5ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.b702e6901ff6d74c25dcae27ed2b190a.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.c5019c912f9442bf29e4fcf08c66d5ac.jpg: 640x640 (no detections), 9.3ms Speed: 2.6ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.fd3b5e8bf1acbefb768111702df16793.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.6ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2_jpg.rf.5cf8521be8876a5677ea53ea67d66b5e.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2_jpg.rf.619626599a246c1c65ea30fdb0bb648a.jpg: 640x640 (no detections), 12.5ms Speed: 4.4ms preprocess, 12.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2_jpg.rf.986417c2f45e476f4cb87b2c4f5c9fc5.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.3ms preprocess, 15.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2_jpg.rf.a2e005436f2a8c449cf5e5ff271da9bd.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2_jpg.rf.aa230dbd51978212e2daedc9807874cc.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.0ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2_jpg.rf.ba8392adf5cae945d4ead58c04eafc33.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2_jpg.rf.e9b52548f9f35637ade80ef9ef585167.jpg: 640x640 2 Potholes, 11.1ms Speed: 2.4ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.017a07d14b5d368a824bcf2c8068f802.jpg: 640x640 (no detections), 7.8ms Speed: 3.1ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.29035bbfe13f9de2a9c7f04d1d64f3e8.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.376362cf9e2a16a878aee3a85c1fdbb4.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.41c852bf4a614dd90c9c3f537c353027.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.59ebaa425001dfcee48a0a45ba91e206.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.65c960c161e709f7e6f238b82827680f.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.697af589b8c7403c4b06365cbaac6f03.jpg: 640x640 (no detections), 9.0ms Speed: 2.5ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.6a98a2782f42e1ba94559470bd60fef6.jpg: 640x640 (no detections), 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.87d548c46408dae69bd76f1997fe6260.jpg: 640x640 (no detections), 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.d005044fb34786a397f260f21214c130.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.5ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.d44727123efd1a795c1784a447380835.jpg: 640x640 (no detections), 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.dda40757ce354476fddb5af818fca4e8.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.f218927fe62ab0b41441d687d1872557.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\31_jpg.rf.07f3ce647f2fbd89b719c426e5e64002.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\31_jpg.rf.177d000b10650bd080b6add9fa296730.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\31_jpg.rf.79b04700ce38163f7ed084ffd4216cdb.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\31_jpg.rf.9a78c712418c2402cbb64c78db286af5.jpg: 640x640 (no detections), 8.8ms Speed: 3.2ms preprocess, 8.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\31_jpg.rf.ba2cecd17267ca055d1877da9f6c06c0.jpg: 640x640 (no detections), 8.5ms Speed: 2.7ms preprocess, 8.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\31_jpg.rf.c8db1f3053e075e0257bc7b0fdb60b85.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.1ms preprocess, 14.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\31_jpg.rf.fb2820442939e88057f068d4736f2b50.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.8ms preprocess, 11.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\31_jpg.rf.ff5fc15ade07a043630bf4d3a7051da8.jpg: 640x640 (no detections), 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\32_jpg.rf.02f677470f25fbae0ec3d292f50158bb.jpg: 640x640 (no detections), 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\32_jpg.rf.2e3d27dd551f7747766790ded78c9264.jpg: 640x640 13 Potholes, 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\32_jpg.rf.687ebd12c74fa8065ea86c20d82bf995.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.6ms preprocess, 8.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\32_jpg.rf.735dc2c810fb7f9079e8e0e8e99c40aa.jpg: 640x640 9 Potholes, 10.9ms Speed: 2.3ms preprocess, 10.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\32_jpg.rf.8b504054ae1761c6057d662fb0d7a5fc.jpg: 640x640 9 Potholes, 9.3ms Speed: 2.6ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\32_jpg.rf.97b4b8a4dd1389f50b35453a79d6de29.jpg: 640x640 10 Potholes, 8.9ms Speed: 2.5ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\32_jpg.rf.a9370c1cbd03db9074d9ad29321c388c.jpg: 640x640 (no detections), 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\32_jpg.rf.aa12607992638786720fc7d0e72c8df9.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.5ms preprocess, 8.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.0e3aff0b672c442ee7974891e01f4587.jpg: 640x640 (no detections), 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.107bb8813ccd43ccc2d9744e4a843693.jpg: 640x640 (no detections), 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.172a5590037cebccddeb84b7f2f9fff3.jpg: 640x640 (no detections), 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.25165cc592cd4447397380ce789321e6.jpg: 640x640 (no detections), 15.6ms Speed: 2.9ms preprocess, 15.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.3aede7d27dc527e25f1f42b94520549f.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.1ms preprocess, 11.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.3b8371eec028200010fac2af4b602413.jpg: 640x640 (no detections), 16.6ms Speed: 3.5ms preprocess, 16.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.3fb602e82b24bbbc5ce7c2e143201303.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.9ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.4d1f7bb08da1d740dbf5bbdadb3369df.jpg: 640x640 1 Pothole, 16.0ms Speed: 2.0ms preprocess, 16.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.751450cef00905b526047041b47d7715.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.7b4233dad94575ea97e086c77ebad157.jpg: 640x640 (no detections), 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.b19d3d5879a7d47af79f556a933ed772.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.7ms preprocess, 14.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.b2132aa8150cc49d27b12df916458618.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.1ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.b8ea4ba8e881869862b1a2bd0aea60ec.jpg: 640x640 1 Pothole, 11.9ms Speed: 4.0ms preprocess, 11.9ms inference, 6.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.f7c93af14b088fe6f9290b0b7a329e94.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.2ms preprocess, 13.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\34_jpg.rf.07fb5536e8d5faad9f7f6aeb9bb68a8f.jpg: 640x640 1 Pothole, 7.9ms Speed: 1.9ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.175d872e493b6d131867a96ee0e64ce6.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.6ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.38c9867562f65c43066bc02d2a483b81.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.7ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.569b271ff41af1d25be42b3e5d24b234.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.8571edf61ba372be729b9b856c99f8ab.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.8a73af5791b61406fc7829ce23a931e4.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.9ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.8b2dabeb2acdf8706b1b0f4a8915aab8.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.c2a04ed2c90246892852d7106bbe5e9d.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.e83f607c1c991b9aa79655415a53d864.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.3ms preprocess, 9.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.f9665dbea0a15352f6edc2e342c461bb.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.1173c65b83c815dce333298bd94a88ec.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.14f56e8366d54c18c04d2d151f51affd.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.153565178c748c7f24d03b1ba60b298b.jpg: 640x640 (no detections), 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.437bd2520b5499681b7cb71c9d1666cb.jpg: 640x640 (no detections), 9.4ms Speed: 1.9ms preprocess, 9.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.46473eae61e97de183904e03c703fa10.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.5ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.5785821dd6e6eeb98053eb89535f5ef0.jpg: 640x640 (no detections), 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.64d6139a6e4a3af252e29b57c59dc935.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.6d3de466a30839ced5bb1c22bbae8a0a.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.979406a705423d4f93096d001642f145.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.9a0331f5f049bf8843ecf7c286246d14.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.5ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.9f4747d3062754cca093c4cd531aa4ab.jpg: 640x640 2 Potholes, 10.3ms Speed: 3.2ms preprocess, 10.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.a80e39ce336b7a0a267a5f54d6fb9acc.jpg: 640x640 (no detections), 8.1ms Speed: 2.9ms preprocess, 8.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.d05ff040d0cf7c06fc935147132c736f.jpg: 640x640 (no detections), 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.d8039bc9ec9c9168e321c3b501340680.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.ef84aacbb5c0a5e17b8a94035d80e9f5.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.9ms preprocess, 14.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.f628ebef25e86a41bef3726b59244444.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\37_jpg.rf.231dbfd4e8dd3de06e923aff092e640a.jpg: 640x640 (no detections), 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\37_jpg.rf.4f9758fa50f00cab7500d465bedb20ec.jpg: 640x640 (no detections), 8.2ms Speed: 2.6ms preprocess, 8.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\37_jpg.rf.53986ab7960420e978fb42e9414f8434.jpg: 640x640 (no detections), 11.9ms Speed: 2.7ms preprocess, 11.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\37_jpg.rf.69f8459eeff494b235b46fe5e7548a81.jpg: 640x640 (no detections), 10.6ms Speed: 3.3ms preprocess, 10.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\37_jpg.rf.6ac00ea093fd4ee6bb58889b23bef471.jpg: 640x640 (no detections), 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\37_jpg.rf.fafcc88fdde4b7d5ec28b515bfd2264b.jpg: 640x640 (no detections), 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.07df8ee7b8c07bd3f62ea79d9b13e72b.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.1718afc07fd56e58c6085526a49e260b.jpg: 640x640 (no detections), 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.1e0637ce444ad25507eb99ed0652dcbd.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.7ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.4691473284d6bd053f80233362edc87c.jpg: 640x640 1 Pothole, 7.8ms Speed: 1.9ms preprocess, 7.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.55be3ed8a369d1e0c968369079dbe2be.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.6a64dd134d7260fab4a636dc19e2996f.jpg: 640x640 (no detections), 8.4ms Speed: 1.9ms preprocess, 8.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.76914c0605078c51dc5f8eefcdc5e4d5.jpg: 640x640 (no detections), 9.0ms Speed: 2.3ms preprocess, 9.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.84d3d65dab1cd131b16827ccdf7963bf.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.9ms preprocess, 12.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.9df8f4483b5219a7bb7aed2e3f5ce66d.jpg: 640x640 (no detections), 7.8ms Speed: 2.5ms preprocess, 7.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.db8c8a6e6f5c5278bd50ff013d91cce0.jpg: 640x640 (no detections), 14.4ms Speed: 2.3ms preprocess, 14.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.ffb7800d0e7ed57f36a49bb6d2ea43b8.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\39_jpg.rf.3028608209175019cb494b906cea45e8.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\39_jpg.rf.37e553874c83f2813ef8b745f7c27e07.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\39_jpg.rf.3cadb3390b736c6af7f5947aa15f11fa.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\39_jpg.rf.7f6741ee32e0e2805311411df3a8325c.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\39_jpg.rf.db68f85d01e6e5d149ff18038b5f3cf2.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\39_jpg.rf.dba7aa1f61e1943aa618c82ca5528048.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\39_jpg.rf.dde2809df3682b93276b8847b313389a.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\39_jpg.rf.e5d6f1bfa1c3b7db892ea117c12669fc.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\3_jpg.rf.08189c8a3fc8f29b4960ba45024fb317.jpg: 640x640 (no detections), 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\3_jpg.rf.5558e331f18cbd2d200ac4485e0146b3.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\3_jpg.rf.5adedd22b9bd9a55fc067b6e2093226f.jpg: 640x640 (no detections), 8.7ms Speed: 2.7ms preprocess, 8.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\3_jpg.rf.8252aa243c8424c90745a3dc19999629.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\3_jpg.rf.94b651a33a2a0f7e2c13f724d196f43e.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\3_jpg.rf.9dfdc1b1913dc736ca6716f79f3147ab.jpg: 640x640 (no detections), 7.5ms Speed: 2.2ms preprocess, 7.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\3_jpg.rf.cfef9107ca3f1fca465d282c93859725.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.4ms preprocess, 11.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\3_jpg.rf.fe14ace5df696d348b08fb36ca90e457.jpg: 640x640 (no detections), 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.0b944b225205cb5e11d16d5648c7eec7.jpg: 640x640 1 Pothole, 18.5ms Speed: 2.8ms preprocess, 18.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.0e61c0a1dc2e9c386b22e22d20fa7a60.jpg: 640x640 1 Pothole, 18.1ms Speed: 2.9ms preprocess, 18.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.20124d86b5df922a3200fbfcef364e0e.jpg: 640x640 1 Pothole, 9.2ms Speed: 3.5ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.521b74a64b0b9f720f1c9e2444773201.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.6b61ff372aa13c68e0ea5dd18c4f8917.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.84d969bc769fad1b205aaacc042aab3b.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.8eea16df27d91732a8f44b532cc80f2d.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.98e55fc453135a589618558d4053d6a0.jpg: 640x640 (no detections), 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.a427c621bc79af6e43f58c41f37df25c.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.02793ff8daa71abb39dadf5219dc2501.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.3ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.09b1661f86142e4cef53ca2ca5cfe2f6.jpg: 640x640 (no detections), 7.5ms Speed: 2.4ms preprocess, 7.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.1ac8642c0e20dedb46410636aa759f3e.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.8ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.3220f21d66fe52b06cb66cd6606ed1a0.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.419e0f28a766201496fc0edd3233dee4.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.4eb498606ce0911c8a3ff94cf4e28ab5.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.66dd1366e6bd3cbe9451131c61cf024e.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.4ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.75b0eaf1ba7a2309a3f239139d00b395.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.2ms preprocess, 12.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.85f6f208b6718e8213293ceccf0bcb4d.jpg: 640x640 1 Pothole, 9.9ms Speed: 4.3ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.a33c1a70133ff988492a9b71158b7a2e.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.a3ded0a9a40f8bb32affb034d0fa06ec.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.ada0ee5cb360c8f5ce92ad765a1bdfe5.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.b104434f3257a1fb743a6c8654a8e54f.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.4ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.d082c336b2837c69546a43e161f98f39.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.7ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.ec0ee3027ed7d9eba5cd45f73224e0a8.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.f31c64db44ba5b59c95ee4391cb6b385.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\42_jpg.rf.0ff9c3ba862dc5de9fed926a6c96d9ec.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\42_jpg.rf.1d9f02ba7b9cdf05669ec9215bfc14aa.jpg: 640x640 (no detections), 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\42_jpg.rf.28d25e361a33ec4e4b239ad15c895a37.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\42_jpg.rf.43730316bae674402eec9e6f721a7444.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.5ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\42_jpg.rf.5691cdf8dfa5d5b17b3ef106e39c704b.jpg: 640x640 4 Potholes, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\42_jpg.rf.d7077f166de2e652986c886f18a0abdf.jpg: 640x640 (no detections), 11.0ms Speed: 2.2ms preprocess, 11.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\43_jpg.rf.361a86e29eb2a9f042b095302e576a25.jpg: 640x640 (no detections), 12.9ms Speed: 2.6ms preprocess, 12.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\43_jpg.rf.4b9cdac057f65b6f3afc0b99668e4d82.jpg: 640x640 (no detections), 12.3ms Speed: 4.0ms preprocess, 12.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\43_jpg.rf.908a932bfd3f3b86086d34ab2b927203.jpg: 640x640 (no detections), 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\43_jpg.rf.c38ee6eba690b6e513aa3863c77ed971.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\43_jpg.rf.e071f084d9a4ba47e21d516a1438e043.jpg: 640x640 (no detections), 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\43_jpg.rf.ecd6a6fa7f6824b5a7000011bd152ed2.jpg: 640x640 (no detections), 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\43_jpg.rf.fa4dd3701a4d7e4cd19ee625030b8bfa.jpg: 640x640 (no detections), 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.15ca6dbc77492099ea59e6add8c6daf5.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.251b15bb3d1f165015207a98f11c85b6.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.2e5cfc5fee38e187fabe82e694ae7582.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.3ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.4a39fc6453c89f93fecac3831ee7f257.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.4a6e28592548051ff409a37ddd0d96d3.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.624286f2778f4e43576e3fb8464193c1.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.81cc3c9dc42c1858525ba54473d18ec5.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.7ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.8dce91d27cb56329388bef308ca43a9e.jpg: 640x640 (no detections), 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.ba7b2f798a3447b3683417d1071ad8b1.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.c76f2a31236da0dec1894f47b716140e.jpg: 640x640 (no detections), 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.e80f0f2f936dfd34d6dfa7984950cdcb.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.0ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\45_jpg.rf.22973d7c0676b6fd0b85e0bfa70e0158.jpg: 640x640 (no detections), 7.9ms Speed: 1.9ms preprocess, 7.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\45_jpg.rf.23ac9c2a97cdaeb8edf8d73e22bf41a0.jpg: 640x640 (no detections), 7.7ms Speed: 2.8ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\45_jpg.rf.9b5aa73c93a4dee57f26429db2dbc199.jpg: 640x640 (no detections), 10.7ms Speed: 3.9ms preprocess, 10.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\45_jpg.rf.9d4defd68cea2d54ef4ed72e674e5ea7.jpg: 640x640 (no detections), 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\45_jpg.rf.cde337acfaf78f4628be34bd3af6f8a8.jpg: 640x640 (no detections), 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\45_jpg.rf.fb696a9593090daea4093b61a1ae24bd.jpg: 640x640 (no detections), 7.7ms Speed: 2.7ms preprocess, 7.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\46_jpg.rf.0cef1b5dc6be4d545f88345c74bdb639.jpg: 640x640 (no detections), 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\46_jpg.rf.308c30a3c6c1ad9efb62d6b00f466480.jpg: 640x640 (no detections), 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\46_jpg.rf.325486d9f664a984650503808e816e68.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\46_jpg.rf.959c9e6c86e567a40455fb9207caad95.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.098ac556e9f1cf3fd8f18e3e1024ec0b.jpg: 640x640 (no detections), 7.9ms Speed: 2.3ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.14ce11ed7e95955991eac13a226d30d9.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.1ms preprocess, 11.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.32f7d9abb0a1cbc0d6622b81f3d65003.jpg: 640x640 (no detections), 11.7ms Speed: 3.8ms preprocess, 11.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.41bdb48042075ffb26ae63034e49a719.jpg: 640x640 (no detections), 9.7ms Speed: 3.0ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.54906bd20f8bf2a0fedca43d75a72bb3.jpg: 640x640 (no detections), 9.7ms Speed: 3.5ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.5c7186e1b2a798b5c08b785a1cc3f937.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.8ms preprocess, 8.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.72f0faf3f47d1a650669720a4d4813ed.jpg: 640x640 (no detections), 11.8ms Speed: 2.2ms preprocess, 11.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.81652bd2b8bfe15b6616405b2cdced9f.jpg: 640x640 (no detections), 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.85aa36c5e5ab0972d1c02e568e55f8f5.jpg: 640x640 (no detections), 10.6ms Speed: 2.5ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.93f5aca0fccbcc27f63a3bbb32f9346a.jpg: 640x640 (no detections), 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.9d18c5eacbc2ed8cadda6a78bb60614b.jpg: 640x640 (no detections), 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.a4747b3930ec6189e5e533cae6e270d8.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.aaf517772b26469abf932cbc4bf991a8.jpg: 640x640 (no detections), 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.b94d4a96459d90ef91f0a5e43d9155db.jpg: 640x640 (no detections), 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.c45d96c6cb5ff546010cf40659e54f11.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.dbfaff15c302877f76f5d665f957b6c4.jpg: 640x640 (no detections), 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\48_jpg.rf.3a6dd422928243e0cfb6452c17bb31df.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.6ms preprocess, 7.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\48_jpg.rf.48b7fd100857bb0e1a3658a5dd913a11.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\48_jpg.rf.6f42442e726669e8a41522c6f6581946.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\48_jpg.rf.817a91b7740f9ddd3f4c6af28cbe0928.jpg: 640x640 (no detections), 7.8ms Speed: 2.8ms preprocess, 7.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\48_jpg.rf.90685a3bebd8ace40733cc5229adbd9a.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\48_jpg.rf.a4de9cdc27153580d13013f28c4ad5c8.jpg: 640x640 (no detections), 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.48ea7f78161b3ca6b36d3585b1bcb880.jpg: 640x640 (no detections), 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.4ac6b5e82ba74bbe6ecb31993ef260cf.jpg: 640x640 (no detections), 12.4ms Speed: 3.6ms preprocess, 12.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.59980e14afc08b12612512bbff843a05.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.5d2d5f7eb537bbb6beb7747b5b5e724e.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.60777cdadfbd12a23d1d7e01a45444ae.jpg: 640x640 (no detections), 8.1ms Speed: 2.8ms preprocess, 8.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.6aecf8452e0750c3f51b9a7e80987774.jpg: 640x640 (no detections), 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.aa0d8eee3b38dd16da66c608072207b2.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.b99ddbe219e59bf0a024a86a4c356303.jpg: 640x640 (no detections), 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.d81ea18780cc6aeca3b8673069934a22.jpg: 640x640 (no detections), 12.5ms Speed: 2.2ms preprocess, 12.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.e40b84b2b0d32305d8e8a5ab7dc61e8c.jpg: 640x640 1 Pothole, 11.4ms Speed: 3.7ms preprocess, 11.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.f2e21a9d156666478c98746b76d1f990.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.f9d84a3d7365a926adbbe5904a9b5865.jpg: 640x640 (no detections), 8.6ms Speed: 2.9ms preprocess, 8.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\4_jpg.rf.2b7ba8ff90af968dc5b935b474eabb33.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\4_jpg.rf.75af157be1795e5e41b698b1df724ffa.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.6ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\4_jpg.rf.de5521fcec45463b1ebbf814799e9637.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\4_jpg.rf.f383a97d7b667a960787eeef583d5592.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.6ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\4_jpg.rf.fd023371ea9d5808de13ca52ecb0442a.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.0679ae7813da5e7e5f186cfe8450f567.jpg: 640x640 (no detections), 7.7ms Speed: 2.5ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.30fd3add7af530ed11803d9df75c422a.jpg: 640x640 (no detections), 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.40ae428ef38dceeb8ec8dbe3c8b6342f.jpg: 640x640 (no detections), 8.2ms Speed: 2.8ms preprocess, 8.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.49bfd59eb13d24b8dbfec2a65d9c9ea2.jpg: 640x640 (no detections), 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.4c94a41ef79894f01c52feed3319e797.jpg: 640x640 (no detections), 8.3ms Speed: 2.6ms preprocess, 8.3ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.68239a3cf2da8f03383deb7922b8f352.jpg: 640x640 (no detections), 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.797599d50bfaefa3846308e593b6b569.jpg: 640x640 (no detections), 9.1ms Speed: 2.0ms preprocess, 9.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.7c4d4daf91635f619c36d80510d53d2f.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.8770ca83df11733c8fe584951cf73776.jpg: 640x640 (no detections), 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.9c55fc7e968a033c14af3bf33fab6801.jpg: 640x640 (no detections), 7.7ms Speed: 2.4ms preprocess, 7.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.c6e5d4e814706bbc68427de1366f6440.jpg: 640x640 (no detections), 7.8ms Speed: 2.5ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.cc4a8c833557122f07438b756cae19fe.jpg: 640x640 (no detections), 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.d29061ae0570998bd79722bc6ba64564.jpg: 640x640 (no detections), 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.dc12d592f7e516c099a525653493c2e6.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\51_jpg.rf.28ada7e226e0a9ac91c49e26bd76776f.jpg: 640x640 (no detections), 13.3ms Speed: 2.1ms preprocess, 13.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\51_jpg.rf.4c9dbec64ab03e09dfec7c42d9de7f26.jpg: 640x640 (no detections), 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\51_jpg.rf.7e53eb07016c785fb104e4487d4c3886.jpg: 640x640 (no detections), 13.2ms Speed: 2.8ms preprocess, 13.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\51_jpg.rf.b7ae1aaec5d5ac55d7d68e69f76e32a0.jpg: 640x640 (no detections), 8.8ms Speed: 3.3ms preprocess, 8.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\51_jpg.rf.b8d6ebba34e831e32350c1fbafce60bf.jpg: 640x640 (no detections), 10.4ms Speed: 3.9ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\51_jpg.rf.bf8ca6a8f82cc1f47755678827260e85.jpg: 640x640 (no detections), 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\51_jpg.rf.e81b33f9a670137cf824fd3393bb867c.jpg: 640x640 (no detections), 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\51_jpg.rf.e841ff020ed6c138dbc76acfb8aa759f.jpg: 640x640 (no detections), 8.7ms Speed: 2.0ms preprocess, 8.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.3c25dfc11533cdc1b94c3348c43a5089.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.6ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.4347f1a70794ed8a8a4054d3c1c1418c.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.4c25faba3551b69eb0ee6140cb13ccb0.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.51b7e3f5e2aaaf5d4626de51ad101a43.jpg: 640x640 (no detections), 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.61d68cc54799e2c48923d5f9dd130a36.jpg: 640x640 (no detections), 10.7ms Speed: 2.4ms preprocess, 10.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.8986f1047fb396f9d816cfaed2b78294.jpg: 640x640 (no detections), 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.98a4318251c074589c26d411304ad70d.jpg: 640x640 (no detections), 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.b1f29e9a2778e6a1eb0249c6cbb986e1.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.4ms preprocess, 11.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.e6424e3af67854b0cd4eb466416adb98.jpg: 640x640 (no detections), 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.e8ea9befc9a6218ca2c5dff1e6169639.jpg: 640x640 (no detections), 8.3ms Speed: 2.7ms preprocess, 8.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.f4ba9e2874b42729f186b5f729471c4a.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\53_jpg.rf.0cb5b36926b10c4db6ac756d0ed45427.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\53_jpg.rf.19eb6dadf68edb8c1eb12dc53e67a00f.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\53_jpg.rf.1e052114532ffb1aa9b332889a750b25.jpg: 640x640 (no detections), 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\53_jpg.rf.3feb6a26bea238b9d7553edb6a5556a4.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\53_jpg.rf.4a37002f0f4779de33f918412e44cbe8.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\53_jpg.rf.788b3907e4f18d66a14fa7bdb9d7f25f.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\53_jpg.rf.7c186b21ed4de9ae8d83d53bf285dd0b.jpg: 640x640 (no detections), 7.8ms Speed: 2.6ms preprocess, 7.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\53_jpg.rf.b5fe4062b0d98467875667489e7d306e.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\54_jpg.rf.1e8f4b758cbc1c4f6bdad75b300de003.jpg: 640x640 (no detections), 10.4ms Speed: 3.3ms preprocess, 10.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\54_jpg.rf.3f713aee953455e403ab98a2f8a6ae73.jpg: 640x640 (no detections), 16.6ms Speed: 4.7ms preprocess, 16.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\54_jpg.rf.772ae2347615cb4e883b5fef79697c77.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.8ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\54_jpg.rf.81d032da003462adb64f7db6fb490b8f.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\54_jpg.rf.8b71b99576cb9dd8d7778ab48b5b7e21.jpg: 640x640 (no detections), 8.3ms Speed: 2.5ms preprocess, 8.3ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\54_jpg.rf.b84db7e1b42b0d7c7ed91d3308a462e8.jpg: 640x640 (no detections), 8.6ms Speed: 2.5ms preprocess, 8.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\55_jpg.rf.6ccbd9503b2bbbdede65b33c4967229c.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.0ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\55_jpg.rf.75ad85f512ec2a8e286e6dabcde50dfe.jpg: 640x640 (no detections), 8.0ms Speed: 3.1ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\55_jpg.rf.79c845d633761c5e592ae24285d31aef.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.8ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\55_jpg.rf.8040af3ebbc4fe25b790d2af32b65040.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.5ms preprocess, 7.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\55_jpg.rf.8bf2d11945c8fd661d56606892f5675c.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\55_jpg.rf.eefa98acfc3389805eb3b605a08903d6.jpg: 640x640 2 Potholes, 8.0ms Speed: 3.0ms preprocess, 8.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.09b4778d45478c2538cbb1ec449d013a.jpg: 640x640 (no detections), 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.107d6c5e8160739e7e9f3303112f9fda.jpg: 640x640 (no detections), 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.281217a6eb8284219ebb837b44e4b49b.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.304a86771d27b896bddce0816ed5221e.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.6ms preprocess, 9.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.4ef8c1b8d1755babd683effb63efa36c.jpg: 640x640 (no detections), 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.656891b8019abae7030388d030fac404.jpg: 640x640 1 Pothole, 7.8ms Speed: 3.4ms preprocess, 7.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.661b40ed19dd09c5ce08de12adaed5bd.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.7ms preprocess, 9.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.68fabf5459382690b4b46ecf7fe7979f.jpg: 640x640 (no detections), 9.1ms Speed: 2.8ms preprocess, 9.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.be0e4f568ba1f3f668c3e20751a27e04.jpg: 640x640 (no detections), 10.1ms Speed: 3.3ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.efe1359250110839d9d8be18b13538ab.jpg: 640x640 (no detections), 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.06c416b945415ba59187c332e6aa92c5.jpg: 640x640 (no detections), 8.4ms Speed: 3.4ms preprocess, 8.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.0c5d294e47e6777311a8e2459ee05fe2.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.2e11597c2d6f597413a3109b4aa97e9d.jpg: 640x640 1 Pothole, 18.4ms Speed: 2.8ms preprocess, 18.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.35a6c79a1063a2d9a5255b86716436f6.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.9ms preprocess, 9.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.35bc50566974f4ee7a3306505bd58e7e.jpg: 640x640 (no detections), 8.8ms Speed: 3.3ms preprocess, 8.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.394fd6bd6ebc9ff19480fc34060d190a.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.5ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.52a26d5e193483bde4cc8d5e46aabd30.jpg: 640x640 (no detections), 11.7ms Speed: 2.6ms preprocess, 11.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.74c21c8ebc4950e01771149378e28460.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.7e2f4faaa8e0038395ea0ac34d20937b.jpg: 640x640 (no detections), 15.5ms Speed: 2.4ms preprocess, 15.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.a4ca0fcdd89368d690a4668920bdc362.jpg: 640x640 1 Pothole, 8.2ms Speed: 3.0ms preprocess, 8.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.c8be5451e938d1f2f86f4b8a052e73ff.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.9ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.f15f0b7d120fcb28be2c2375f98e6076.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.6ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.fe7efba37a1b3780ff958c3f5207740d.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\58_jpg.rf.459dc0efd28ac8ac4f59f029a47da7c4.jpg: 640x640 (no detections), 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\58_jpg.rf.4974557380fbf0d563547feb3ef5ed76.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\58_jpg.rf.59ce9e526c12d23ea81df046f8bb7a89.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.9ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\58_jpg.rf.7d3a36814007e225e169c5a0030afd36.jpg: 640x640 (no detections), 7.9ms Speed: 2.5ms preprocess, 7.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\58_jpg.rf.a0348280a0804db3cf46a4b01a4a1c8e.jpg: 640x640 (no detections), 8.0ms Speed: 3.2ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\58_jpg.rf.b604574fce23f52157e2d4ff6af6a77d.jpg: 640x640 1 Pothole, 12.8ms Speed: 4.0ms preprocess, 12.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\58_jpg.rf.b7160c5631fe9a0ef1233b69c26a6a42.jpg: 640x640 (no detections), 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\58_jpg.rf.d4f21f467682514077438932966d27aa.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.7ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\59_jpg.rf.0f1b51346b88fb12e7ecf4055b1e4c32.jpg: 640x640 (no detections), 9.4ms Speed: 3.9ms preprocess, 9.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\59_jpg.rf.7c41d5c51979f6592c88b77628d4140f.jpg: 640x640 (no detections), 9.3ms Speed: 3.1ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\59_jpg.rf.922796ca216f64643ce9ea0cfe8f2893.jpg: 640x640 (no detections), 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\59_jpg.rf.a606aa7777953dfe2589e9259d317940.jpg: 640x640 (no detections), 8.8ms Speed: 2.8ms preprocess, 8.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\59_jpg.rf.c42d0124d8a680fa6efff1d93306245d.jpg: 640x640 (no detections), 10.0ms Speed: 3.4ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\59_jpg.rf.d68a9964b6e9537ae6cc98c2d2c50015.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.3ms preprocess, 10.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\59_jpg.rf.f93d6f77d3c17105c6f3e58243a2b995.jpg: 640x640 (no detections), 12.5ms Speed: 3.2ms preprocess, 12.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\5_jpg.rf.323bc4af529c778652c9c3e70823bec0.jpg: 640x640 (no detections), 13.8ms Speed: 3.2ms preprocess, 13.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\5_jpg.rf.45efaa3a8d720d90a8a3c20e1dca060b.jpg: 640x640 (no detections), 10.9ms Speed: 4.6ms preprocess, 10.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\5_jpg.rf.9f54e0f88b25343b57b89a3c37d05a05.jpg: 640x640 (no detections), 10.7ms Speed: 4.3ms preprocess, 10.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\5_jpg.rf.b2f6b79d63040705acc1c1e0d534f150.jpg: 640x640 2 Potholes, 10.7ms Speed: 3.1ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\5_jpg.rf.be72068f2b967d79f9acaed0281fefb9.jpg: 640x640 (no detections), 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\5_jpg.rf.fed81d056b2411d0f8a06d59eac58246.jpg: 640x640 (no detections), 9.5ms Speed: 2.7ms preprocess, 9.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.27c87e13a213bbd5f70bfc29526ae0fc.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.4ms preprocess, 15.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.2c92ca46b2be3d06a3350f576b2e39d2.jpg: 640x640 (no detections), 12.1ms Speed: 2.2ms preprocess, 12.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.57444b6f29bb3e0a32f7c645f436e985.jpg: 640x640 (no detections), 10.4ms Speed: 2.7ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.64091bb5d45b4ec35d28477d989e7b1f.jpg: 640x640 (no detections), 10.9ms Speed: 2.9ms preprocess, 10.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.673c504c7a32d726eb1c1ddc35cc2c0c.jpg: 640x640 (no detections), 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.940effcac70b4163ab9a319119663f7c.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.0ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.bdb407cdda3a21dceefaab0376ccc650.jpg: 640x640 1 Pothole, 8.9ms Speed: 3.6ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.c02bbc3466be49ce936d081fc84cb99a.jpg: 640x640 (no detections), 10.3ms Speed: 3.0ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.d5164610606b64261401ebfd3da58f86.jpg: 640x640 (no detections), 14.0ms Speed: 8.1ms preprocess, 14.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.d8fb1d004a6e75248149e4828ccfe380.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.6ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.ee461953474b1c8be6d6ac05513bfd9a.jpg: 640x640 (no detections), 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.0eeefa6887fa644a81ddeeaa92036ff0.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.23cd185854e9210cf115179f2fa82e22.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.5c792c61bde090240310f64bc5824085.jpg: 640x640 (no detections), 8.3ms Speed: 2.7ms preprocess, 8.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.5caa9fc13bdb0a67e8973f9223da91bd.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.92f4319c3528b9b84c07ac6e8eaff3ad.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.6ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.a37d1c7d0ef3973429ec0f3736475edd.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.a533cf7b1ee88434c5fd3fe763f34939.jpg: 640x640 2 Potholes, 9.7ms Speed: 3.5ms preprocess, 9.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.c8d28a19fba0fa01b755fc5b137a4473.jpg: 640x640 3 Potholes, 11.9ms Speed: 4.3ms preprocess, 11.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.dd8412d5d1c2b48f613885d84059c7c4.jpg: 640x640 2 Potholes, 13.0ms Speed: 4.9ms preprocess, 13.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.e23efc48fd7cb81115b9c26a58ab8264.jpg: 640x640 (no detections), 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.e94c2b4ff87073a2e8ab3b65e6df11ab.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.170e7d75d0911c3511be0d73519e6964.jpg: 640x640 (no detections), 8.7ms Speed: 2.5ms preprocess, 8.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.1726288a5fcb0826da0fff2ad9cd2ee5.jpg: 640x640 (no detections), 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.20799a7a3e9af4fe2e34edb0136bf4be.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.6ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.4e57d1dbf61e4897c77331fd162e2c1b.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.67b4c9950509458d875a8bb7bb0e3757.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.5ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.6d65341bb9684a0c6de502733fe5d29a.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.7ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.a7bd43c50631f50e500c24940ca5ffe8.jpg: 640x640 (no detections), 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.c0597a68ffec647036e2f6969035b5be.jpg: 640x640 2 Potholes, 11.7ms Speed: 4.6ms preprocess, 11.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.c271b6c3a6a351aa4ca5c8a145ed6683.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.d466dbaa057c04c0c7f7dae91b6216a9.jpg: 640x640 (no detections), 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.eec938a3fc8998ee719afe0fa558c707.jpg: 640x640 (no detections), 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.fca8e53afea7156098c98e95c5a95495.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.ff0ef4f0201c9ebdcaf71cbac3ea3997.jpg: 640x640 (no detections), 14.4ms Speed: 2.7ms preprocess, 14.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\63_jpg.rf.0c247d4aaba060c2ddcf955a2bd85fbc.jpg: 640x640 (no detections), 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\63_jpg.rf.33f714835aa45cef922f8fa630d1f2f5.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.5ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\63_jpg.rf.392b7c9423a50487df3fc277969b8477.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.5ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\63_jpg.rf.a4b4ff32f0218f8548f377cc50dc1cae.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\63_jpg.rf.b95d60848789e03d6710ebfc9db6e535.jpg: 640x640 1 Pothole, 9.7ms Speed: 4.3ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\63_jpg.rf.d27b9fcf2cbeb27e6cecd334edcf21e0.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\63_jpg.rf.d5c53d858ed20eed8028f2f87570d9e9.jpg: 640x640 1 Pothole, 17.9ms Speed: 3.2ms preprocess, 17.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.1840a21d6258a176b271ae4a66952100.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.1ee1cecb2cdd2edc2b7e8fa5f8ffbcfd.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.3ms preprocess, 13.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.237b88e1183c5dd1288db1639302f26d.jpg: 640x640 (no detections), 8.3ms Speed: 1.9ms preprocess, 8.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.25f53e4ff01d54f6996f9d037b7908e0.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.354c465f8ba2abfc43c9876155dc11c4.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.5ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.49d6dae3a01ca6510416e26149e1cd28.jpg: 640x640 (no detections), 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.51f660c9b26314cc50c854dc106f494a.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.6b1530db66d3f5f0f38049be9a79bb9a.jpg: 640x640 (no detections), 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.85e6111efba9721994ce1308a6e77fa0.jpg: 640x640 (no detections), 8.4ms Speed: 3.2ms preprocess, 8.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.954e655fd449dec306c11a17555bb901.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.b6651ba07700e747b9c837d3c5e4e061.jpg: 640x640 (no detections), 9.1ms Speed: 2.5ms preprocess, 9.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.d843edb26cf4e5f474ea1ef2a7e9c420.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.ed4ff8149e178eb0e752f2d27397cfba.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\65_jpg.rf.33d1f80bfecc6da7f97b2d94e976bccb.jpg: 640x640 1 Pothole, 14.0ms Speed: 2.6ms preprocess, 14.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\65_jpg.rf.3bb31defd3202b18d51584aa284198ce.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.5ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\65_jpg.rf.666532f176ad98f4218c56d95ad4df3e.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.0ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\65_jpg.rf.7b2342948e69b691c52aadad0553cbb2.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\65_jpg.rf.861de5e55725fb3cec901dfb3a921d7b.jpg: 640x640 3 Potholes, 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\65_jpg.rf.be25bb68795e0039f2e0e6f791b96c16.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\65_jpg.rf.e0f9e840200bb52c9fb53ed27979fc08.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.3ms preprocess, 11.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.0d6afd9e6b0ab6459c4cbb4bd517428a.jpg: 640x640 (no detections), 11.0ms Speed: 4.4ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.3019b3e9818df4c630dff1dc79a17ff6.jpg: 640x640 (no detections), 10.2ms Speed: 3.1ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.610d7e9aea10e33219af9e649a674cd6.jpg: 640x640 (no detections), 9.7ms Speed: 3.3ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.74eac1eb3312d719930a455ded232093.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.8d5c54a996902db57d8e845fcd1aa44b.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.a5f79e074790d12bb65337e46dc75b49.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.9ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.bcb4b9376d87af2d6301f63c4a36ad18.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.0ms preprocess, 9.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.c26ee9817afa99f47955fb789cbe407e.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.c82a76fd27b04bd33f155a01b40fa2d6.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.fe45d1969964406d80c32335de388ca7.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.9ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\67_jpg.rf.09ec3e25d007a81110061fc8cf0dd0f5.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.6ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\67_jpg.rf.12f71acbad890492190c1ab730e0d6e5.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\67_jpg.rf.2694befad1f83353c05d10f2624a5d41.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\67_jpg.rf.7171abcced54258ec0ac8207bf861080.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\67_jpg.rf.80b2b3c0d33b8bd419f742b9925a85d0.jpg: 640x640 2 Potholes, 13.3ms Speed: 2.6ms preprocess, 13.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\67_jpg.rf.9e2a08b30e6bd36377b58cc9c1ab817c.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.6ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\68_jpg.rf.5eaf6fdf07a86c308c59c136f484c522.jpg: 640x640 (no detections), 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\68_jpg.rf.87f72138cb5b5a331fd96a9d26122359.jpg: 640x640 (no detections), 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\68_jpg.rf.9652180205c4a1f25a906846dfb1d05e.jpg: 640x640 (no detections), 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\69_jpg.rf.83cff871fe588c964af60a64cbc6ca3c.jpg: 640x640 (no detections), 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.29242c790b485be753a768ed66f484bd.jpg: 640x640 2 Potholes, 14.2ms Speed: 3.0ms preprocess, 14.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.658655dcbaa83f52702d1a803095c1c9.jpg: 640x640 (no detections), 9.1ms Speed: 2.5ms preprocess, 9.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.679a4fe2c1a3167297664d09ecf8649d.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.9ms preprocess, 8.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.682666c9ce55d6a7e96a1476d3534d64.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.6ms preprocess, 13.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.9ab4cedb3b47f4782c5bcaebbcdd040a.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.b44d0a083cb53138357ebb805de8f6af.jpg: 640x640 1 Pothole, 8.0ms Speed: 1.9ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.c05b51ef9bf7e5191b2c5c9a01d4d3e1.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.d291acffc431463b819b08d70bc5ab74.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.7ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.db7bb9e01a1f1fb9c39e5a0bcebbd57d.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\70_jpg.rf.38f33b4c014020a62d7f36ece06d47c4.jpg: 640x640 (no detections), 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\71_jpg.rf.706597926ddcae4d253ce011fd438573.jpg: 640x640 (no detections), 8.3ms Speed: 1.9ms preprocess, 8.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\71_jpg.rf.8b8b6bb04932951aece1a6f4614bf5f1.jpg: 640x640 (no detections), 9.1ms Speed: 3.1ms preprocess, 9.1ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\72_jpg.rf.0f9b862c52531f89ecee809359ea31fc.jpg: 640x640 (no detections), 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\72_jpg.rf.60015d30a657c906304e0f52fec35a7c.jpg: 640x640 (no detections), 9.1ms Speed: 1.9ms preprocess, 9.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\72_jpg.rf.8532455f39c17bccad83ce40c664064b.jpg: 640x640 (no detections), 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\72_jpg.rf.9c2505693ac10cfc1bd71c55f0e8ff67.jpg: 640x640 (no detections), 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\73_jpg.rf.6d1cda5189340d7d603362238177e676.jpg: 640x640 (no detections), 9.2ms Speed: 2.5ms preprocess, 9.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\73_jpg.rf.7e23062d3d5ec7741e1d88031132cdca.jpg: 640x640 (no detections), 9.4ms Speed: 3.1ms preprocess, 9.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\73_jpg.rf.94ef1346116a47786ed37491a831f6e8.jpg: 640x640 (no detections), 7.9ms Speed: 2.5ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\73_jpg.rf.a0cc04f4911b768cf014acc3c1d32f2a.jpg: 640x640 (no detections), 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\74_jpg.rf.48114b5882f94a0d067daf72d2b9fb58.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.5ms preprocess, 10.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\74_jpg.rf.4b43d6227e8d7c8350cbf2693759aa24.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.4ms preprocess, 13.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\74_jpg.rf.610ac825734dfcc2a50f868cc4bcab11.jpg: 640x640 (no detections), 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\74_jpg.rf.78819a7990bd3d810c460a356d5d4866.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\74_jpg.rf.8ca6b9f776d0259605d564017b8863ee.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\74_jpg.rf.9461f263f4a3405042e4ca6e51303b3a.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\74_jpg.rf.c57498aff75376ade984afd33aaf2828.jpg: 640x640 (no detections), 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\74_jpg.rf.fde001939df454d4cdb4107e0daee99a.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\75_jpg.rf.68b670b2b22904426f5fa634eb666c71.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\75_jpg.rf.e6d7b18f0ab928506a2b5acee8208c77.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\76_jpg.rf.10d17f09dabc4a0b5f86fe6211524cdb.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\76_jpg.rf.1c71a0f510e35c7950d987693f71137b.jpg: 640x640 (no detections), 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\76_jpg.rf.26ac5080c022421ebe63bfbc4a11c3de.jpg: 640x640 (no detections), 9.0ms Speed: 2.5ms preprocess, 9.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\76_jpg.rf.6915b9dd76969a1223b2dfbcd2bde907.jpg: 640x640 (no detections), 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\76_jpg.rf.8bb4e70198b0d7bc543ccaa6814a9e48.jpg: 640x640 (no detections), 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\76_jpg.rf.a811bc1c43333a49edb119d5c89f383c.jpg: 640x640 (no detections), 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\76_jpg.rf.addbe457e624ead584cce826f6895bf0.jpg: 640x640 (no detections), 7.9ms Speed: 2.3ms preprocess, 7.9ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\76_jpg.rf.b2948ff1f73808c45af91b57a937b39a.jpg: 640x640 (no detections), 7.9ms Speed: 2.3ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\77_jpg.rf.702624a315d25a76d247f631287cdac4.jpg: 640x640 (no detections), 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\77_jpg.rf.728770cfe2525312917258b9b8f419e6.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\77_jpg.rf.7c88419dddf6c30a40bcfcff9a6cafbf.jpg: 640x640 (no detections), 11.0ms Speed: 2.7ms preprocess, 11.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\77_jpg.rf.8a43cae6b9ac06d2b9d60a5870b500bc.jpg: 640x640 (no detections), 11.3ms Speed: 3.7ms preprocess, 11.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\78_jpg.rf.0aa1a4df3b184042ea9ef02f89fc1ce1.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.0ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\78_jpg.rf.1ef9de11b184dd3fc18e46776a3ba8b5.jpg: 640x640 1 Pothole, 9.2ms Speed: 3.4ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\78_jpg.rf.5ae38c8349666d346d6af26742c763a4.jpg: 640x640 (no detections), 8.7ms Speed: 2.0ms preprocess, 8.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\78_jpg.rf.728d9d798cd2988a137e89f73c32d060.jpg: 640x640 (no detections), 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\78_jpg.rf.a3b080fdf59db25e0841310dab81cae1.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\78_jpg.rf.c3fd4ae996d77752dda6ffede450b434.jpg: 640x640 1 Pothole, 9.2ms Speed: 3.8ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\79_jpg.rf.097b0642ae31b7de8494a1457fb18e9c.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.8ms preprocess, 7.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\79_jpg.rf.b75b911fb171381ff4a80087f698c084.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\7_jpg.rf.06233da80ba622d6f6b12241ba530a06.jpg: 640x640 (no detections), 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\7_jpg.rf.23b17938913e52c4c366c9ceed561319.jpg: 640x640 1 Pothole, 7.9ms Speed: 3.0ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\7_jpg.rf.248e1bfe9023032d86da7fd452f8d418.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\7_jpg.rf.25629013572d8fc228ec0b48785f7cd5.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.6ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\7_jpg.rf.2fc04bdb8531a65fa6a0a2d25d4efd52.jpg: 640x640 (no detections), 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\7_jpg.rf.3d7b77c16d35b0802315092480475e7c.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\7_jpg.rf.5d242f5620c325a1c7132bf42befd21a.jpg: 640x640 1 Pothole, 8.8ms Speed: 3.1ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\7_jpg.rf.b2dd48b9100017c58f09e428f07d6faf.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.3ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\81_jpg.rf.ed1afbee3900c6895c99e7b555396162.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\83_jpg.rf.37fdfd172ff84f8cdf2fb519b63be6e9.jpg: 640x640 (no detections), 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\83_jpg.rf.559315565af707cb61a9ea62b27b5d36.jpg: 640x640 (no detections), 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\83_jpg.rf.61660f3a078837d3013ea6a3fb7ac04a.jpg: 640x640 (no detections), 9.1ms Speed: 4.2ms preprocess, 9.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\83_jpg.rf.d129ff3c0bada74a3af95f49d9e91c77.jpg: 640x640 9 Potholes, 10.0ms Speed: 3.4ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\84_jpg.rf.1d798d7ec60d25f16d09d575b169d586.jpg: 640x640 1 Pothole, 9.0ms Speed: 3.5ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\84_jpg.rf.43879b4f1db3fbee891308206cd7d667.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\84_jpg.rf.44b67f7023214b2d8e9e4b1043f6d02d.jpg: 640x640 1 Pothole, 8.1ms Speed: 3.0ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\84_jpg.rf.6a69baaac0a07ea81f881a097b10161a.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\84_jpg.rf.c4809110b71d438136ed19443970d4f3.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\84_jpg.rf.eebf78086637aca61874ecde605b4b77.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\85_jpg.rf.91d121d971e57b00c7f9329ff0c183ab.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\85_jpg.rf.d58ac6d22b51c6721819abf572b010b3.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\86_jpg.rf.09ba2d3e884db0bd5fd8b4fd0c59d5bf.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.0ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\86_jpg.rf.20f89a2e2fcf33a20a80b2853bf8a6d9.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\86_jpg.rf.8fd67c49b2e9b05d84ac20050c13bdf7.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\87_jpg.rf.28e029a18001820665a86f317db6594a.jpg: 640x640 1 Pothole, 8.4ms Speed: 3.4ms preprocess, 8.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\87_jpg.rf.d749716f10457e131cb14c105466a136.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.5ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\87_jpg.rf.f0b58016f116ac007c452d6819997182.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\88_jpg.rf.420ed916ed9cf43e30c2763d34c6c453.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\88_jpg.rf.dd8e7e198d8817fd94bfd015f75dccf3.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\88_jpg.rf.fb7c3698d06e702104c31d86a6e52bea.jpg: 640x640 2 Potholes, 14.1ms Speed: 2.7ms preprocess, 14.1ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\89_jpg.rf.21a28c1ae37ac4dc075058d66467f97c.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.6ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\89_jpg.rf.3913cf00230e0f9c13d7efbc503ef6db.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.6ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\89_jpg.rf.7a9ba93b205cc4c5e9a86dabe9979867.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.5ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\89_jpg.rf.cc4b94df287e9010ac30ae1d734d8efe.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\89_jpg.rf.d60941d51cf020905571b9fc5b0c9e64.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.6ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.296abf2759de3156335a97872f45e557.jpg: 640x640 (no detections), 9.0ms Speed: 2.9ms preprocess, 9.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.421aa24fbade53c298396c701e415c35.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.8ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.62ee6e71e03603c9724af6347cff7d7f.jpg: 640x640 (no detections), 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.6a3c9bd0d8a85266335fa6d13e229691.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.6ms preprocess, 8.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.8fe981ab28b474137b7fc0ef40bee25a.jpg: 640x640 (no detections), 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.95d38bd70d55d55de52aad9a3ac073bc.jpg: 640x640 (no detections), 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.9d84d11bd30e702f5a55d4e506ca9eb9.jpg: 640x640 (no detections), 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.9fe441ce4eae5b0a8ba2f8b6f131bbc1.jpg: 640x640 (no detections), 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.c28b985a22a9fb26e347d5c8833aceee.jpg: 640x640 (no detections), 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.c78a7f93f173852e4d6ff69cc5ced746.jpg: 640x640 (no detections), 7.8ms Speed: 2.7ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.e55dd6363cccce92e400830f8c5a49a8.jpg: 640x640 (no detections), 7.9ms Speed: 2.3ms preprocess, 7.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.e82ca02c48a81418d2d934b779b3a2f6.jpg: 640x640 (no detections), 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.f0b5aebd1a99b3ac0e7f06789dfb60be.jpg: 640x640 (no detections), 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\91_jpg.rf.523537c521f5e392745f484b0f74e759.jpg: 640x640 1 Pothole, 8.4ms Speed: 3.0ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\91_jpg.rf.8b8a4fab063a5f5ed7642b27ed5b190f.jpg: 640x640 1 Pothole, 9.1ms Speed: 3.5ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\91_jpg.rf.bd71a52567df9551a888a0db9840ca91.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.4ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\91_jpg.rf.d8b2badcb6aef077a3f66b1129183c3b.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.5ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\91_jpg.rf.d8fdaead855c17a1d336051d975e2426.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\93_jpg.rf.8d503fb3f5f628a25da937c69aa2eaea.jpg: 640x640 1 Pothole, 7.7ms Speed: 1.9ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\93_jpg.rf.be3cb0445edfac6fd410f24300e17ca1.jpg: 640x640 (no detections), 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\93_jpg.rf.c7bc7c5ba200a8a7bc33807784f6440c.jpg: 640x640 (no detections), 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\94_jpg.rf.3b9bfd72ddc56ea1caade1cf4c873574.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\94_jpg.rf.927a8ed227cc026cfb78780ce3367649.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\95_jpg.rf.068acbba14b74561949859df86257037.jpg: 640x640 23 Potholes, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\95_jpg.rf.1c32f302aed36d96bb0f99307156dea8.jpg: 640x640 10 Potholes, 8.9ms Speed: 3.0ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\95_jpg.rf.31644b17f3c2bb013bb18a69ad905d0d.jpg: 640x640 3 Potholes, 7.7ms Speed: 1.9ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\95_jpg.rf.3d4f5cfd131da23977a443a568e223e9.jpg: 640x640 23 Potholes, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\95_jpg.rf.c0393a8a944a2a62353f337ac41ce8fa.jpg: 640x640 23 Potholes, 7.8ms Speed: 1.9ms preprocess, 7.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\96_jpg.rf.2099442cee862364cc6e50c264bd2505.jpg: 640x640 (no detections), 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\96_jpg.rf.326870ea1c9b058d1bc9bd84b57f9c44.jpg: 640x640 (no detections), 7.8ms Speed: 1.9ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\96_jpg.rf.3de2d5bd44dd1c5787b944bda48cff9e.jpg: 640x640 (no detections), 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\96_jpg.rf.3e1563e668e64ffe579aef4cfdc98651.jpg: 640x640 (no detections), 9.4ms Speed: 3.3ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\96_jpg.rf.5054045054726b5c40f775edbda4bbd4.jpg: 640x640 1 Pothole, 9.2ms Speed: 4.1ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\96_jpg.rf.c3f9dee27007900dea4a27c90e45d221.jpg: 640x640 (no detections), 12.4ms Speed: 2.1ms preprocess, 12.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\96_jpg.rf.d67214441a232de1a3de7e73fc27f347.jpg: 640x640 (no detections), 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\96_jpg.rf.e9a95d8253fb20f2f3d116d92b98d408.jpg: 640x640 (no detections), 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\97_jpg.rf.4c0548c56dc3a9272ff7e3ff3f11eb41.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\97_jpg.rf.7a5c6c1d08d817413243d03ad470c291.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.3ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\97_jpg.rf.892bd65362a9ec0f4ca694c5e5c0144f.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\97_jpg.rf.9a89d993d693c880a456426356a7c4b8.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.4ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\98_jpg.rf.1dd062b76379afc49db7a7e6c66bbcea.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.1ms preprocess, 13.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\98_jpg.rf.35135f1fbd52f2984fd4a4b83dfb0738.jpg: 640x640 (no detections), 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\98_jpg.rf.43614c9f1baf0036ec67ffd9385768d6.jpg: 640x640 (no detections), 8.9ms Speed: 2.0ms preprocess, 8.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\98_jpg.rf.4d1205f65be91573c8e9aceda6579103.jpg: 640x640 (no detections), 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\98_jpg.rf.5ac1ed5519e90eff5f6f4895b62462a0.jpg: 640x640 (no detections), 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\98_jpg.rf.ca6a49b5a3badfd92d7033b387436420.jpg: 640x640 (no detections), 7.6ms Speed: 2.5ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\98_jpg.rf.f014120628dc83b843c2a4275dfa8035.jpg: 640x640 (no detections), 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\98_jpg.rf.f54f420116743a8ba65d58e8c784d96d.jpg: 640x640 (no detections), 18.1ms Speed: 2.8ms preprocess, 18.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\99_jpg.rf.2c5b02c99c98528b9c093001b1d9b226.jpg: 640x640 (no detections), 11.2ms Speed: 3.8ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\99_jpg.rf.68ace516775f0a3f75d520c6ec3f6b07.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\99_jpg.rf.781bea4ffc0ff5deb992c7f783ff1df8.jpg: 640x640 1 Pothole, 8.6ms Speed: 3.2ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\99_jpg.rf.b76d0c709a83c49a91c5515580549330.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.001458ce1646bda4ac90a4ac647746bf.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.04c8de32dcb7176687810dbd22358453.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.11a65f16debd218fc73de9fc6434a4d6.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.484a56aca2359443d4e1827d4e2963cd.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.7d64045033ba7f909055ea12ef069b33.jpg: 640x640 (no detections), 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.8997b0200b9645cadfce9d15f7ca3c0b.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.9ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.93cf6d7a7b617c092a3d20371c8ac0d6.jpg: 640x640 2 Potholes, 7.6ms Speed: 1.9ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.ac30bfd42fef5a9096eed592e20c8dbe.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.d08d43226d88f88ee03deffd508a378a.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.7ms preprocess, 8.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-100_jpg.rf.74531307208d8183030ad48e92f33e4a.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.3ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-100_jpg.rf.924e9871ffcbc8ac9b73f1d87fe0d2bb.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.0ms preprocess, 7.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-100_jpg.rf.e195cdcc196be769f5132f18f87196c1.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-100_jpg.rf.f32786c77644b721a7a1c424c944a745.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.4ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-101_jpg.rf.13cf1193432d5898ee5f44ff686d5164.jpg: 640x640 2 Potholes, 15.4ms Speed: 4.1ms preprocess, 15.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-101_jpg.rf.3039bb0b4123c1235194499e949bb0c4.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.6ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-101_jpg.rf.547cf73ce661586e247ca129542bc496.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.7ms preprocess, 12.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-101_jpg.rf.5af184e37ce1f9e0ff79411704830ee1.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-101_jpg.rf.a7a59302d4aa4517733d5431b8674c96.jpg: 640x640 2 Potholes, 8.4ms Speed: 3.0ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-101_jpg.rf.cc4a1f39075255ed894ff1b2e49e90d2.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-102_jpg.rf.04a5e55596c43682a2eb900ffd1c93b4.jpg: 640x640 2 Potholes, 7.7ms Speed: 1.9ms preprocess, 7.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-102_jpg.rf.8187d7e9e16bc33df96f82b0bf41a8fd.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-102_jpg.rf.82953df5976234c0ee7deffb6d82ebc8.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-102_jpg.rf.850b63ff8d9d0a03206be906af160095.jpg: 640x640 2 Potholes, 8.9ms Speed: 4.0ms preprocess, 8.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-102_jpg.rf.9a3df02c791e253b64408f694d7ec27a.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-102_jpg.rf.ebf358894ee1ae2f6ce26d4a4e702a7d.jpg: 640x640 2 Potholes, 7.9ms Speed: 1.9ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-102_jpg.rf.f77c50fbc4d897b3ca82cddb784b94fc.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.4ms preprocess, 7.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-103_jpg.rf.53c5234bffb5b28927d83efab2f9543e.jpg: 640x640 (no detections), 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-103_jpg.rf.a0c38aca51ed452132cccefd0bbc3ff1.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-104_jpg.rf.031611f1c27a2402297c3fc73ecd2718.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-104_jpg.rf.7f4e745e5f0e51245f17c11d8c9e7cb2.jpg: 640x640 2 Potholes, 7.7ms Speed: 1.9ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-104_jpg.rf.975a5936b4f26aec058ed43a254c5d33.jpg: 640x640 2 Potholes, 12.5ms Speed: 6.1ms preprocess, 12.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-104_jpg.rf.b3eef6b317efae56e6a9eaad43b79a01.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-104_jpg.rf.d5b410734e93eb8f70bb3509b0b46245.jpg: 640x640 2 Potholes, 9.4ms Speed: 4.6ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-104_jpg.rf.decb3e7dca11d729ccba5a05a9cf8ced.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.5ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-105_jpg.rf.7629d4cd45a52923b64d468c07ead989.jpg: 640x640 1 Pothole, 7.8ms Speed: 3.7ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-105_jpg.rf.95f683eea49e33d3e410e5c377551c49.jpg: 640x640 1 Pothole, 7.7ms Speed: 1.9ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-106_jpg.rf.1dd72e253dec205924f55c991987fa80.jpg: 640x640 3 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-106_jpg.rf.744b996ce51b82a32e5e9d5edc641999.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-106_jpg.rf.82cc222f2130a6f1f9af96a941923939.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.9ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-106_jpg.rf.ebf3946d44a6ce334629c8a4a8d89593.jpg: 640x640 4 Potholes, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-107_jpg.rf.0b24ff69fcb02a665acc2129e571c03b.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-107_jpg.rf.1131c52e55d6a9849efcd59850e98e05.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.4ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-107_jpg.rf.2acf26923d40ef503ad3e67e9aa34ca0.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-107_jpg.rf.2d7c27cda9948c068e55fbcd22350edb.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-107_jpg.rf.34947e8f08019d40c6252e8b5224e74a.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-107_jpg.rf.8effb682e8899327acd178aba973e0c3.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-107_jpg.rf.a751c595603769ecf67617bffe2dbac2.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.3ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-107_jpg.rf.cadb72afc6f2d242edd2dffa260f8fe1.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.5ms preprocess, 7.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-108_jpg.rf.209f6ce1b2c27c11074fd926380c0779.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-108_jpg.rf.337e600155b03c9fe0c5edd85ed8b410.jpg: 640x640 4 Potholes, 12.5ms Speed: 3.1ms preprocess, 12.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-108_jpg.rf.36983d729e1e0f150318614326337996.jpg: 640x640 5 Potholes, 10.6ms Speed: 3.3ms preprocess, 10.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-108_jpg.rf.88ee8f4119072ebf7af554e3857563be.jpg: 640x640 4 Potholes, 7.7ms Speed: 2.6ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-108_jpg.rf.e7e2f2892ce34a31107a952a225015b7.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-108_jpg.rf.eecb198f77811316970cf184d5e6d972.jpg: 640x640 4 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-108_jpg.rf.fe2180885dd8b34ffc91856c25b5be24.jpg: 640x640 3 Potholes, 8.2ms Speed: 3.2ms preprocess, 8.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.3035079657a5dc29c7a13a46078d1b8c.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.39dfed5f44a2be0afd6764de65e8f50f.jpg: 640x640 2 Potholes, 7.7ms Speed: 1.9ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.631574b267129b90b7d32eba04b69aa1.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.7ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.6f3a616408d81697a3f84ae3e5652e1c.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.78ebe2ceeda62f3f14cd5d6542231842.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.7916559f53d931df59b7ccbfd3791fb6.jpg: 640x640 3 Potholes, 7.8ms Speed: 3.1ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.878252c8b52cc57d19b45f65c81bd954.jpg: 640x640 2 Potholes, 9.5ms Speed: 4.1ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.8b594e4272c134d8e7834968ac5a3edc.jpg: 640x640 3 Potholes, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.b72cc271602f6681f7adf33b53365e7d.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.9ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.db895c4f0f69689620471a507f3b7dad.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.f44922a6ebfe057adadc580b9e9e4e66.jpg: 640x640 4 Potholes, 8.5ms Speed: 2.7ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.f70cc0abfb5f1a0474cebcf82e7d813b.jpg: 640x640 4 Potholes, 15.7ms Speed: 2.7ms preprocess, 15.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.0e7af123abae68a976541008e2a364f0.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.3555d4a43338733f8436c224d9d7b692.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.494f7fc9e7d897786e276efb513ea5c7.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.4f7dde1dc6435388a3753d541120ef5a.jpg: 640x640 2 Potholes, 9.9ms Speed: 3.2ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.8dc054fd67cfbc8dc31848ece9aed176.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.5ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.8f46da55bd9981f8bcd9036b49e3464f.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.908fce02932ecd7b268e8d2d042c8175.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.4ms preprocess, 10.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.9efab48d752f9f2323bcb9e3e0a7247f.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.bae19943a5e7fb2f47593f5c83c504bb.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.6ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-111_jpg.rf.873dad09ab352fd5fd7a9db8431de897.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-111_jpg.rf.c037f9402291c8364b42a158bf1421f9.jpg: 640x640 3 Potholes, 7.9ms Speed: 2.6ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-111_jpg.rf.fa261452cbbcbd2920234cc998ca3784.jpg: 640x640 1 Pothole, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-112_jpg.rf.93d02fdd46632270a914dbe3fcda695f.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-113_jpg.rf.7440283eafd29e8416a47b500e864604.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-113_jpg.rf.76497cc02c460390541debbe8ea032a7.jpg: 640x640 1 Pothole, 8.0ms Speed: 3.2ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-113_jpg.rf.de1bf38295024e28173ac3e651662d69.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.2ms preprocess, 9.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-114_jpg.rf.68c70a59c16c6174c96874a41d1314f2.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.4ms preprocess, 11.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-114_jpg.rf.dd6b0c77470b828a252d792e4da2b00e.jpg: 640x640 4 Potholes, 14.8ms Speed: 4.1ms preprocess, 14.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-115_jpg.rf.1ee244ea3ac36e401b9cc11f96462b35.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.5ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-115_jpg.rf.28eea047d536bb6342dec0fae6c3c423.jpg: 640x640 2 Potholes, 8.7ms Speed: 3.6ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-115_jpg.rf.5dead11742f93729684d8afcadbe6830.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.8ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-116_jpg.rf.044a85b680b95e6a678c5a378c5af173.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-116_jpg.rf.969025735fb8dd14b1ef0dc2cf34f88f.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-116_jpg.rf.b5ae697ada9d7f0b58d4cf8aab3b1ff2.jpg: 640x640 2 Potholes, 8.9ms Speed: 3.4ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-116_jpg.rf.b62e265511d3fb81edb7db7c8824fe97.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-116_jpg.rf.c72fdb955f5679dea5507ef6fc19fe3c.jpg: 640x640 1 Pothole, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-116_jpg.rf.dcad373fdd59d9adc4ef58a722e4614f.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-116_jpg.rf.f25e914465991c95e997231dde811ae0.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.5ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-118_jpg.rf.4dddd5bf2982bf39641b20f27cc46f6f.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-118_jpg.rf.5639785fc628f8e40fce2e8be29617d9.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-118_jpg.rf.76f195cacbec96a3668fcb553e149cb0.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-119_jpg.rf.4dfa630d4c3f27f688d85d1a75ea201d.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-119_jpg.rf.be4844029d4b769050ef759d20dc6f3d.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.3ms preprocess, 10.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.3907d0106faac88e2d5a4374e020924d.jpg: 640x640 1 Pothole, 9.0ms Speed: 3.1ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.4066f32c084373ab3d3f5876c1807bc3.jpg: 640x640 2 Potholes, 11.0ms Speed: 5.2ms preprocess, 11.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.44825f952d44bd8e51c768fda29d3de7.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.57a9b11b9869e0748c002dd0cb2c3e3c.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.597938aa33200af542290adc20831680.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.6217d85d7e16641c30fd7b950d36698a.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.6bde03431f9edf6aebe6d80f4d450c27.jpg: 640x640 2 Potholes, 11.7ms Speed: 2.3ms preprocess, 11.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.7db007e7081e1fee554a429d78cf2966.jpg: 640x640 2 Potholes, 9.0ms Speed: 1.9ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.ac790cd37b394985929fbae56e9199fe.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.5ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.b35d12c87df12e9852b152e13ee48676.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.7ms preprocess, 15.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.ba4aec6f68e1ddda7abcd676a7c0db84.jpg: 640x640 1 Pothole, 7.7ms Speed: 1.9ms preprocess, 7.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.ea9ad10e3641d5732b9a882f4b041896.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-120_jpg.rf.7582465f7f847507573225a79aa0715c.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-120_jpg.rf.8795e5b1e36a7cb35e4640fbceeb2aed.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-121_jpg.rf.1cb6e10c76480a6a622c898458011bda.jpg: 640x640 3 Potholes, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-121_jpg.rf.51bdaa729e804e14ba1aa882dcf4eaeb.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-121_jpg.rf.add76457c2acdc43639ca08c19dc5032.jpg: 640x640 2 Potholes, 9.1ms Speed: 4.6ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-121_jpg.rf.c1f0531380e00b119ac1141768180161.jpg: 640x640 3 Potholes, 14.0ms Speed: 4.8ms preprocess, 14.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-122_jpg.rf.22ee4bd47a65464a6156eb9c4321ea52.jpg: 640x640 1 Pothole, 7.6ms Speed: 3.1ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-122_jpg.rf.be2c523a5e29f3f37db583049932935c.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-123_jpg.rf.1083ae70000934ad6834bcfba2835366.jpg: 640x640 1 Pothole, 9.0ms Speed: 1.9ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-123_jpg.rf.468329485ae13a1a3da31a6ea2d9e768.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-123_jpg.rf.604ad2c7b17dd0afae95d103ed078f30.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-123_jpg.rf.c571148a3a91f22d7c0818b44460e991.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-125_jpg.rf.294159d98cb1375469797fbe40423ac7.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-125_jpg.rf.39c54127699db5c0d3f72cd677e98d4c.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.0ms preprocess, 13.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-125_jpg.rf.63faa5e8be753315d3448c5b915ea2ab.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-125_jpg.rf.68da0cb4ec1323e19af4cd4a9eac3bf6.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-125_jpg.rf.78ec459978a763ae7cd7579db4eaa90b.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.4ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-125_jpg.rf.ad3665935258dcc2dee1cf219b65230c.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-125_jpg.rf.f18a92da2bbb424c0e586dc7be109e5f.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-125_jpg.rf.fb8a44f3185b247af163cb0c4ca8bd70.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.1ms preprocess, 15.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-126_jpg.rf.45629dc7c23264b9aa50e7423f7046f5.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.7ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-126_jpg.rf.5424a39900649955d97a24f1e71ea006.jpg: 640x640 2 Potholes, 19.5ms Speed: 6.6ms preprocess, 19.5ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-126_jpg.rf.68a81ea7b5da60a054b9420f62483b17.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-126_jpg.rf.6f874c1606cf7c5ca4f03c892272c8ec.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.9ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-126_jpg.rf.81b7af2a98b33abdfae973afe11d8ff3.jpg: 640x640 3 Potholes, 15.4ms Speed: 2.9ms preprocess, 15.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-126_jpg.rf.b7d77c3b74a3a0db456c605afade2a23.jpg: 640x640 4 Potholes, 7.6ms Speed: 2.6ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-126_jpg.rf.f7b79602345504898fbe5fe440328780.jpg: 640x640 4 Potholes, 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.2784cfb94221522b53239833540eb61f.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.0ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.4361a327a87bedf7f7cbccc7867abc96.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.5d19819bb91660a21ccb5fdf867646dc.jpg: 640x640 3 Potholes, 12.0ms Speed: 3.2ms preprocess, 12.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.647ddf2ba58fa61c016aa203ae52da4f.jpg: 640x640 3 Potholes, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.6db0d999c2e9de18185ed7f5d6729558.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.880b974201666e71598e84dc9b2046fc.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.5ms preprocess, 13.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.89fbbf36dba9398839c283f8f7625daa.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.5ms preprocess, 8.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.a81331db13af37dc23fe9ad5f9b18a1f.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.c5576e1ff3d0ddde3595ed2f1ba13a51.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.0ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.dd3533d9e050c4fdc822d83c8e3e9b88.jpg: 640x640 3 Potholes, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.022e8b97ed1481ba9e68aa142be41c3c.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.7ms preprocess, 9.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.3915271d4e2a6a70692a524c188a4e42.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.39c34875601d720204f75ac453aadac3.jpg: 640x640 2 Potholes, 9.1ms Speed: 3.5ms preprocess, 9.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.3ad557a1e397ead5d7cae3857647cf8c.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.572aa32e2c9a598cdc9009c2978b3cf5.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.5ms preprocess, 13.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.8f24b2536f767575b9984bfa24a907ba.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.2ms preprocess, 12.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.8f294356ab6e4df75a46bb43aec198e2.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.0ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.a7f995fdeb9f42096887312e3f990cc9.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.0ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.fd6853f681a8d3e05a0f4a34b336c6ff.jpg: 640x640 1 Pothole, 16.4ms Speed: 4.2ms preprocess, 16.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-129_jpg.rf.24379457603468a93aff12517d8ff736.jpg: 640x640 3 Potholes, 8.4ms Speed: 1.9ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-129_jpg.rf.62798663d0e491f7e543d1342058236a.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-129_jpg.rf.b7d71cb581fce2f1e04ec5878f3f7dff.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.4ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-129_jpg.rf.e372d61a04d46258070c6853a41be4fa.jpg: 640x640 3 Potholes, 8.4ms Speed: 2.0ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-12_jpg.rf.20fa2b887e7911bf9a2510d616a7f184.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.5ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-12_jpg.rf.2c017c0f936fb0c22891a8bff0b78536.jpg: 640x640 (no detections), 8.4ms Speed: 2.0ms preprocess, 8.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-12_jpg.rf.70e859482ac3d155599f5d8d93200f4e.jpg: 640x640 1 Pothole, 25.1ms Speed: 2.1ms preprocess, 25.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-12_jpg.rf.740ddc3d6517dfa853b2a16f1a04aabd.jpg: 640x640 1 Pothole, 18.4ms Speed: 2.5ms preprocess, 18.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-12_jpg.rf.b28f4c3295e6b44398d2cdf4c3501824.jpg: 640x640 2 Potholes, 8.5ms Speed: 3.1ms preprocess, 8.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.22e7d67c04e397c8e85255e18271210b.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.41d8732c1144f21c9cb208493e5ff730.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.0ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.47e443c868e2c5bd1abf906b0a210699.jpg: 640x640 1 Pothole, 8.5ms Speed: 1.9ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.71b42835cb59132b81fc5cf26acfa20d.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.a6ef452f1ddc6a526e97d7a173b17cb7.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.ae34a33dbfe729ad509069c634dffde7.jpg: 640x640 2 Potholes, 10.1ms Speed: 3.2ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.d979fd65cb6a8f49a89d00f13fea5b17.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.ed051ce506b05508c8cab127b288db9e.jpg: 640x640 4 Potholes, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.f62076f28f58e13bab63d4f703391b8e.jpg: 640x640 (no detections), 8.7ms Speed: 2.9ms preprocess, 8.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-131_jpg.rf.40deade3d01a129529505bbcb66cdfa9.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.0ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-131_jpg.rf.4ef8a5bbb4e060775b1635393fa14fcf.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-131_jpg.rf.ae9cc0a2e996dba695e99110088887f4.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-131_jpg.rf.c42f10df52bed6c37c63162921ee5272.jpg: 640x640 1 Pothole, 14.7ms Speed: 3.1ms preprocess, 14.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-131_jpg.rf.cb17ba31d313d58c09abab5b92d73c12.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.3ms preprocess, 17.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-131_jpg.rf.df5c6b53a748a61a62fc985f44c42717.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.8ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-131_jpg.rf.e61f589daf7715f91c82b02753df18f9.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.6ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-132_jpg.rf.14dc4a2e2f5124b422777a3ed55d995e.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-132_jpg.rf.263b5130e33dd94cc12ab38b1661e0f7.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-132_jpg.rf.314d4546a412c109fd6dfda7f54e8d36.jpg: 640x640 1 Pothole, 8.9ms Speed: 3.1ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-132_jpg.rf.753997b253ce14e15544f44cb4d6a91f.jpg: 640x640 1 Pothole, 8.3ms Speed: 4.2ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-132_jpg.rf.79a81c44335be6ad0ba017a49f9f6939.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-132_jpg.rf.a283c2120b85b2eac8b144c5a5f51cd4.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.4ms preprocess, 15.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-132_jpg.rf.cae40241e1e9544abc8149064c59ce3e.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-132_jpg.rf.ddaaa083b9e08cea5d48c717fe35037c.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-133_jpg.rf.4950d254e2f8f65ddff81ba2f7a11e73.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-133_jpg.rf.652e504af74633214fb77c50637aac58.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-133_jpg.rf.65ea5e3c0529faa2a97ca12522695f6c.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.8ms preprocess, 13.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-133_jpg.rf.82652826a0c1ed71fc09c611038d7903.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.9ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-133_jpg.rf.8b5f7507dbdfbf673e95e4ee3c901979.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.3ms preprocess, 14.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-133_jpg.rf.9450b85e61737d69e5778a91b4f3203d.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.6ms preprocess, 12.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-134_jpg.rf.2f4b4bb590e9ab54a4f8c6f0168a820e.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-134_jpg.rf.83d94d3a64f4e720287fcae672a0cccf.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.0ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-134_jpg.rf.cbe6413cce2c8ee27c9f3c6bf5941075.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.0d8568b0284d3f3114c6421cac595ef4.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.6ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.1b596014b7db74fad98170232b1e350d.jpg: 640x640 2 Potholes, 12.5ms Speed: 5.4ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.6c134c18c7a3c74510087151355a2250.jpg: 640x640 (no detections), 8.4ms Speed: 2.9ms preprocess, 8.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.75e36d169260f1dc3545b6099ae79627.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.909efd37d15d3204e06516738d99fbbe.jpg: 640x640 4 Potholes, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.b177e940b0169d57f8e6f412ce4d0a90.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.b86b41177d2720adfd1268fc95375f0d.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.e6ebc7116a8394a5566196a50e8ef23a.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.fc78e85e7e7be6372d786c5e50fa02b1.jpg: 640x640 1 Pothole, 12.4ms Speed: 5.7ms preprocess, 12.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-136_jpg.rf.3b8742f98e618a0e891e4b83383f42d9.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.4ms preprocess, 12.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-137_jpg.rf.0d7a7725cc2eb7682165eebdbe1b230d.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.5ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-137_jpg.rf.1a049314a709298418e2e5fc72913a07.jpg: 640x640 1 Pothole, 8.7ms Speed: 4.2ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-137_jpg.rf.fc230046b9fe218ee46d17d8117710f6.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-138_jpg.rf.0e3b245b2766d134df95868873bc0e64.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-138_jpg.rf.215f1c6cb1c912d859301bcdb30e9834.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-138_jpg.rf.2e7a5a224985c9274477d5ab70ab1fc7.jpg: 640x640 1 Pothole, 8.4ms Speed: 3.9ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-138_jpg.rf.98ebd8fdf376a4a9bace5bf500c62bf0.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.6ms preprocess, 13.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-138_jpg.rf.a270fafc7de6d7d15b10e4416ce0121a.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-138_jpg.rf.abe6b7d61b2c7861247fd2124cb6abd1.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.0377c1b1b806929702869e4d7cc7da60.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.2ms preprocess, 14.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.04951a4917a8a58342050476f55e5af8.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.7ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.165cfbf0af0fca1efb9454a43bdf4dea.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.3d4b3984b629bf574d807f5ce70d73fb.jpg: 640x640 2 Potholes, 10.2ms Speed: 4.4ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.3e0c5deb64ccabb4f0e46ed7844f706f.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.4dbca78b73a0a25f1ecffcf5cb095b2e.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.0ms preprocess, 9.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.53a217608d36c6edb51eee5f8a667d27.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.728c56747b11a37b1ed7d956f6d58190.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.1ms preprocess, 11.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.8e1291d2de66e266b45d9a6648aa0a12.jpg: 640x640 1 Pothole, 9.0ms Speed: 3.2ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.a299b01f496f49e5fbe19522e98dad86.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.9ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.bb7ceaf778a0e554886749d2457729e5.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.e6d7af7c653efed8f06ed8a2f9c6d0fd.jpg: 640x640 1 Pothole, 10.1ms Speed: 4.0ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.0bca52cf3396797ce883b87d4ab01094.jpg: 640x640 3 Potholes, 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.4b4043cc4bd3f334778e925da0df8dcc.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.8ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.a4b800c425acf2b77d72ca3958e7db49.jpg: 640x640 2 Potholes, 8.8ms Speed: 3.0ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.b315c12f836446fe9c1997d1e9204ab7.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.9ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.b71c2f1fee39134cc94aa6eef481e803.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.1ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.ba2d5473cf3d9b321bfca7baf2989702.jpg: 640x640 4 Potholes, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.bb2da38ee7379a535ff9ab8c69a8ed10.jpg: 640x640 3 Potholes, 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.d34575a941fb5e879818584a7e6cabfa.jpg: 640x640 5 Potholes, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.fdc3f7fe9052460b16ccecf76524c3dc.jpg: 640x640 5 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-140_jpg.rf.4a1fe4bd9b61830870618cf10ecba2b4.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-140_jpg.rf.cc5fc3cda4c59c25087472d546565bed.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-140_jpg.rf.e2fb01774964115822a567a679f09d5c.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-141_jpg.rf.08e39d6ffd860d2e0d7f6e326ee0bef5.jpg: 640x640 4 Potholes, 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-141_jpg.rf.11757c08f37c75a58af5f1eee4bdc271.jpg: 640x640 4 Potholes, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-141_jpg.rf.6cc9420efc6dd9cbf5a130ec982cb770.jpg: 640x640 3 Potholes, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-141_jpg.rf.a9a16cd723121fc3159585b7fa2541c4.jpg: 640x640 5 Potholes, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-141_jpg.rf.dc690e7a66b9d528f369cf502e158c81.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.6ms preprocess, 10.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-141_jpg.rf.dd91c31fb29bf9b758945ae2e9ba511c.jpg: 640x640 3 Potholes, 7.9ms Speed: 2.0ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-142_jpg.rf.1074287504c3c98dcf58fe7060f3e756.jpg: 640x640 3 Potholes, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-142_jpg.rf.469d9aa840b501c8a67959756600e269.jpg: 640x640 1 Pothole, 9.4ms Speed: 1.9ms preprocess, 9.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-142_jpg.rf.56425a5ae83b41b75e141f6e4395869c.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-142_jpg.rf.a2e88886ec51dde6f5ec920be74fdaa6.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.5ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-142_jpg.rf.ae883691f773aaafc4f5c1b5da44f5b0.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-142_jpg.rf.f5f5c3818d5e944a47ab95dd2bf22b85.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-143_jpg.rf.1b42f798b65d437cc585c5fdfa9f19c5.jpg: 640x640 1 Pothole, 17.6ms Speed: 2.8ms preprocess, 17.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-143_jpg.rf.2d389dda49b5de1f64f579d37e5e76e1.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.9ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-144_jpg.rf.08f11914f7390bb2e19b0f278b2ec133.jpg: 640x640 2 Potholes, 10.9ms Speed: 3.5ms preprocess, 10.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-144_jpg.rf.19fafdd0684b693fa59b11b2e7960488.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.6ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-144_jpg.rf.75aa02fadaecbdff63cf159f14eee441.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-145_jpg.rf.112d4fd05b8a017dd33caf82f5f39e77.jpg: 640x640 1 Pothole, 10.5ms Speed: 3.2ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-145_jpg.rf.160fa1cc0f2b418ddc5b890df91e3298.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-145_jpg.rf.2f7112f34318d63d4fe8a9647d16d6f1.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-145_jpg.rf.77325d022091841d295f3a190cca4ada.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-145_jpg.rf.a7493c01258c5f6e324106b421ccb019.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-145_jpg.rf.bd11ed80853e7ff65c25d7044e4ca4e5.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-146_jpg.rf.1c1ea91f93a00d653634597473c19fc1.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-146_jpg.rf.b107d4964076983962c7e0e70947f1d3.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-146_jpg.rf.eb0e3627d393ed5a105b21467a5a2848.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-147_jpg.rf.7de6bc26281f0d5df82343df6d1d5475.jpg: 640x640 3 Potholes, 8.4ms Speed: 2.0ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-147_jpg.rf.8f9af3348c63ca869a16008d5288ac90.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-147_jpg.rf.d993ae9c20648ff6368ffcf6587c2ab8.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-148_jpg.rf.2d3654d80409bae0ed2fc82feb968d11.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-148_jpg.rf.8b3cf25cbb7e6f0c1b928f70d91a526c.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.0ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-148_jpg.rf.fb5b7946cc300a74a0b1c53ce2c1e3f4.jpg: 640x640 2 Potholes, 7.7ms Speed: 1.9ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-149_jpg.rf.13b67929f9907aeb6cee7a7d3cad9213.jpg: 640x640 2 Potholes, 7.9ms Speed: 1.9ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-149_jpg.rf.22bf1cec575138f5ff4ac14a1221463e.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-149_jpg.rf.8cf81bea4ac0a4508a47b0abf2cbd2f6.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-149_jpg.rf.c1357dd322292f9eebe9eff346dc2758.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-14_jpg.rf.73543d252c5eff05116830e17556b5ac.jpg: 640x640 4 Potholes, 8.5ms Speed: 1.9ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-14_jpg.rf.7a97591cdd5152e4a2326c44cfdc3cca.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.9ms preprocess, 12.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-14_jpg.rf.ac87e10d2701b6557d98e6a6efe5720f.jpg: 640x640 4 Potholes, 7.8ms Speed: 3.8ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-14_jpg.rf.b735e0481a6d6f5edd1b3e1d8413ed68.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-14_jpg.rf.cc44b7ff178db8e0781e156d056ca1df.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.8ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-14_jpg.rf.d1e3cdd3edeb27e8b5ed8f6757faf061.jpg: 640x640 2 Potholes, 7.5ms Speed: 2.4ms preprocess, 7.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.48e211ffaf4f6d4c998e49618ccdaeab.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.509a43c7d1db0446d71a6178b77c6ea2.jpg: 640x640 3 Potholes, 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.559854830b9abe2ce55f50b9f27e34d5.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.5f169d9f488e87c2c8eef75895a563a2.jpg: 640x640 1 Pothole, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.7666ac2838becd61b2ff7872188c8891.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.4ms preprocess, 12.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.799f8c4a1ef002d85cb1cec03eec6c7d.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.7ae823b9e7cbdd039406cccf4b550a98.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.6ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.86326658e00602b9884336d36f43668e.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.a608d3e642834bd015b258a388358aa1.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.3ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.b33d6883e25acad491bdcc96b3014c2a.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.c34aa09fe95c6c1f3b0088dea52b8ced.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.6ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.d9eda59d3423f5dc2a0f08cd727d54ef.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.0ms preprocess, 11.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.1002cbb94fd88efc7cd2bc1a1ac3a1ce.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.6ms preprocess, 7.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.20851b4d1e1be052b8f52232935b6035.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.6ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.3968ed0485aab1b916a2531e0487c200.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.54398ec67be1c7897300aad0e6faf005.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.2ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.5792f3a18f089c7b8aa9c53f3f2cfca4.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.5d53739f5b143d5fd52431d1d5c59ac6.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.60dace93c5f7073761917e4352da00ff.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.0ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.63be13817b853e68ffb1ac69f7206d55.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.87f875998b15874861d20527c34e7e71.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.8d3deeeab027475651c6034b5327189a.jpg: 640x640 1 Pothole, 8.6ms Speed: 1.9ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.f3d6ccc484898123eb8b363e4fae11b2.jpg: 640x640 1 Pothole, 8.7ms Speed: 1.9ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.f81686f7b4c726a54d99cbd82e9f9162.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-152_jpg.rf.288659f5e4b565f82a07169722e2e5e6.jpg: 640x640 4 Potholes, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-152_jpg.rf.3c8daf388f153fefbb686ace0bd4683b.jpg: 640x640 4 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-152_jpg.rf.96c8a1d3affabdbf5af905f758eb09b9.jpg: 640x640 3 Potholes, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-152_jpg.rf.a2cd177f64fc890ecb494838d59b0afd.jpg: 640x640 3 Potholes, 7.5ms Speed: 2.3ms preprocess, 7.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-152_jpg.rf.a7161e3f39da07bec38debb87a0c0a42.jpg: 640x640 4 Potholes, 8.4ms Speed: 2.0ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-152_jpg.rf.aa4803c03c1d91973c578376d6207c2d.jpg: 640x640 5 Potholes, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-153_jpg.rf.044283d3d044678b8242a9caada5bf41.jpg: 640x640 2 Potholes, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-153_jpg.rf.2835f8cf55e4e12ad280766ff0aa567d.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-153_jpg.rf.29aee94614e6b3f5f176a877230b1df0.jpg: 640x640 1 Pothole, 9.0ms Speed: 4.0ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-153_jpg.rf.5ce831042ba670f8ff6bef028dc868fa.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-153_jpg.rf.6e4e98f189ea0bc5535765b72acdf535.jpg: 640x640 2 Potholes, 7.8ms Speed: 3.1ms preprocess, 7.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-153_jpg.rf.b169a814fa45e8fbb84e161b9a337210.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-153_jpg.rf.e04e932134831188afcd956d9b4ad193.jpg: 640x640 2 Potholes, 7.4ms Speed: 2.1ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-153_jpg.rf.e7f17e537e983acef00e59b642385f28.jpg: 640x640 (no detections), 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-154_jpg.rf.4ab3f714f6d985e17c425c412f50f154.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-154_jpg.rf.a671f49f29c01b40d4be9e144f70dc78.jpg: 640x640 3 Potholes, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-154_jpg.rf.ae62fe0d7f8819f9a1712e78f746a955.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-154_jpg.rf.be54f4a5880123b8f09f544b8298a4fd.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-154_jpg.rf.cc2736b8aeae8850bd911061ba964561.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-154_jpg.rf.d7938bb8d1640313ba17b5d16a76a846.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.8ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-155_jpg.rf.109d0ef3029041d5fb07a87c44919464.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.2ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-155_jpg.rf.8e9343311b2fe8003b3290826a56ecaf.jpg: 640x640 1 Pothole, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-155_jpg.rf.997eccb99db7260f1be2664dbe4dc490.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-155_jpg.rf.e7362b4593835cd931cc4c55b0d7724e.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.0ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.2830c655d20f751e76a2de8e3ac5746f.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.2b850f4fafbe1013959dbca58d4dd8f8.jpg: 640x640 1 Pothole, 7.3ms Speed: 2.1ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.4508e17a65fbe74173fc8db5133b4cfd.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.6a1317138107b3b3984f982d76ee95c8.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.7ms preprocess, 15.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.6ddcfc693d7259a17de2ce5016948ec7.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.6ms preprocess, 7.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.bd5f95fe917d346b6f7924ca0b06a6c1.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.6ms preprocess, 12.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.cfce66ea06e99eadfdf090dc43fe7932.jpg: 640x640 1 Pothole, 7.3ms Speed: 2.2ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.d8aa4906e385290b1a3d4e1353ee7f74.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.3ms preprocess, 7.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.dbb6e560877fe67ccfc70440b335fc79.jpg: 640x640 1 Pothole, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.021c6c2799cbddde54f8f362b91465ff.jpg: 640x640 2 Potholes, 9.5ms Speed: 3.1ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.0eadacf21d8173129f231b5ef7dde755.jpg: 640x640 1 Pothole, 8.6ms Speed: 3.4ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.170971056cf3e681adff48b3e87ed2c8.jpg: 640x640 2 Potholes, 10.1ms Speed: 3.6ms preprocess, 10.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.21e112af0ff121633b0498d9e5173552.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.32e7886ddab41b717b2a98c06c7876cf.jpg: 640x640 3 Potholes, 8.8ms Speed: 2.6ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.3c71e455c21f9e83d734b6d3949a64e3.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.9ms preprocess, 7.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.3e3a3932070ab99380b55a44e7287165.jpg: 640x640 3 Potholes, 7.4ms Speed: 2.3ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.53d31e029029b3791fea070e67535e53.jpg: 640x640 2 Potholes, 7.3ms Speed: 2.2ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.65fa7aa09d11980e7f63c2ab166e6e81.jpg: 640x640 2 Potholes, 7.2ms Speed: 2.0ms preprocess, 7.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.6c8cb004792d8462105675898e92e1d0.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.701d5c5cc7edede7157692636fe0c76d.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.5ms preprocess, 7.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.785801139fb7e09107af06e2039848ad.jpg: 640x640 2 Potholes, 7.4ms Speed: 2.6ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.abe3710d83b6ed058a1cd1df592f73d5.jpg: 640x640 2 Potholes, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.ea4158e866609b2d37f2351adfdece16.jpg: 640x640 2 Potholes, 7.3ms Speed: 1.9ms preprocess, 7.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.f598d9bd945083117e6b6033781cbf4a.jpg: 640x640 2 Potholes, 7.3ms Speed: 2.2ms preprocess, 7.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.f78fed23120cd688e9b8e3b839784199.jpg: 640x640 2 Potholes, 7.1ms Speed: 2.1ms preprocess, 7.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-158_jpg.rf.18ed388a7f16bdc5d621973e77b4b88b.jpg: 640x640 2 Potholes, 7.4ms Speed: 2.8ms preprocess, 7.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-158_jpg.rf.af6c41a1e2aae17a1530eb2397a0f408.jpg: 640x640 2 Potholes, 7.4ms Speed: 1.9ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-158_jpg.rf.d2dba362139f3f68d94ab6fa3bdea7f3.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.2ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-15_jpg.rf.2d11720f47f346334fed33c55c884137.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.1ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-15_jpg.rf.ae48b25e3ae3e0ff3557c5cbf7701d10.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.7ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-160_jpg.rf.0e74435787dcf768845dc6a9eb515f95.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-160_jpg.rf.2d701d32eff1790123abfdc41cbed433.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.0ms preprocess, 13.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-160_jpg.rf.779391cef8e551f5081228baf0577942.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-160_jpg.rf.85f821eda6dc30a76b532af4be280788.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-160_jpg.rf.996613c432684b8d7261a42b78168b32.jpg: 640x640 2 Potholes, 7.2ms Speed: 2.1ms preprocess, 7.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-160_jpg.rf.d67e4cddbbe8af47a97f4fae7497db00.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.4ms preprocess, 11.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-161_jpg.rf.26c2f531c79b24bbb9fe69ca596dac9b.jpg: 640x640 2 Potholes, 7.2ms Speed: 2.3ms preprocess, 7.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-161_jpg.rf.27b2220910d7784902ff15a4a1d02f32.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-161_jpg.rf.5e0889cdbc33e9467828275a6b72f73f.jpg: 640x640 1 Pothole, 8.0ms Speed: 3.3ms preprocess, 8.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-161_jpg.rf.7ff6c8ce493961a5d30e2ac15def4c5d.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-161_jpg.rf.dd9610122cffe5107b62ff8b01be0ffe.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.9ms preprocess, 7.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-161_jpg.rf.fe99d003852a4ece79a14d4835d05c60.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-162_jpg.rf.26a8677697d5ed40accd796f502c8304.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-162_jpg.rf.43725485843a415a0f253105e3255921.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.4ms preprocess, 7.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-162_jpg.rf.69177550d76004468e8f6a5066db6593.jpg: 640x640 1 Pothole, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-162_jpg.rf.947c9753a6d6f99f0de352f351fa4eeb.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.5ms preprocess, 12.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-163_jpg.rf.64a22368ac6a7a20ac8314214b96faef.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.8ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-163_jpg.rf.938f062809301c3c2c3565fb38bfe57a.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-164_jpg.rf.13a62bec0c44c957dd6ecdee8565f754.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-164_jpg.rf.5e2df5a4a6426a6b23c12fc886b23592.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.8ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-164_jpg.rf.6022f7484fbddf0896006c772fa17fad.jpg: 640x640 1 Pothole, 8.3ms Speed: 3.1ms preprocess, 8.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-164_jpg.rf.7e8359b9b2491a53ade021adf0d3e046.jpg: 640x640 1 Pothole, 11.1ms Speed: 4.9ms preprocess, 11.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-164_jpg.rf.9dc2df98c2e2b16c41118aa857f8b1bb.jpg: 640x640 1 Pothole, 7.3ms Speed: 2.2ms preprocess, 7.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-164_jpg.rf.e0510ebe32fb42d1b91b8378ddd3ee21.jpg: 640x640 1 Pothole, 7.3ms Speed: 2.1ms preprocess, 7.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-164_jpg.rf.e2005cd7f4ad38a1e8c4e76db98216f1.jpg: 640x640 1 Pothole, 7.1ms Speed: 2.1ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.2c93a977003fc4aa7d4767447f114ecd.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.3001289c4cb4484644c3e40dc90809b2.jpg: 640x640 1 Pothole, 7.3ms Speed: 2.3ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.32412ac4ab911f2be1340acf5e8af2a1.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.6ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.37e37c5e073c579c94b743dde5986e7c.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.4ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.3d2e9fdb29733b232f01bf0673d9ab7b.jpg: 640x640 1 Pothole, 7.2ms Speed: 2.1ms preprocess, 7.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.3ee382a3c294286e0049563fc92ae283.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.3ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.4d554b411cbc43a0cdcba85f6808b14d.jpg: 640x640 1 Pothole, 7.3ms Speed: 2.1ms preprocess, 7.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.8a7fd7e132f6d42d642be6394f12de58.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.7ms preprocess, 7.5ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.f613eade475c408b5f737cedbd278865.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.7ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-166_jpg.rf.47b108be88c93766919f1e06fe9c0747.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-166_jpg.rf.6160a926350420b5749db45d6dfc45dd.jpg: 640x640 2 Potholes, 7.3ms Speed: 2.0ms preprocess, 7.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-166_jpg.rf.ac232def3d3c1b5205de945805c20a06.jpg: 640x640 2 Potholes, 7.2ms Speed: 2.3ms preprocess, 7.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-166_jpg.rf.b3d14c408f691e3c13d7e246c3856305.jpg: 640x640 2 Potholes, 7.4ms Speed: 2.8ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-166_jpg.rf.b3fdf3fdea79eafba73312a10c2e1dd4.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-166_jpg.rf.c8455af299340b857a49ebe5f5b4f266.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-167_jpg.rf.485f136dbbe37c467ff77ddb89709c43.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-167_jpg.rf.6ef4fb326f191119db8687a60f5e9234.jpg: 640x640 2 Potholes, 7.3ms Speed: 1.9ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-167_jpg.rf.7a6a47289dadb523c1c90e9e3968adca.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-167_jpg.rf.87f01ee790b1661d0d4f3f9c85602f88.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-167_jpg.rf.d38faa83bb7cef1a0187b2c50e5e1c3f.jpg: 640x640 2 Potholes, 7.3ms Speed: 2.1ms preprocess, 7.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-167_jpg.rf.e744a8732e9872c967999a7643e07207.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-168_jpg.rf.1441700132a0c853c739686db562a0b8.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-168_jpg.rf.63afa90c8ad5ff78d056372678bb28c4.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.6ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-168_jpg.rf.81872163b24ab3fec82990c7413e3d3a.jpg: 640x640 1 Pothole, 7.5ms Speed: 3.0ms preprocess, 7.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-168_jpg.rf.ac391b0630f8b4ecbf881a8b49586ec7.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.6ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-168_jpg.rf.b998e4466a300c149959d2efa7789bef.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-168_jpg.rf.bd0a2d238348223bae6245b9cc7a34a7.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.0ms preprocess, 7.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-169_jpg.rf.a68fb4117d3583d229844d8745978976.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-169_jpg.rf.add679aa4ac0d41dcc24de2a490c88b8.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-169_jpg.rf.eed5dc724cdf1bd181861ffba623ffab.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.0ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-16_jpg.rf.52a78cea73758c7d03d2925b589672f2.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-16_jpg.rf.6c9667b3cf0931cb4e007bee487d33f7.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-16_jpg.rf.77ad482ce5cf7b3463a9d0b0c3318481.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.3ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-16_jpg.rf.7a5b002f081c52b8c72772a0493fd809.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-170_jpg.rf.596366721a14300a5d512b2b5867b0ab.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-171_jpg.rf.5be2220d2992973c547a8b3b8cebf636.jpg: 640x640 1 Pothole, 16.7ms Speed: 2.7ms preprocess, 16.7ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-171_jpg.rf.737e7849b9752e5d133cb66162671b3d.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-171_jpg.rf.82c9159cedd690ec71fd13c2460872c0.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-171_jpg.rf.b613fd01ce8a0d8b15591961d85d1979.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.6ms preprocess, 10.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-171_jpg.rf.cb12a7473b5f7faf092f11eb157398dc.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-171_jpg.rf.cc7f21f795e49641d2cdf132bceebe64.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-172_jpg.rf.459e083bc35d04e841aec0955755f462.jpg: 640x640 4 Potholes, 7.6ms Speed: 2.5ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-172_jpg.rf.45f77e3e25e7936955f1fe0e34da024d.jpg: 640x640 5 Potholes, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-172_jpg.rf.62fda1a83138ee381a6fa41d1ba262a5.jpg: 640x640 2 Potholes, 8.0ms Speed: 3.3ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-172_jpg.rf.7c33700a36f22381e4f17dfcfc1ff07e.jpg: 640x640 3 Potholes, 8.0ms Speed: 2.9ms preprocess, 8.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-172_jpg.rf.9003c4f8f3076938afa286e6d7f2093f.jpg: 640x640 3 Potholes, 7.8ms Speed: 2.3ms preprocess, 7.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-172_jpg.rf.a337d215ee49474f7db2ff2a138785b9.jpg: 640x640 4 Potholes, 9.6ms Speed: 3.7ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-172_jpg.rf.f0037e25a31dc57df639347d6201d2fc.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-173_jpg.rf.460480145ea0bcbf0fed8d3719eea826.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-173_jpg.rf.5f668c18df039555074d3fb7c53e99fe.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-173_jpg.rf.882d41a7d30d39c38249d81c03fa4f3c.jpg: 640x640 2 Potholes, 8.5ms Speed: 3.3ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-173_jpg.rf.8aeb462adc807e2b0514a33d13546355.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-173_jpg.rf.ee407a8c058d7752e6d104b2c32a2dec.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.8ms preprocess, 10.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-173_jpg.rf.fb815589df190f0adcaa8fcb5f65250c.jpg: 640x640 2 Potholes, 7.5ms Speed: 2.7ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-174_jpg.rf.3ba2b9c7517bd4d011385ec546e8f175.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.2ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-174_jpg.rf.5397c6a87d18fa6991a4f6b857d9b7f0.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.9ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-174_jpg.rf.f6db5db0c420e088635305e68cdbc811.jpg: 640x640 1 Pothole, 11.2ms Speed: 3.3ms preprocess, 11.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-175_jpg.rf.88d5652679513ba073bdfe8fe6b40935.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-175_jpg.rf.94fa4dba88efe110368d3df7db855394.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-175_jpg.rf.abf9a0576a335f55a153239824e3abcf.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.6ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-175_jpg.rf.d2e944ca73aa1dcdf4d4a121ac07bd46.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.9ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-176_jpg.rf.07deaa1ea616002dc78cc9a9924347ef.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-176_jpg.rf.28169e990247cbfffd07d34bcd9c4266.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-176_jpg.rf.dfb8d7b38e4113beea15b670daf62898.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-177_jpg.rf.0ad9d14d2b00a89484d464811dc398e9.jpg: 640x640 1 Pothole, 7.9ms Speed: 1.9ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-177_jpg.rf.5584b4120764e60aac1a3fc7f6df9179.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-177_jpg.rf.5934d535c49bf6f6f9fe5883a664534b.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-177_jpg.rf.663f4a7007491780d18597214b957cb9.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.8ms preprocess, 8.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-177_jpg.rf.72e8868fa7db4cee139973ca8a67e800.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-177_jpg.rf.958b57555972b8af7c556519154330e5.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-177_jpg.rf.d2e9a997c57231fc8bd9277da91162e4.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.2ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.04525ecaa6092c37bea72582f637b7bd.jpg: 640x640 4 Potholes, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.0e065e6704cbac58f2e015e184cf99ae.jpg: 640x640 5 Potholes, 8.5ms Speed: 3.2ms preprocess, 8.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.292f061be00c5cce59d611e3c13de4d9.jpg: 640x640 4 Potholes, 13.0ms Speed: 3.7ms preprocess, 13.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.38d361e8e9f15184e9ed602cd1aa5ddc.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.8451d4870bfbb15911fcf6d3c7436890.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.91929a8fc7e09cc2521ce52da18885c7.jpg: 640x640 5 Potholes, 11.1ms Speed: 2.2ms preprocess, 11.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.9d1e631346bec26aa94034a0eae95bed.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.be9266acf1ee9d68541cca33649b757b.jpg: 640x640 4 Potholes, 11.2ms Speed: 2.2ms preprocess, 11.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.d4a7bc3200c02a884d15936898e2f731.jpg: 640x640 5 Potholes, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.f2c170e9d903e6d73105aa5c17096642.jpg: 640x640 4 Potholes, 14.6ms Speed: 2.6ms preprocess, 14.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-17_jpg.rf.2337146a716aaad7786f778d90adb5fd.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-17_jpg.rf.7182fe24f9fc0b0083dca5aa283c08bd.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-180_jpg.rf.10abd5e2aa5d79605e54f7cf54a937cd.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-180_jpg.rf.611a6c671f705ee82b48fdd7d850c836.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-180_jpg.rf.88b9a0cfb5b15e262a2e39bc3fd96da0.jpg: 640x640 1 Pothole, 17.7ms Speed: 3.6ms preprocess, 17.7ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-180_jpg.rf.d64bd24aba99211925a9122f63a7683c.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.4ms preprocess, 14.3ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-181_jpg.rf.0e210b7432414e8e07979edbabd95a84.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-181_jpg.rf.15084905a8e1fb074b383f0f56f97041.jpg: 640x640 3 Potholes, 13.3ms Speed: 2.6ms preprocess, 13.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-181_jpg.rf.2f7d678ffdca154513bb504f3f554354.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.3ms preprocess, 7.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-181_jpg.rf.58cccc0626cc7334f9ae75194027006e.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-181_jpg.rf.5e4b12013465aae17486255a4cd5a633.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-181_jpg.rf.af903b0ebd910ec6afc4e169d499e121.jpg: 640x640 3 Potholes, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-181_jpg.rf.d392438bde034f1ea1f6afbcdc0b29dd.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-182_jpg.rf.2c41572a802412819bd60135412370db.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-182_jpg.rf.376a47eb07f51f9a0e382d1b6718e223.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-182_jpg.rf.ab14def8a71e10a69869be216ad881f1.jpg: 640x640 3 Potholes, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-183_jpg.rf.26a58d255e77fa7d01ed0a1ed6738cf5.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.9ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-183_jpg.rf.442846d5ee7526813f48dd14285b8227.jpg: 640x640 1 Pothole, 8.7ms Speed: 3.7ms preprocess, 8.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-183_jpg.rf.4c04409564628279fcaaafdb2b94b5d6.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.8ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-183_jpg.rf.73b833cf6bc03ef65f5a42ae9c826a92.jpg: 640x640 (no detections), 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-183_jpg.rf.ac677a4a2615736db7d9f13acea0df9d.jpg: 640x640 3 Potholes, 7.8ms Speed: 2.3ms preprocess, 7.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-183_jpg.rf.decca1fa479a90388b16948bd8d6f767.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-184_jpg.rf.2422927792a9d609ff126a890fce0cc4.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.5ms preprocess, 13.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-184_jpg.rf.bd51a58a33ea7f803da7428d228877c7.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-184_jpg.rf.eeb079c2b7040b54437f535f1c3cdd0d.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-184_jpg.rf.f9189c791769df8eaed29b5ccbe91f1d.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-185_jpg.rf.1596feb800cd80e39f6052bb4b76f74e.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-185_jpg.rf.2c98ff20b02f4611a3665b8720a7fa68.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.7ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-185_jpg.rf.62238d79ce7f7a5a2b5ec248a75c3c5d.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-185_jpg.rf.90f2d424760727f6d0285d22f5449dbf.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-185_jpg.rf.ba78d45084b00bd64346748c718a0567.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-185_jpg.rf.ebc35d6e95cc8da458c133045de1fa2a.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.6ms preprocess, 12.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-185_jpg.rf.ebeeeb67495d2f047b0e1185793af7c2.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.5ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-186_jpg.rf.2471ce900c880ceb980d7af944e83b43.jpg: 640x640 3 Potholes, 8.8ms Speed: 3.7ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-186_jpg.rf.3b9d90d3f0afda6789caa7576cbda7b9.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-186_jpg.rf.3ce936c3eedd1b6e714b7ed08ca25439.jpg: 640x640 5 Potholes, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-186_jpg.rf.4e97794543d9373e8b79634d3aad76b5.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-186_jpg.rf.6772c9c6e80ae44206807c367930064f.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-186_jpg.rf.78f32bf2a5f18a318e5e872b2aac1ee0.jpg: 640x640 2 Potholes, 10.4ms Speed: 3.9ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-187_jpg.rf.5f6cd414efeb47c9222014d91c17f42e.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-187_jpg.rf.bc9b66d3e15f8ac2d553e03cebe19c42.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-187_jpg.rf.c8320a0f59cd021a6973afbde6cd1755.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-188_jpg.rf.00b10845a3e16a563f444720d0923deb.jpg: 640x640 3 Potholes, 7.9ms Speed: 2.0ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-188_jpg.rf.1c89111d27d1deba72385c9cfbdb73cc.jpg: 640x640 3 Potholes, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-188_jpg.rf.1f9b9af8ecb9355eea12caea00681774.jpg: 640x640 4 Potholes, 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-188_jpg.rf.6bec499d0a55a5572c47f0de21141421.jpg: 640x640 4 Potholes, 8.4ms Speed: 3.5ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.14bcbd225a7d84e055ac51b1d1e5c821.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.8ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.25156e4129fbd0f2eecf5845772247db.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.1ms preprocess, 12.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.2bd909009b73cc7f2967064b47b11e52.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.4b4f359c8b4f54245842db55a22ab0a6.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.3ms preprocess, 12.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.6abc9a1089162e2c554bb01d57ff1c7d.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.7a8304d4a92f0d954837b264b673646b.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.8ms preprocess, 12.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.7b7f5aed126cec879b5aa6e4e507226e.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.5ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.9082b58c9709591842670650accdba2e.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.97371525e1fae8ac280a37fd46a60437.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.ae5c9c8910dd67ef9e1f78a1793476f4.jpg: 640x640 1 Pothole, 8.0ms Speed: 3.5ms preprocess, 8.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.dd55f2be65b1e0799682e95a8a873a16.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.6ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.ec176e47c2a535fc229dc0c0a33a9733.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.f4ac4ed1559d8f2af64eda09f0f76596.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-18_jpg.rf.0c0bfbdc64fde391a0368e8b8e6f3e46.jpg: 640x640 5 Potholes, 8.7ms Speed: 2.6ms preprocess, 8.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-18_jpg.rf.527e02c827784e388759d37e9bb606c6.jpg: 640x640 6 Potholes, 10.0ms Speed: 3.4ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-18_jpg.rf.5e984b73b9d6a105d2cd79d83da250d4.jpg: 640x640 5 Potholes, 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-18_jpg.rf.75414add7e50df04c74793b55401c5e6.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.4ms preprocess, 11.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-18_jpg.rf.9401662b372708fc1deaeb00cb3b7486.jpg: 640x640 3 Potholes, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-18_jpg.rf.9600d6d6d712e4ee24292d0085f2b0ba.jpg: 640x640 5 Potholes, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-18_jpg.rf.e776cb83084bc8f2a52f1767b81d259d.jpg: 640x640 5 Potholes, 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-190_jpg.rf.7beae663cde889897474888f2ec379e1.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-190_jpg.rf.8d52e1055d62e3725b4d45b389600ed2.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.2ms preprocess, 13.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-190_jpg.rf.e718cc23d3cb7bce04d18a5bc739e571.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.3ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-191_jpg.rf.3d28deb5003d08ddf0be8d8661236a60.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-191_jpg.rf.404a49da063357f954612e18d4982fe9.jpg: 640x640 2 Potholes, 7.9ms Speed: 3.1ms preprocess, 7.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-191_jpg.rf.79a5baeeabdd10ea9913b28ad7e58749.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.1ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-191_jpg.rf.86102975bce97c538cd936836f6a8c8e.jpg: 640x640 2 Potholes, 14.9ms Speed: 3.4ms preprocess, 14.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-191_jpg.rf.9010ff8d3485eef235c8a58ba7bd4893.jpg: 640x640 3 Potholes, 8.5ms Speed: 3.4ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-191_jpg.rf.a2fecb5b50115b013ccd0011cb1f5b03.jpg: 640x640 1 Pothole, 8.9ms Speed: 1.9ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-191_jpg.rf.aaa98eaf2b8aefc36ae8246bd2e23d2c.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.2ms preprocess, 11.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-191_jpg.rf.bfa0564b03c1e564ba96ccea8ba2d7c2.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-192_jpg.rf.016fd4468f69f96e4cb049191f6e9fc6.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-192_jpg.rf.2d6c7d170360c0a62f2434cfb1ddd87a.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.4ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-192_jpg.rf.ef0aa90cea659b269cfeba4d2906f6a2.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.05334487a8877cfc48174bdf6d8960f2.jpg: 640x640 3 Potholes, 11.2ms Speed: 2.8ms preprocess, 11.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.681049eeee7958626d8718b8c3af2aa1.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.6ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.b38bf8d9c52bc3077a8cfba15ff5a14c.jpg: 640x640 3 Potholes, 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.b6d6833baed660312018c16eef387ae4.jpg: 640x640 (no detections), 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.d2fb02099de8c3fad94657925c0210ac.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.8ms preprocess, 8.2ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.d88db21fc8deadd6d7b6212dd35bae9b.jpg: 640x640 3 Potholes, 11.5ms Speed: 3.6ms preprocess, 11.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.dfcaa0c3d2fa2b7ac0de66011548389b.jpg: 640x640 3 Potholes, 9.1ms Speed: 3.5ms preprocess, 9.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.e755c77b88ce427f031b143490c16a04.jpg: 640x640 (no detections), 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.f5fcfc93b8ec3c1eaf8bf82f5b40eb50.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.ff797f41a55bebadad0def54abdbd2cf.jpg: 640x640 3 Potholes, 8.0ms Speed: 2.7ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-194_jpg.rf.2805ab1fefd752e4d8fb9f30916eeda4.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.5ms preprocess, 13.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-194_jpg.rf.60117c6995dec5cd172fdae470bac5d7.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-194_jpg.rf.988ed78f88bed754f1fa7da6ef0b293f.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-194_jpg.rf.9cd2db737cbdfe4ea26ed8d6ce59ab06.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.0ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-194_jpg.rf.b418fe243daec462c2fcda2bdac48dd4.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.8ms preprocess, 10.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-194_jpg.rf.b8112662480c1accc448e6751d47d301.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-194_jpg.rf.caaf1e9d29bd0f05caaaebbfe7d80e00.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.1ms preprocess, 13.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-194_jpg.rf.f4c342d6440d65516f14833d87ea1b89.jpg: 640x640 1 Pothole, 8.1ms Speed: 1.9ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.5c0ab3d68b7b95616adb79ac558333f3.jpg: 640x640 3 Potholes, 8.7ms Speed: 4.1ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.6368b42ca163c1ac2969dcb8c6b9e3e8.jpg: 640x640 3 Potholes, 9.5ms Speed: 3.3ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.7ae70e56929ebb35dddcf762571ff4e1.jpg: 640x640 4 Potholes, 8.4ms Speed: 2.9ms preprocess, 8.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.93e049710c904b1409b123afde72bfc2.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.bcaab10b7e15b2e2612ce8576219fcde.jpg: 640x640 4 Potholes, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.bf9495615e0d32b59942037a96e4dae0.jpg: 640x640 3 Potholes, 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.cfd046293d4a4121a30c15c304d9ba53.jpg: 640x640 3 Potholes, 8.3ms Speed: 3.0ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.e9431df45227d4ce822dc327747baf67.jpg: 640x640 3 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.f975be734bec2492eda1b9460f4c2e66.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-196_jpg.rf.02df9d6ff0076040ca28a006caa3bfb0.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-196_jpg.rf.130a1cb8f8ac227f9159f70dd793546e.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-196_jpg.rf.1ec91b4626ead4635fefc2005f633638.jpg: 640x640 2 Potholes, 8.2ms Speed: 3.5ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-196_jpg.rf.4122a0f0607a457d217efe789b567427.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.5ms preprocess, 8.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-196_jpg.rf.5df18a4b1f3b601f24898cca65ad037e.jpg: 640x640 2 Potholes, 12.1ms Speed: 2.9ms preprocess, 12.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-196_jpg.rf.aeece50e8e5e8f81cc30475e810b8b89.jpg: 640x640 2 Potholes, 9.4ms Speed: 3.6ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-196_jpg.rf.b0696cb493b58448c9cc7bd7ef56cd4c.jpg: 640x640 3 Potholes, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-196_jpg.rf.bebb37293d771e339b2d6df65fd8ab4f.jpg: 640x640 2 Potholes, 8.3ms Speed: 3.2ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-197_jpg.rf.9df64d28a0c15368db06789edc1d043f.jpg: 640x640 3 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-197_jpg.rf.b0b7ff40a27c1e6dacdf0ed0cddd6a55.jpg: 640x640 5 Potholes, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.09d27931755060b71cf929206509034d.jpg: 640x640 4 Potholes, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.3d4b1adf49ce95c3bf579a2f8e9f1ad0.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.4ed49d07bd883472322b3ba1807ce7f2.jpg: 640x640 4 Potholes, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.6b9d3d51001af258d1c38de19010b020.jpg: 640x640 3 Potholes, 9.3ms Speed: 2.8ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.74d59f90a495d9492cb75543d1cae3ae.jpg: 640x640 5 Potholes, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.8c03e78fa1a3e39652fe0209ac11e947.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.d48036b6a8c354e95bd622b75af33439.jpg: 640x640 4 Potholes, 16.9ms Speed: 3.0ms preprocess, 16.9ms inference, 9.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.d4c0fe1333d53f4fad24b3b999f92563.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.d5ed5f5be0e04d584f22ed0b2616077e.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.5ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.defaff333f5e2f1c1d3c52a226d81d26.jpg: 640x640 3 Potholes, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.f9ce54dd2d31f17799e751eb051f8c1e.jpg: 640x640 4 Potholes, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-199_jpg.rf.08f695ca6e634c3de17793dcb5983237.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-199_jpg.rf.3e7890f782a09a2e6f720d9ee798b938.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.5ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-199_jpg.rf.4c09f6782cbf8b6b4fc89c4d4561c56d.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.5ms preprocess, 8.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-19_jpg.rf.1f7518cedc0466c1f62317b58ac6c359.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-1_jpg.rf.09042bc9417782c69d6dbd0f7d4e4a73.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-1_jpg.rf.2bf8e4cdc46dfcc9b84ae73147378cc7.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.9ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-1_jpg.rf.2f348722f6cb1a0a44b0a691d67c54b7.jpg: 640x640 1 Pothole, 25.9ms Speed: 2.9ms preprocess, 25.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-1_jpg.rf.41637774d871e153477addc0a3588739.jpg: 640x640 2 Potholes, 9.1ms Speed: 3.0ms preprocess, 9.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-1_jpg.rf.48e52f1e58d7091b657fd1375e599054.jpg: 640x640 2 Potholes, 12.3ms Speed: 3.9ms preprocess, 12.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-1_jpg.rf.92e8b77debd9df580bf588caea80b71e.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-200_jpg.rf.6a77254d551201c897efa4faa4389140.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-200_jpg.rf.907051e3ecf42123fe3ecfcaf6c1f08a.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-200_jpg.rf.d6382c081d558882e7e9694783414790.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.8ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.3be33a01de0d629801462c5bee41d488.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.0ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.4945c23a7898da6da79424150de6121d.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.496813cbd4f4e77fcb97b7eebf5575b0.jpg: 640x640 2 Potholes, 8.6ms Speed: 1.9ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.71a1a553967f1de8ba5996a506dbfdfb.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.7ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.7437d4ec390e8cca42c6ceba65d6165b.jpg: 640x640 1 Pothole, 11.0ms Speed: 4.4ms preprocess, 11.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.a0b43dfb70b69b2983d3ca089525c26b.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.a9e8c88aee3be15de09b8bbe63fd6169.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.ea3a5aa838e52812cd320468ad3e1482.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.ed081ac12f8ea5b81cd961e9b070d99e.jpg: 640x640 1 Pothole, 8.6ms Speed: 3.0ms preprocess, 8.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-202_jpg.rf.693c9527d09436703efe6c82a2197663.jpg: 640x640 6 Potholes, 11.0ms Speed: 3.2ms preprocess, 11.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-202_jpg.rf.80459aec28a78e27b88f11fdc272bb9d.jpg: 640x640 3 Potholes, 8.6ms Speed: 3.1ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-202_jpg.rf.8ae51bdc1d2ae58820b40b8e89effb48.jpg: 640x640 2 Potholes, 11.4ms Speed: 2.0ms preprocess, 11.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-202_jpg.rf.a990fa7a5e8217610cc8c953633e5bd0.jpg: 640x640 5 Potholes, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-202_jpg.rf.c76520bc2c0ee8479ff4416bf2e6307d.jpg: 640x640 3 Potholes, 9.1ms Speed: 2.5ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-202_jpg.rf.d854bcd84dd61794145af382cee242d5.jpg: 640x640 4 Potholes, 11.5ms Speed: 2.1ms preprocess, 11.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.11ee52b119c0633b2e2680277e6426cb.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.2bf2817ae15860d1a68de01b4cc40524.jpg: 640x640 4 Potholes, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.657b42e544a64d0a5cb3352b3bdf8c90.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.6ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.8ea00c05566e4e0cc7e8568bce31ff27.jpg: 640x640 3 Potholes, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.92ab8e6531da3ca04c56056ee3c4a218.jpg: 640x640 3 Potholes, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.a0e2f1f96d5c0aa6c51dfb0f09feb72c.jpg: 640x640 3 Potholes, 14.1ms Speed: 4.0ms preprocess, 14.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.a76b30604c71ea32b698283aa1381ba5.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.ab0fb3029c7f8258994f8ea885806a72.jpg: 640x640 4 Potholes, 8.6ms Speed: 3.6ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.c1292d01b62872e8f1aa6d9f2fc65b2f.jpg: 640x640 4 Potholes, 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.fa355d1f82ee0dd073b628c3df418ca1.jpg: 640x640 4 Potholes, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-204_jpg.rf.08a7b84a127ce5f243cd0e7de7ecc19b.jpg: 640x640 4 Potholes, 12.6ms Speed: 2.3ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-204_jpg.rf.45232f450ee8b0191cadedccae2e4b58.jpg: 640x640 3 Potholes, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-204_jpg.rf.47546ab417f0043d84d9fd0a71513939.jpg: 640x640 4 Potholes, 8.5ms Speed: 1.9ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-204_jpg.rf.6c05b408a7fed2147b46a7b530073c80.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.6ms preprocess, 8.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-204_jpg.rf.94a11ab0c815446a2a42f71235c2e9df.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.9ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-204_jpg.rf.b5ca606e22851f2c2cbb0d5904df787f.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-204_jpg.rf.d7e61048b9d7e65f9e906091211d71d0.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-204_jpg.rf.f9088c21bfdc913cd327bf30644d3536.jpg: 640x640 3 Potholes, 16.9ms Speed: 4.2ms preprocess, 16.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-205_jpg.rf.1633c1fdd342efd88b63094a792c1195.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.6ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-205_jpg.rf.35073e1834bebc5b13cf11be4618227d.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.5ms preprocess, 13.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.0e4becaac87e1daf37656d61101c3317.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.0ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.2e72fd5bafda1ebc224408dc2482e783.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.345ce656d43c5594ffb22feca8d995b8.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.469db05751dd7d905ef55bcac13254fa.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.76a50986fdfe11a2495fda7fa7070885.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.7b568cc2190ad37b96d4584c38a17eff.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.83f0c645f59ac4de089e218a695104a1.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.8ms preprocess, 12.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.c72e5fb31e738dead521718eaa945dc6.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.d4ea796c18debbf926fcde974781fac0.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.e5cd6b0434cdf27d43a5bd0253952c9e.jpg: 640x640 1 Pothole, 8.6ms Speed: 3.4ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.f749e3d1ab20d47668f7ac68a06f1591.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.7ms preprocess, 8.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-207_jpg.rf.0c6d77cfa999fb35ce901c34fe389023.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.7ms preprocess, 8.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-207_jpg.rf.21f14d99a72671938be814d0c9aea56d.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-207_jpg.rf.2c853b0ec499038eab8e3f2e1245455d.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-207_jpg.rf.43f38d422084a018a5ae8dc9fddf1f5c.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-207_jpg.rf.6e99b4f50dec92d2c1bd4a886e1808c6.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-207_jpg.rf.a8f25797071306cc7b99f5b1d0520b03.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-207_jpg.rf.c0cd56ddc43fcbf2c5868ec05a25ad01.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.0ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-208_jpg.rf.37713154952bddb01526cb7b7089952c.jpg: 640x640 3 Potholes, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-20_jpg.rf.68c0bd788dfe912b41c629bf8d1b51f6.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-20_jpg.rf.9934dc5ed72628ed860dc92296e7ef65.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-210_jpg.rf.7eb665b90c08a812324e6f344cebd763.jpg: 640x640 2 Potholes, 8.3ms Speed: 3.2ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-210_jpg.rf.ad6b6e08fb61e740576f2f4007073294.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.9ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-210_jpg.rf.b7fde38e93f7dc3f35b77cc76745e480.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.9ms preprocess, 15.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-211_jpg.rf.04215d153af413a9fc5b680196477b18.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-211_jpg.rf.23003b0663e45faf2605e2b31fef73ae.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-211_jpg.rf.686910a05fe824d8d1acd4f570f7cd17.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-211_jpg.rf.a252c0a179a982849422a0b3332cd60c.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-211_jpg.rf.b9e93781f315e54676f5322698d52a6f.jpg: 640x640 (no detections), 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-211_jpg.rf.c335ec1fffd08d311425ed5f82c797d9.jpg: 640x640 (no detections), 8.0ms Speed: 2.6ms preprocess, 8.0ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-211_jpg.rf.d02aa1001d01bdaab3cfeb24e8a8a772.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-212_jpg.rf.4d4843fc47beac072bb0349afea86453.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.1ms preprocess, 12.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-212_jpg.rf.5e84e1de4d138ff4b7657ddab8c1b64c.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.5ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-212_jpg.rf.d43a73a1f05e8c9ff8596ea91a5330a1.jpg: 640x640 1 Pothole, 10.2ms Speed: 4.2ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-212_jpg.rf.e0f84a2f679bb817035b0411f27df277.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.5ms preprocess, 16.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.2b3987ea5852475ffe3efcbabded9a89.jpg: 640x640 (no detections), 8.2ms Speed: 2.8ms preprocess, 8.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.3fad79d20ab449d72cb84807c7f77592.jpg: 640x640 2 Potholes, 8.5ms Speed: 3.3ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.80ccfdf4077627ab616088d90d741b2c.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.84a291743d1e99d2e0e693e56f1baa47.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.963aa3cf8899286926540050b701e71f.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.9ms preprocess, 8.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.b168e52fe9d9cafce28974da77be4c87.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.d3dd6eac446625d0f20d41158a6acbca.jpg: 640x640 (no detections), 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.eab5782ddbfaa2d239a0a0d1ae262500.jpg: 640x640 (no detections), 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.fd3616e6626302bd4de207b986115ed5.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.3ms preprocess, 13.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-214_jpg.rf.19f1e933767ef573b5cef22c45277cbb.jpg: 640x640 1 Pothole, 8.9ms Speed: 3.1ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-214_jpg.rf.56755023589ce588eb99a335c18430d7.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-214_jpg.rf.86582a7f0411f4e15a1718117b0e841d.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-214_jpg.rf.ab6a711f8e33aada015f2a1070afbcf3.jpg: 640x640 1 Pothole, 9.0ms Speed: 3.0ms preprocess, 9.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-214_jpg.rf.f45f8a15a1ab1cd6cbd0d47c3ed21536.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-214_jpg.rf.ff0f2d64726124ab9274c64b36f7a2c8.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.8ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.0e878f5fcba73ae893e03105059d553c.jpg: 640x640 2 Potholes, 8.0ms Speed: 1.9ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.3b1ba744f76d68f7ce2c7bdc9e94acdc.jpg: 640x640 3 Potholes, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.42e61306062499b7bc3d319886628db2.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.4554f5099b6df29fa3223574d9e0e48d.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.1ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.69e234af65c77bbdecf8ea514f3460b1.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.6ms preprocess, 8.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.6f6a4e5a7f4235938fbd641495a74dec.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.7965add998f401750179666856901604.jpg: 640x640 1 Pothole, 8.2ms Speed: 1.9ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.80a55834caf8cea3291e2a7dd71e043f.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.8ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.b17fc0b6ac227cc52b1ccc5ec41c6436.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.7ms preprocess, 8.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.c63c4990d6da7aa9b5d132a2dc765aca.jpg: 640x640 3 Potholes, 12.9ms Speed: 4.3ms preprocess, 12.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.e527f7f1adf565dbcc4e8da488563ace.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.f1d9201426ca0ca8b31d264760d0c338.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-216_jpg.rf.315d82e85e90d1722863159e538f7d0e.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-216_jpg.rf.82f1b8d80e9f2766010d494ccf05771e.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.7ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-216_jpg.rf.b24e8d9c8eda77e0140a9187781aa9ed.jpg: 640x640 3 Potholes, 11.2ms Speed: 4.6ms preprocess, 11.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-217_jpg.rf.2aa278c803dab02ee1ce2c9e1f3851c8.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.6ms preprocess, 12.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-217_jpg.rf.4f39527768fae970ce5c20e817b22e73.jpg: 640x640 3 Potholes, 11.3ms Speed: 2.5ms preprocess, 11.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-217_jpg.rf.60ce17899b790575420fc5dc95903e9d.jpg: 640x640 2 Potholes, 8.4ms Speed: 3.3ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-217_jpg.rf.63b3536f18d42b57ac4a5fdb88f8f8dc.jpg: 640x640 3 Potholes, 8.0ms Speed: 2.9ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-217_jpg.rf.6fc948eb7b5530035706bd7ce8fcae1e.jpg: 640x640 3 Potholes, 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-217_jpg.rf.831e85f1961184a2999c008619fe5d35.jpg: 640x640 2 Potholes, 11.9ms Speed: 4.1ms preprocess, 11.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-217_jpg.rf.8e0ffc242954eff7ca48c806489b3bfd.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-217_jpg.rf.c019c20c3ffbe6878835a1546b328f5d.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.08053f3102dbbbaf5f190f19d7424632.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.284a9ef6014b7abac47625f54554aa72.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.2d2c478beaec8d618e46909938a1ac11.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.5ms preprocess, 13.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.49eea7d7d06d7060e7c6f4edf070e61b.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.a5518b6a68c108d6cbfd0aa19bd24060.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.aa6f26df04c6ca33d4012bf802486e9e.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.0ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.db4937a0e3962bc0543debfb077c8c99.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.7ms preprocess, 12.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.e1619bf2266e39ab36f229e6679afa51.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.ee5343d1d6ee0a30b54372bf27111275.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.2ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.f69e8771880a83d1357a348a5f56de52.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-219_jpg.rf.1bef53726cca1ba28b6369cf23bf4663.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-219_jpg.rf.4f4da96a5ec50384716d7f7ecfd5580f.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-219_jpg.rf.b681fd676901f42129add5560edaa5a9.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.1e28bfb48ea1b3b23bb858479effa65f.jpg: 640x640 1 Pothole, 8.5ms Speed: 1.9ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.37b59b7ed44cf39538a75fea5bd79ede.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.0ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.3ca7b873f433c6b41e320d36f6ab9b26.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.ab9d344464c8c4288320214df761ad07.jpg: 640x640 2 Potholes, 14.3ms Speed: 2.2ms preprocess, 14.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.d503ea9ebe0ab2ec477eb836af11041c.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.dff597ea513bdeb2ebad8851802e4db0.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.6ms preprocess, 10.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.e4b936fab9732f193a83f761b60f2af7.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.9ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.f5e4363f2d6e720e8e1c8bbe60f10527.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.9ms preprocess, 8.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.fccc96603c5b39f0cd4553ebd26c6e0e.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-220_jpg.rf.143423b88ebd52de311d8b89dfd470ff.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-220_jpg.rf.58ddaa68a87357cdfa857e5eca400e22.jpg: 640x640 2 Potholes, 11.1ms Speed: 2.6ms preprocess, 11.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-220_jpg.rf.5a73cd7e2c006d51cef7fbc448c08856.jpg: 640x640 2 Potholes, 14.5ms Speed: 2.9ms preprocess, 14.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-220_jpg.rf.65f1faf1576c46a51958dedde5fd58c9.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-221_jpg.rf.156762bc470dbd4e4789e7e2fee8a646.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.8ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-221_jpg.rf.7c237524388dc49f3ab3889e7e1685f3.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.9ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-221_jpg.rf.87673de77c148e6b7eba82d9c31d2776.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.7ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-221_jpg.rf.ad649bccd0a7608260a9fda0f2e5e826.jpg: 640x640 (no detections), 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-221_jpg.rf.cfc25b996540a0f517afa481f0af8063.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-221_jpg.rf.ea5d961dc60ffc58bae87c0caf043b80.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.9ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-222_jpg.rf.10d0996cb201a510216d39911f885960.jpg: 640x640 3 Potholes, 11.3ms Speed: 4.5ms preprocess, 11.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-222_jpg.rf.4bdc3660bc47689b1bbf5168d83052fb.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.7ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-222_jpg.rf.82de907ce370cb31c39b11e3a5f8b4af.jpg: 640x640 2 Potholes, 8.4ms Speed: 1.9ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-222_jpg.rf.bca4e1b27c7e6fd300496260936a5712.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-222_jpg.rf.cbb5f3ff4eb105956ba302ccce05e1e7.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-222_jpg.rf.d15ccf73499824e6f8c1414116db7b40.jpg: 640x640 1 Pothole, 10.9ms Speed: 5.7ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-222_jpg.rf.e451d0167d57a177977b420a9bc38bac.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-224_jpg.rf.7062a15a917c2d849bd4f0b0d98e388e.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-224_jpg.rf.7f22ea8e2dd34ab38824604927d37ddf.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-224_jpg.rf.99895e1621a5d8fde1b5723a73f8005c.jpg: 640x640 2 Potholes, 12.3ms Speed: 2.4ms preprocess, 12.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-224_jpg.rf.a9848c9acd65a437337f54410d4b786c.jpg: 640x640 2 Potholes, 13.1ms Speed: 3.8ms preprocess, 13.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-224_jpg.rf.b5f97c3abed0b2277c82c8d55deafe5f.jpg: 640x640 1 Pothole, 10.4ms Speed: 4.5ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-224_jpg.rf.f1f56987ad2278479398431bc60665b7.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.0ms preprocess, 8.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-225_jpg.rf.668bcfdf6c806b60e6f931d454369ad4.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-225_jpg.rf.8e19ac6eeadd51b398e50da94dcb37c5.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-225_jpg.rf.aae2b23271f04ff2b3242d4958f8a8d6.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-226_jpg.rf.097924ebcd2be3aad5e478e7992a58b6.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-226_jpg.rf.654086ec79a7199220d155b44de34ec5.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-226_jpg.rf.6d928b4f75007d1b012fcf0e4b4ae877.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-226_jpg.rf.bb4839a340805a89db2fe59b4e70499a.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-226_jpg.rf.cc8014080b5c296ad961c937c3c31d9f.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.9ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-226_jpg.rf.f1647fdc49171f11233530b33cbbecff.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.2ms preprocess, 16.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-227_jpg.rf.06b8e7c994704b96ca5e0109c59f7e7f.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.8ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-227_jpg.rf.07c1d65bce0513de019ad410a65877cc.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.7ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-227_jpg.rf.0e9949abca936aa9598a7d173ac008ea.jpg: 640x640 3 Potholes, 8.6ms Speed: 2.5ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-227_jpg.rf.b0cb385d30bb8aa88434e21aec312a79.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-227_jpg.rf.bfeea4623e6000840413f5a6ee391d81.jpg: 640x640 4 Potholes, 8.3ms Speed: 2.8ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-227_jpg.rf.caec51b429fb6b3e0de351c4af5190ac.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.25d334b4dac7823b1229fbe15847c90a.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.35a1c27c732e29e22f507e62434b2e22.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.6ms preprocess, 12.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.52deb94015b2d490e3e46ab1f09065a0.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.0ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.6df8e0bddf7a6370b3c2590df6906993.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.7a5868e82c31bc097e0b611338fc1630.jpg: 640x640 1 Pothole, 14.0ms Speed: 2.3ms preprocess, 14.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.88cfba8390ac62a35c2f0f9d58d1e3df.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.7ms preprocess, 8.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.981ff74c9259bf887730f53d52b2d902.jpg: 640x640 2 Potholes, 18.5ms Speed: 3.7ms preprocess, 18.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.9f04a06294c889b5814ed9ca970092d9.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.a3f2bd530fd9c600473e22bc7b127404.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.9ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.bd76fdf93a1447f2317fe34fc4df4acd.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.ca6347668dbc3d96273a67c64643201a.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.cf0e251a2781bed58c031ea1e04dc74c.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-229_jpg.rf.0739e3d559daa42746fbd0302f318f5d.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-229_jpg.rf.08a0cef954b02083d161485a5a19b5cd.jpg: 640x640 4 Potholes, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-229_jpg.rf.0b0a4919f09f330ddf9304675258b5ca.jpg: 640x640 2 Potholes, 10.4ms Speed: 3.2ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-229_jpg.rf.1569f6d4c3e4ae4f9e1b261966718661.jpg: 640x640 (no detections), 13.9ms Speed: 3.3ms preprocess, 13.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-229_jpg.rf.34fe24d49bfd5501b6428adf1e40730b.jpg: 640x640 1 Pothole, 10.9ms Speed: 3.1ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-229_jpg.rf.cb7ccc5b9577e19f2bf2a3ab9ddefb5d.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-229_jpg.rf.d7364d34c0d1359e33d934d1b322b3ab.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-229_jpg.rf.efcd74a59754310a51fa7384cbc179fd.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-22_jpg.rf.fa93b399b777b9272bed5a0dc1291393.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.0a4099f0fbb1e6de2ea074475faf79b3.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.17d2db7777532cf0bbd7bfbd0cc856c2.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.2f9a7cab6d85fbcb80cf534d4e32293f.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.54061da853a18224a608223e5dea9255.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.8e120cc1e7459f3ce748140088b6f93c.jpg: 640x640 3 Potholes, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.8f97b052b911c9b08badc3487ee8cd7d.jpg: 640x640 3 Potholes, 8.3ms Speed: 2.8ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.9a02b2ee8ed7c9585e2f25179a3e5bcd.jpg: 640x640 2 Potholes, 13.4ms Speed: 3.2ms preprocess, 13.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.9e4d2d9a863c2859fa9b7b18912ce7a8.jpg: 640x640 2 Potholes, 16.1ms Speed: 3.0ms preprocess, 16.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.b3a178b3af441fe6d4d5e147b64b870a.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.dfdf324725144326f0deca4f3bc2f83b.jpg: 640x640 3 Potholes, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.e35f2987d055ac854182c6ba8698b769.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.e89d9cb2aea9167d236cef521e480f65.jpg: 640x640 3 Potholes, 13.5ms Speed: 2.4ms preprocess, 13.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.f9132fe242b28993609357376c94bfb4.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-231_jpg.rf.5b13abc34abc2b57288496f0c768b642.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-231_jpg.rf.62903a37e7b70092de2c806c846dc641.jpg: 640x640 2 Potholes, 13.9ms Speed: 2.4ms preprocess, 13.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-231_jpg.rf.880dfc11c81bd147cc4db6c9b39721b4.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-231_jpg.rf.a5c8f2ce458dd5a24a3a602bc635ea43.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.1ms preprocess, 17.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-231_jpg.rf.bd51988d00adc730f64a04a2eabb272e.jpg: 640x640 2 Potholes, 13.8ms Speed: 3.4ms preprocess, 13.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-231_jpg.rf.bfda06c93d9ecaa6fc2f8124c8d494bd.jpg: 640x640 2 Potholes, 10.1ms Speed: 3.9ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-231_jpg.rf.eb5dd8b2cb3a972c85eccb7c296f258f.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-231_jpg.rf.ed9ab612cd64ce2cc1650a46c7bff4de.jpg: 640x640 2 Potholes, 10.7ms Speed: 3.4ms preprocess, 10.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-232_jpg.rf.09fca9d4fb2b252db2c608c721295b3a.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-232_jpg.rf.11ccb2997468f36f901293a90df44ae2.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-232_jpg.rf.b748b67b6160b5e18eb86d5e149cb060.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.5ms preprocess, 8.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-232_jpg.rf.eea7464e5f535d447c05a9c615beb264.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-232_jpg.rf.f3eb239d2834444f1854d7454e73109e.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-233_jpg.rf.2c20a3cebfb80bddf8a7d1f7d9b57386.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-233_jpg.rf.2d6f392f77a6d4b8a4c002d6df1fd623.jpg: 640x640 3 Potholes, 10.6ms Speed: 4.0ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-233_jpg.rf.97860c625d07cdcb7dea09f7c1b32437.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-233_jpg.rf.b9339eb3ca0214e96726ad6a97fb220c.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-233_jpg.rf.d97d43486c4a9117ae951a4aaf71f6fc.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-233_jpg.rf.f421d513d29b2e707151a2f2deb8c94b.jpg: 640x640 4 Potholes, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-234_jpg.rf.08f2dbbf34b565ca6e61d989b17d85fa.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-234_jpg.rf.45a41eff6f788b2b08049d8fd8805322.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-234_jpg.rf.4a1960f3012e992df756754c844c036d.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.5ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-234_jpg.rf.5b1f1399f186c37eacc9232578302b8a.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-234_jpg.rf.669ef5e5012e898b7aec803d661789e4.jpg: 640x640 1 Pothole, 8.8ms Speed: 3.2ms preprocess, 8.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-234_jpg.rf.a12a2f545d085da308e554d64ad0fd0e.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.0ms preprocess, 12.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-234_jpg.rf.d8794b7d9def9725146b4768c64222ae.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.9ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-235_jpg.rf.2d2900d7bfe0ca7d39d507b5a402d952.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-235_jpg.rf.3a78e49752635bf0127826e475049889.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-235_jpg.rf.9ae7447859a4eb41fc3ff0f8a78b4a7e.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.7ms preprocess, 9.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-235_jpg.rf.9e08ab448a73cfa528d2a3c9cfc70acc.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.7ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-235_jpg.rf.9e69985d7a0fd0a5de47df43a456954f.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-235_jpg.rf.f9ec4507a20accd7983a21fea9c0b798.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-236_jpg.rf.440ee3ea35b2f5ab18e499ded47ca7a4.jpg: 640x640 3 Potholes, 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-238_jpg.rf.12e0628b6ae5ac0d15a5c3d7953bc868.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.0ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-238_jpg.rf.15b349639d1bcdc5c2d92a70580ef77a.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.3ms preprocess, 16.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-238_jpg.rf.308b44599f744c6c9794dec60d33021c.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-238_jpg.rf.3e5f9d1126065219dd417298e8dfead7.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-238_jpg.rf.8ebc1df184a165f016a81b54475a64fd.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-238_jpg.rf.ace1bd3bd5d5f0049392447c5756cfbc.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.6ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-238_jpg.rf.d908b6ef8fc2a4680f3078cdc7495185.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-239_jpg.rf.539a16d1f395db2611d52af8ab34683e.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.1ms preprocess, 12.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-239_jpg.rf.59acb01a2ce5ae41d02053d405459edd.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.8ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-239_jpg.rf.6e0aba3c0fb8f213f910e847bef7ce1c.jpg: 640x640 1 Pothole, 8.7ms Speed: 3.2ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-239_jpg.rf.7cead8da4658cb1e765118b3e866d53f.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.7ms preprocess, 14.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-239_jpg.rf.f33ec2913be8e8f4cbed2f8cb268a142.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.7ms preprocess, 12.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.246d8065582df24e2c31897b875614a2.jpg: 640x640 4 Potholes, 14.6ms Speed: 2.5ms preprocess, 14.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.317bff22aaf0266e1c653a083aea39ea.jpg: 640x640 4 Potholes, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.4d24341b94c73e8893450d13013242f9.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.5cc5e658419ed2be1c49623db5783af6.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.7de7e1255a68ff08b5a55cce3aebb609.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.a47c368f1e825ced51c76bb4431e7aba.jpg: 640x640 4 Potholes, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.a6c167c2f3ab4108320054597530fbdf.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.de3c96101c5beedaac854c8916d04a70.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.8ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.f0d395d7ab0383c08cd80c2544634b38.jpg: 640x640 1 Pothole, 10.1ms Speed: 4.8ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-240_jpg.rf.3983169e581d2c4511a310028d5ccb91.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.6ms preprocess, 8.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-240_jpg.rf.678c645a08c4bd7675cfa0b3c456c509.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.9ms preprocess, 9.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-240_jpg.rf.b6af2a083aac6d627fe56ae2950745df.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-241_jpg.rf.13cddc0a860721b37a85db2668ba5fad.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.8ms preprocess, 14.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-241_jpg.rf.6177fee77b25ea10d54f64e0c5b04174.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-241_jpg.rf.81129aa5ecfdd3a45e50f002019ddfe3.jpg: 640x640 7 Potholes, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-241_jpg.rf.8cd9f69ec4183714a8b451ea6acf4322.jpg: 640x640 8 Potholes, 8.6ms Speed: 2.5ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-242_jpg.rf.0136642afed41eb1afe9916e7bbf0d67.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-242_jpg.rf.0b1d7672b6eea0d24cd6d847de1c953b.jpg: 640x640 1 Pothole, 11.4ms Speed: 4.2ms preprocess, 11.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-242_jpg.rf.39d3bca9c9cdb7a48f484bdb58b392b2.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.6ms preprocess, 11.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-242_jpg.rf.51710eb87c66beab4c5a70da3e315cf6.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.9ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-242_jpg.rf.672f198e78cf14a96895aaead669678a.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.7ms preprocess, 13.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-242_jpg.rf.8bb17a31d52e10c08e68acb24cc0ef58.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-242_jpg.rf.be8e2c23fc29a26e52e975d8bd50f266.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-242_jpg.rf.cb78bd491f25df65434265d1646137c9.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-243_jpg.rf.2546ca0ea77135e7cda0f8d2bc48dc2a.jpg: 640x640 (no detections), 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-243_jpg.rf.bc34538ef66da2489ce34a2341fdd9be.jpg: 640x640 3 Potholes, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-243_jpg.rf.dd4d4cd1c2cfa5965c7b6145956c3208.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.0b784242178dd8c08ebea2403e473313.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.0edffdeef888e2ffaaa6491a6a5a2be5.jpg: 640x640 1 Pothole, 8.9ms Speed: 3.8ms preprocess, 8.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.1ad4052b923624367a7826b5676a4410.jpg: 640x640 2 Potholes, 10.1ms Speed: 3.7ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.377667b83e4031affd23e1a1302c14fd.jpg: 640x640 1 Pothole, 14.4ms Speed: 4.2ms preprocess, 14.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.78ff677dec402e77ef4c8b95f639cc60.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.8ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.a48653a8f832134de64358e12af52530.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.b911573e77a5e6b44565ef974187a3e5.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.c980cf6f5092e4ff4162fd7e53f4b7d1.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.9ms preprocess, 8.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.cff594af6c4201f0ca6c3ebddbeee4ef.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.edfdbcb955860d2d87533b07788d387b.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.0c1d98ac97019017f6f3bf722972cda7.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.0cc89104de0f6279261020b6637017ff.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.0ms preprocess, 12.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.180ea535712a1c7483aeb96a904cd448.jpg: 640x640 2 Potholes, 12.0ms Speed: 2.0ms preprocess, 12.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.3f0686a28c1b10a91580ac4458a23dc9.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.8ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.4a7dbe36a34c80b700e68670fc52472a.jpg: 640x640 2 Potholes, 9.1ms Speed: 3.6ms preprocess, 9.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.82b19928876fe9edc794bdcdd9ae3486.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.9ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.a8bd9adc7b7fdfd9e4f76f1190f803dd.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.af123c1e3c3c9186dd042a0bf66d1e0b.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.f8432f292a6f6d1e9883ee678608b462.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.01414ccc70595898b0ac9045a257a4da.jpg: 640x640 2 Potholes, 8.7ms Speed: 3.9ms preprocess, 8.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.1dce122750116005e09979a6b809c8d1.jpg: 640x640 2 Potholes, 9.0ms Speed: 1.9ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.2c4c69a51e9a21574b691701a3a5cfa6.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.5ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.2dc488ff61e7d9a0bbcc35642a45d13d.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.4ac402b102ac2fd242fa9e8c46f70ecf.jpg: 640x640 3 Potholes, 10.4ms Speed: 3.9ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.66c61a006c4bf04119062183250d3c28.jpg: 640x640 3 Potholes, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.9773f7b5973a0637c9d56a1cf0774a40.jpg: 640x640 2 Potholes, 10.3ms Speed: 3.5ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.b61ea5ef94623e97cde6d5f4136c1a2c.jpg: 640x640 2 Potholes, 13.3ms Speed: 2.2ms preprocess, 13.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.b9e58db7ccfdbd4dce5318cb375425f8.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.c44d5ba0e54e12e51c4be1c39d8d6391.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.7ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.cb90d229186be70a8ccce626c40bc14b.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.dca2fc91ec45a70feb902c2d5ed7c4ab.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-247_jpg.rf.449ef316ab244c3fd1ad6c9157e82ec6.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.8ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-247_jpg.rf.59c5298485968d671394361c2e97fa21.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-247_jpg.rf.b4e654d072d6747037373d5bd2a99ece.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.6ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-247_jpg.rf.eafff14697875be14f3d0972c70b0b98.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.3ms preprocess, 9.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-248_jpg.rf.bb3f0b60c5e56be945adcd9cd84874a5.jpg: 640x640 3 Potholes, 16.4ms Speed: 3.1ms preprocess, 16.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-248_jpg.rf.e05ddbdae9ac07208f30437529e0690e.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-248_jpg.rf.e56380cf20123a2bbf5d9e38bb361c2e.jpg: 640x640 (no detections), 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-249_jpg.rf.0e45e7997bad46c884c8dc28e71ead6d.jpg: 640x640 1 Pothole, 8.8ms Speed: 1.9ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-249_jpg.rf.66dd29dbc0efdd8429a5d8f330e446b7.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.2ms preprocess, 12.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-24_jpg.rf.017cfdb9a3fdbc002932a04c15d63779.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-24_jpg.rf.0a581a360abe9c21153160e999f724d6.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-24_jpg.rf.71ad4473d043abbee0c07c2691e0fa27.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.5ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-24_jpg.rf.b07ddfa16ade1a59d219fb1682099c5a.jpg: 640x640 3 Potholes, 20.8ms Speed: 3.3ms preprocess, 20.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-24_jpg.rf.c0e30fad59305d66fea566c79cd92356.jpg: 640x640 2 Potholes, 12.5ms Speed: 3.7ms preprocess, 12.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-24_jpg.rf.dc25358f3b57887380bc77397665b92b.jpg: 640x640 1 Pothole, 8.8ms Speed: 3.6ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-24_jpg.rf.fb88776e9674902c4de4a16cfc9d34e5.jpg: 640x640 2 Potholes, 8.9ms Speed: 4.4ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-250_jpg.rf.0af44c9cdb4a6d66bd5b60dce6f0af62.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.9ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-250_jpg.rf.18c28bb7f63274660b760e4854ad9f6b.jpg: 640x640 1 Pothole, 8.8ms Speed: 3.2ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-250_jpg.rf.6cdb3f205f371f7104862b4b6d68a7bb.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-250_jpg.rf.738bda3fc01179defc27debc20c56064.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-250_jpg.rf.76a76eeff10198342b853dba9e1a8c37.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.1ms preprocess, 15.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-250_jpg.rf.9107e8967684080743dace47a129b9cc.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-250_jpg.rf.e81519d5a2a0feeeb9f40d0a1584427d.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-251_jpg.rf.8645904d702f585473f4ebf638dc5b17.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-251_jpg.rf.94002d0880a64a490f40072ef66b929d.jpg: 640x640 1 Pothole, 18.6ms Speed: 2.7ms preprocess, 18.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-251_jpg.rf.b2e4c75359de866247d081d94e245f2b.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-251_jpg.rf.bcbe3d46ccb3745bb7337d70b6b716a5.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.6ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-251_jpg.rf.ea93449241517b191a6f2bdd3758111c.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-251_jpg.rf.f7e388bbb79e27652cf14757e6e60ce0.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-252_jpg.rf.d3c26cbf6bd8605067e72f627fc3d37e.jpg: 640x640 3 Potholes, 8.7ms Speed: 3.3ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-252_jpg.rf.d3fe185a14c5e77441c4a33fe9af36fa.jpg: 640x640 3 Potholes, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-253_jpg.rf.3d1892fd1c3147026bf7e043ce60d1eb.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-253_jpg.rf.48d8d29eec665e313a7aa4e56f653268.jpg: 640x640 3 Potholes, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-253_jpg.rf.f6c4dabf479b0f7d3f9dd1f33c73ee8c.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-254_jpg.rf.8f167096b6d4a71bd763f52089a8fd99.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-254_jpg.rf.a0389c07d96bc4fcd91211f8020b0cc6.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-254_jpg.rf.b08640c0c39f8abb7fa1397b8e26c7fd.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-254_jpg.rf.b767398fe8634a95dae6b3358e7c96d6.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.3ms preprocess, 15.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-254_jpg.rf.e452ff679031772f102db19b5f89ce3a.jpg: 640x640 1 Pothole, 9.0ms Speed: 4.2ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-254_jpg.rf.ee3a48824bbcd771a26798711149bec2.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.5ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-254_jpg.rf.fb3726d677a6d2f7a47498789eeee344.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-255_jpg.rf.161e3a687444901dee69b14b6217e166.jpg: 640x640 1 Pothole, 9.2ms Speed: 3.8ms preprocess, 9.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-256_jpg.rf.6e69a106702de2e54e070bd0adc209e8.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.5ms preprocess, 9.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-256_jpg.rf.8fa88742e575621fff99deb90e5bd373.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.6ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-256_jpg.rf.c0ecb39eb840580bb420c061975d5ac9.jpg: 640x640 2 Potholes, 16.4ms Speed: 2.3ms preprocess, 16.4ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-256_jpg.rf.c5d59c7a300e67dbf3d96db95758727a.jpg: 640x640 2 Potholes, 15.9ms Speed: 2.4ms preprocess, 15.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-256_jpg.rf.d6b8d87aa8dc68ae6781c33bfcf0d094.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.081971aec09cfa38d5decbaf19e5bc6b.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.20986bf93902ab65362dd206eb52f14a.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.0ms preprocess, 10.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.3e80f53613ea2aa9ffe07fb1e3421b59.jpg: 640x640 1 Pothole, 10.0ms Speed: 4.7ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.9d85763af0f77d2001d73e0be49e4235.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.9ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.ab0e81a8483d73084e1d897a4be30b5f.jpg: 640x640 2 Potholes, 11.7ms Speed: 3.2ms preprocess, 11.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.c3d160cd116db1bd17f6f3ff3b64db60.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.cd5022c641819f9895b03e9af93781b0.jpg: 640x640 3 Potholes, 10.4ms Speed: 2.7ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.cf8241b27e7461dc957f628751c08719.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.0ms preprocess, 9.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.d4e7995354c5a7c7fc8364b817cf6c8a.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.dad2f2ce38a324b0ab421faf49914c86.jpg: 640x640 3 Potholes, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.ede2047784f342b828d2e505820bd6a2.jpg: 640x640 1 Pothole, 9.1ms Speed: 3.3ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-25_jpg.rf.3156e7f8417d66bdc5cf535b8c7bc5a3.jpg: 640x640 (no detections), 8.6ms Speed: 2.8ms preprocess, 8.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-25_jpg.rf.47fb6c270a3938b0b08bc2866f672f0a.jpg: 640x640 2 Potholes, 17.6ms Speed: 3.3ms preprocess, 17.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-25_jpg.rf.85e2c9ab2f54f9aa5d4464a54a0ea5ba.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-25_jpg.rf.c1ededc52cf994dc767845a73721035a.jpg: 640x640 1 Pothole, 8.8ms Speed: 4.3ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-25_jpg.rf.c73794e15a54cb5bf8a21785205f3d59.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-25_jpg.rf.c73945fc66929d1fa5802d883bfa7e39.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-25_jpg.rf.cc00b270b1a2206a58c378a1a8e1b7c8.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-25_jpg.rf.da15ef69c28ef3348e62bb55025b35f0.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-260_jpg.rf.0b7d75e6b6e1c417e21f34d467414e75.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.6ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-260_jpg.rf.4d00c51813d4018b7ef0abb0ec4eab85.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-260_jpg.rf.61c13f6092212067ecc1fecc662d5a67.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.4ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-260_jpg.rf.6fc9494bed40b493df680db3c65f2ec7.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.9ms preprocess, 13.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-260_jpg.rf.a6abcd889c2e0c007b85513903c39b8a.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-260_jpg.rf.b6b62eefcdbb555eac9ac34575b29151.jpg: 640x640 1 Pothole, 12.5ms Speed: 4.2ms preprocess, 12.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-260_jpg.rf.bd0e85d56e562c41b32aa1183177691f.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-261_jpg.rf.10590b50b6f9377bf3bc87458581d6f2.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.8ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-261_jpg.rf.143c0ba3d9a39aeebfe0d9ee073b4fd0.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.0ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-261_jpg.rf.48cf72c43d950a3c72e5b368339c5f6e.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-261_jpg.rf.5f6a12ea08b1ef3f638eb731fef85704.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-261_jpg.rf.5fafcc9c7a1224011ce2e072940d60f6.jpg: 640x640 1 Pothole, 9.3ms Speed: 4.0ms preprocess, 9.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-261_jpg.rf.9da9e98b10ffff561bdd3d38e7278079.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.5ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-261_jpg.rf.a7bf85640b31b451631b3d4395e6bdc5.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-261_jpg.rf.fe349c893b7eb9aa3ef43d4336ab7702.jpg: 640x640 1 Pothole, 11.2ms Speed: 3.4ms preprocess, 11.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-262_jpg.rf.00d0c5af25e63d8b69e3ecf8dd62fb76.jpg: 640x640 2 Potholes, 8.8ms Speed: 3.2ms preprocess, 8.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-262_jpg.rf.208dc559d68a1ee580ddcd1834f43f39.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-262_jpg.rf.34261df1be07ae7a9fbc2a064b1b702d.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-262_jpg.rf.5d60fc00b131add5002097b194c74dce.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-262_jpg.rf.8e176d12ba753fcfc8a640c78d4af7c7.jpg: 640x640 3 Potholes, 10.1ms Speed: 3.6ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-262_jpg.rf.baad1469c10bd9d2a71dc938db5c86c0.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-262_jpg.rf.ee53b6a0e01759767d8449edc58deabf.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-263_jpg.rf.089545b5a422046225342ab671191e64.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-263_jpg.rf.23c4d83df58611ef1314164259013c6c.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-263_jpg.rf.29fd22bb05dbb93ef6c16e06a0f92873.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.5ms preprocess, 11.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-263_jpg.rf.6ee5ee692f25b5055f81579acf70305f.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-263_jpg.rf.78d26b20ec2626f7c96e4b48abf2fda0.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.2ms preprocess, 10.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-263_jpg.rf.8b76e836b7bb026c48a1c24c43d5f81c.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-264_jpg.rf.236792bca6129cd885570440c889b8e5.jpg: 640x640 2 Potholes, 11.4ms Speed: 3.7ms preprocess, 11.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-264_jpg.rf.c9cc738214a1b2e4739a79968e590b3c.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-264_jpg.rf.e54c6df6d00f09c3efa19abd7f07a0ea.jpg: 640x640 2 Potholes, 15.8ms Speed: 2.6ms preprocess, 15.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-264_jpg.rf.fd110a08c59c69724ebe953607a1c4a7.jpg: 640x640 (no detections), 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-265_jpg.rf.746695e6faad93367e0e45bb1da841c1.jpg: 640x640 3 Potholes, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-265_jpg.rf.822fb26b9dd8778dd5bd289715385ce9.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-265_jpg.rf.d7f169aec8b8b98f303ed086d93c26b2.jpg: 640x640 3 Potholes, 8.9ms Speed: 1.9ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.0fae654e8b6699cce8b907951d70c120.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.3427b9d52493070e6797145f6e3228a0.jpg: 640x640 2 Potholes, 15.2ms Speed: 2.3ms preprocess, 15.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.40c4bb922fbc392aef027fcab2e28889.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.6ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.6d31a71b30ce26d3d671e2f878da7cd5.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.9ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.881f9ffe525cec79bb130aa4f04a1c11.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.7ms preprocess, 14.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.8b6fb9f1afde5ebb3d393a3ab2f75322.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.950eef0f7df0b8d021bb64493f2edb56.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.b09e2da5dddcc3e2ec311cb713faf309.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.e85b82d07cec2f2014e85a9b05c9b0e8.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-267_jpg.rf.292466418e13517733fc1610f83cb003.jpg: 640x640 4 Potholes, 9.2ms Speed: 2.8ms preprocess, 9.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-267_jpg.rf.3734b59c6b57de472e237555f4c5e20e.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-267_jpg.rf.b2b42dfe01f40c5f99251ce2cb358c38.jpg: 640x640 4 Potholes, 11.2ms Speed: 1.9ms preprocess, 11.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-267_jpg.rf.cf64873d1eedddc974650acf366debd6.jpg: 640x640 4 Potholes, 9.5ms Speed: 2.7ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-267_jpg.rf.f76250f714a6bbaf1918ff30f9d5eafa.jpg: 640x640 3 Potholes, 9.1ms Speed: 3.1ms preprocess, 9.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-268_jpg.rf.2a01663ead541427b77b2eb302e8910e.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.5ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-268_jpg.rf.2a3d306001a9a14021123db2e4bd413a.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.2ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-268_jpg.rf.5900aecd83406f9c7e7f1d434753d1ad.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.5ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-268_jpg.rf.7b56592c28de350f28b862b856cd23e0.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-268_jpg.rf.7c59a06c9ab1036440c10ed4586ff950.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-268_jpg.rf.b11d1f18260374481054388928be9496.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.9ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-268_jpg.rf.b888844cce54230e002e856f099d0cdf.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.5ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-268_jpg.rf.c64a6eea8506f3b1765e3527cc699b63.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-26_jpg.rf.4e8502f8defbb8d7231028e49a1cf2c5.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-26_jpg.rf.7ddfbe880c56ae5b2500f407a42efb5d.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.9ms preprocess, 8.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-26_jpg.rf.c017e91656a6c0d099c668bf3936dd6d.jpg: 640x640 1 Pothole, 16.4ms Speed: 2.9ms preprocess, 16.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-270_jpg.rf.17455a6e08a3ef234336ead7e4192900.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.8ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-270_jpg.rf.5575c698625973094f817bcc1b8f1244.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-270_jpg.rf.700f72cded3e8466a9a3dbda180b246f.jpg: 640x640 2 Potholes, 12.1ms Speed: 4.4ms preprocess, 12.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-270_jpg.rf.adf66cab136c3a1549f15aaf58eef8bf.jpg: 640x640 2 Potholes, 16.5ms Speed: 3.1ms preprocess, 16.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-270_jpg.rf.cd469b4b918f2f120f6332927818debe.jpg: 640x640 3 Potholes, 11.5ms Speed: 2.3ms preprocess, 11.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-270_jpg.rf.ed0c2837664a0de30e8d602c10d87c6b.jpg: 640x640 3 Potholes, 8.6ms Speed: 2.7ms preprocess, 8.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-271_jpg.rf.69f51feeb190d2ca9ef7168a527bb3d7.jpg: 640x640 1 Pothole, 8.6ms Speed: 3.2ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-271_jpg.rf.830a2b516af7d5ff69c36b884832a2d5.jpg: 640x640 2 Potholes, 14.3ms Speed: 2.5ms preprocess, 14.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-271_jpg.rf.adbb2ee15bfafdc1836f937a85ed181e.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.8ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-272_jpg.rf.350d9f4b2beef26880e32e894a65a504.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.9ms preprocess, 8.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-272_jpg.rf.7d7fb3c20224c1611040cdaf8b5c35eb.jpg: 640x640 2 Potholes, 9.1ms Speed: 3.4ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-272_jpg.rf.d0f455a5094ba738cbe45aa3059ce1ee.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-272_jpg.rf.ea711952f69705c34c1e0affaf3887f4.jpg: 640x640 (no detections), 8.6ms Speed: 2.5ms preprocess, 8.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-273_jpg.rf.4a3328cea1c021951d6fd4a1b48689be.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-273_jpg.rf.5daab109bfd5eef6335b45f0ca05abd3.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.0ms preprocess, 8.9ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-273_jpg.rf.a4e0f8b53e491f4edf8bd0085f00046e.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-273_jpg.rf.b842e26957dbc247a18df3294d124005.jpg: 640x640 2 Potholes, 12.6ms Speed: 4.3ms preprocess, 12.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-274_jpg.rf.26d5b73eacbf4e07a165cc09b0679aa4.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.5ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-274_jpg.rf.55f0c99284981f6e6fa170132faa49ea.jpg: 640x640 2 Potholes, 12.6ms Speed: 3.1ms preprocess, 12.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-274_jpg.rf.5fb4e68601a0c022139abba1e3e19e27.jpg: 640x640 3 Potholes, 8.6ms Speed: 3.0ms preprocess, 8.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-274_jpg.rf.61214c9846fd6a18d9aa4ebddf19556a.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-274_jpg.rf.8b168fd2828aecc07d7239055dc3e825.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-274_jpg.rf.b4ca0caacdc0f628bf06f78925817918.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-274_jpg.rf.ba0b13633b0705de680582aca758b86f.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-274_jpg.rf.cbfee47f031106b0b288f61bfb5d9715.jpg: 640x640 (no detections), 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-275_jpg.rf.3595c4d2f8f1bad825fc51a23bb06f9d.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-275_jpg.rf.9578a03ac467680066b4a39cd6110e7a.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-275_jpg.rf.96fddbbe7d763453e7ff9b511782a9fb.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-275_jpg.rf.c90bfe356d59a7f5fe80cf60976b42aa.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-276_jpg.rf.2678323506ac8d5a133188ad27f50b7c.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-276_jpg.rf.2af5f1eb46d1a9df0aeeff040c78ef5e.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.9ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-276_jpg.rf.5d606efaeef7bec686710dddfc17aee7.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.6ms preprocess, 16.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-276_jpg.rf.6e807b1fabc096b65ab6e193cc739c35.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-276_jpg.rf.6fe0bffcd265167207cb40c0c3743734.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-276_jpg.rf.913f45880598dbe58e13d05ceaa847e1.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-277_jpg.rf.1da4f4ff8eb536d046138c3173e0995d.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-277_jpg.rf.48039f5d1f5fa1f8e1558670fe785174.jpg: 640x640 2 Potholes, 11.2ms Speed: 3.4ms preprocess, 11.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-277_jpg.rf.7a7042b3f49af9889304bdfaca7043d9.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-277_jpg.rf.9601f9f512cba979b002be776a09be35.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.8ms preprocess, 8.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-277_jpg.rf.b01489be4cdc0ee7c695efa6d4454855.jpg: 640x640 1 Pothole, 22.1ms Speed: 3.0ms preprocess, 22.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-277_jpg.rf.e687502a8c33c78cd07536d1ec7ae6aa.jpg: 640x640 2 Potholes, 14.3ms Speed: 3.4ms preprocess, 14.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-278_jpg.rf.4a878583c7ebca220db7403add9d12c2.jpg: 640x640 2 Potholes, 10.1ms Speed: 3.0ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-278_jpg.rf.7085d09bafd75dbdbb52743827113627.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-278_jpg.rf.7f75df5d4bc008afe83ee1dcee390112.jpg: 640x640 2 Potholes, 8.3ms Speed: 3.0ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-278_jpg.rf.95032e2c9f674aadb064bad3e0c5759c.jpg: 640x640 2 Potholes, 8.5ms Speed: 3.2ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-278_jpg.rf.eec46b7be4fff4b9a2bbe19bb277014c.jpg: 640x640 3 Potholes, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-278_jpg.rf.f41758be63f4fdff471e58da7d95ccf1.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-279_jpg.rf.1e3cfdb9be1d109aa3c9673dae70d462.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-279_jpg.rf.21d39c068ea7d8f470b1fd3efa2d9435.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.3ms preprocess, 12.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-279_jpg.rf.2df49583aebb35d48e656c9449834024.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-279_jpg.rf.2e61018f2572b3122e397300b2e1a7f3.jpg: 640x640 1 Pothole, 8.7ms Speed: 3.1ms preprocess, 8.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-279_jpg.rf.5400c3681e70b8395b161c86798d3dd6.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.7ms preprocess, 11.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-279_jpg.rf.98b6c2ce26b3b9b8449f6e172d6c058a.jpg: 640x640 2 Potholes, 11.6ms Speed: 2.6ms preprocess, 11.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-279_jpg.rf.d2ee8ec8558e86858b3c9bc2b96ab8af.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-279_jpg.rf.d6104677595d056788829b2708b092da.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-27_jpg.rf.2d37e54d3ac861be895662a8f9b6b1f5.jpg: 640x640 2 Potholes, 8.4ms Speed: 3.1ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-27_jpg.rf.36cbe79a470d9c1f1c7352bd4f212c09.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-27_jpg.rf.6660772e190a24d112197b0b5d4d6d65.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.6ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-27_jpg.rf.9b5d34009b295d10fdcea25d5dd84a5d.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-27_jpg.rf.e2e6430b2a5980a5cbd4f7f3af2ddeed.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.4ms preprocess, 9.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-27_jpg.rf.e6f63ad16b01e24d1b0b9e97a7d1f877.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.7ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-280_jpg.rf.4d98e2e7898c6426a8c0ba2f80c7fd9f.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-280_jpg.rf.fe997b4fc6d084599a1ef834dfa2e415.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.0ms preprocess, 13.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-281_jpg.rf.508555321f1b4a90003881510502a070.jpg: 640x640 2 Potholes, 13.9ms Speed: 2.5ms preprocess, 13.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-281_jpg.rf.795d5416b5dbe0a7b16780b969f0e2d0.jpg: 640x640 2 Potholes, 11.6ms Speed: 2.5ms preprocess, 11.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-281_jpg.rf.d42ff83f2824b39ced10d4fb8546f268.jpg: 640x640 2 Potholes, 10.4ms Speed: 4.3ms preprocess, 10.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-282_jpg.rf.0fcbf6fdd127964bb56761643335af56.jpg: 640x640 2 Potholes, 17.4ms Speed: 4.2ms preprocess, 17.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-282_jpg.rf.2adf3e97b20e0f83a8243cda7c86a905.jpg: 640x640 2 Potholes, 19.0ms Speed: 4.7ms preprocess, 19.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-282_jpg.rf.32dccf99490a680065a0b2376e098053.jpg: 640x640 3 Potholes, 11.1ms Speed: 3.3ms preprocess, 11.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-282_jpg.rf.3e9c5a3dd3f5e5ebe910eca6d7494945.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-282_jpg.rf.ab9e2a9271170184761f56741d0f4507.jpg: 640x640 2 Potholes, 16.5ms Speed: 2.6ms preprocess, 16.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-282_jpg.rf.d6a535943d3cbe8b0e76c6a627305724.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-283_jpg.rf.0d2ff21c0c39adfe3f426f660f120bba.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.9ms preprocess, 8.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-283_jpg.rf.6fa132a452227d9e44d4e4a17d7f0179.jpg: 640x640 3 Potholes, 8.9ms Speed: 3.1ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-283_jpg.rf.8a344d8f8d77ac228e8dc791c131b67e.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-283_jpg.rf.b4c248c4cf166d27de1c2ebd05845f6f.jpg: 640x640 3 Potholes, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-283_jpg.rf.c3c035b23f4f41350006246c236c46a8.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.6ms preprocess, 10.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-283_jpg.rf.e9abfa68a32399ad0ddc1da4c82f002f.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.6ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-283_jpg.rf.fddc14bf232b6781f33d8775b966d9ee.jpg: 640x640 3 Potholes, 10.8ms Speed: 2.7ms preprocess, 10.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-284_jpg.rf.af80ed15d52a84c0e1b5801251af90aa.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.7ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-285_jpg.rf.3d49c8cf90b8d982fdd7045dcfd25176.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.4ms preprocess, 12.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-285_jpg.rf.6e6c2e314e47498e4d5e8bb115837ac4.jpg: 640x640 (no detections), 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-285_jpg.rf.8bdf3b2f9b494f71da03f815b9408953.jpg: 640x640 2 Potholes, 8.2ms Speed: 1.9ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-285_jpg.rf.9c14003754f590d54ecb3a8d962b9bec.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-285_jpg.rf.b6c3834b15032808b7dbae9c9c54ff4b.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-285_jpg.rf.bae6ef2d6fc81b434f023b0fc782f4c7.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.9ms preprocess, 15.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-286_jpg.rf.52ca3b530f9360f955aea7bc934e4232.jpg: 640x640 2 Potholes, 8.9ms Speed: 3.5ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-286_jpg.rf.552e238c209d9c8e9a7de53918487f2b.jpg: 640x640 3 Potholes, 8.3ms Speed: 3.1ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-286_jpg.rf.8126e84f44cbfdb79e14f271bdb8b52e.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.3ms preprocess, 12.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-286_jpg.rf.812e0ebaf36e0a78d7181362eb37bc1e.jpg: 640x640 3 Potholes, 9.0ms Speed: 2.8ms preprocess, 9.0ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-287_jpg.rf.206508212d78d70abd99b031c76ca252.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.1ms preprocess, 9.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-287_jpg.rf.35c9d019391bf69bc404c6f5c907bcc4.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-287_jpg.rf.618bfca75e75e66b7fd78c3cd60f9d73.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-287_jpg.rf.81353318d94d477d3a2e7ba7567aa252.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-287_jpg.rf.c02e455f0cbe7a0f0ce864077cedac39.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.7ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.0bd0011bdf394229f1d89b08b27508e7.jpg: 640x640 6 Potholes, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.6588e1a9ffece60d1ac652110cd6f592.jpg: 640x640 6 Potholes, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.65f5380cffc3c15523d0c56867c17c5e.jpg: 640x640 3 Potholes, 23.5ms Speed: 2.6ms preprocess, 23.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.81082c91103a551884d2c95e282605c2.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.2ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.97fbb907325f764b863bd3b35d120218.jpg: 640x640 6 Potholes, 8.7ms Speed: 2.5ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.a908a56fe3590c3323adcad88fcd881a.jpg: 640x640 6 Potholes, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.bed000b7a502beff7bd6778009e60fea.jpg: 640x640 1 Pothole, 13.5ms Speed: 4.3ms preprocess, 13.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.c60dee6df6a598b21d34d0a6751ca6dd.jpg: 640x640 6 Potholes, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.f5d831610d0fa544c85d35a61a9ccb88.jpg: 640x640 (no detections), 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.1c544e431d69ce67c52f3a2a1860506f.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.4b72428e18409251feac97506ad7d2d1.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.5ms preprocess, 14.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.93754ec0ae9b9e0f53a6b804afc3e5b3.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.95c94849fa6db40232bd012d1d8ff318.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.9da3969c42532af1cb243fe0e1bbcb26.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.dedcf50d560311b181720b67f5eeecaf.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.e160969500aa2fc25f1f0a37f87efa23.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.fb6cfcb52e03814744987b82cbe12880.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.fe4149ff82987efd0773d5077bf02ab6.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-28_jpg.rf.4895790aa4dacb0b00f57aac0b890a01.jpg: 640x640 3 Potholes, 10.7ms Speed: 2.7ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-28_jpg.rf.6aa5724a4fe53f1d1e678769c4a6164d.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.3ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-28_jpg.rf.a94403aa5dc123008a172e074a89c6f2.jpg: 640x640 4 Potholes, 8.3ms Speed: 2.5ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-28_jpg.rf.caee4bfec6c478148face806b30f7d7f.jpg: 640x640 4 Potholes, 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-290_jpg.rf.0fe856465e74ecbeee87a8adbc876883.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-290_jpg.rf.55d82155db3bc2ff228dd3e08876a8ee.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-290_jpg.rf.873cd8669b18300d4c95c0196f332207.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-291_jpg.rf.0e873c79f14fac85a1da3b4c9947bcee.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-291_jpg.rf.16147211ed6c228d9a658f0790ab0f48.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.6ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-291_jpg.rf.1700da4d892c447b3d112d9845b084a4.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-291_jpg.rf.630fec819a6fa73f24afb32187d5b497.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-291_jpg.rf.7487b18c35eab5e046494ada93688b28.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-291_jpg.rf.ae43da57c1c3d7e55ad54fa98d645eed.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.7ms preprocess, 10.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-291_jpg.rf.e888409071e8b7cadf211160e2fd550d.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.062b1cd53d0ece38bb5b49476ebee2f7.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.2ms preprocess, 12.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.3ece3d8890a5ca13ff2e64c6ed993f28.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.3ms preprocess, 11.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.3fc530a82d9f82ac671ec641680a3546.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.41d54572ce7b12ea389bad6acd2a6998.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.42ec24da99899ab87db29a7c89027f97.jpg: 640x640 1 Pothole, 8.6ms Speed: 3.4ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.51689a0cd8fd6121c0d021ca61fd1b1b.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.76ef2786cdd70f14e98a169588c7bbb3.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.7f6a9b082564d214271a9c73e409743f.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.8e15ae1e77b3b80fe09108fc377cf1b6.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.a5a6f41d2e646a60c315b4f03c93e7cd.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.0ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.c7a58dbd9e9102119b1a7f12721cb2fc.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.d0144f8a3d82bcaed0039403893dcca3.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.f9403892c54f62b0c196e0a8f23e2ade.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.5ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-293_jpg.rf.773fcdadf7d758d71d0332d48ca240fe.jpg: 640x640 4 Potholes, 8.3ms Speed: 4.1ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-293_jpg.rf.9f5b65ca16b3d07e0d1eda38125ef67e.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-293_jpg.rf.b87fb505905e9772e0ca4c54132ab34d.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-293_jpg.rf.dc3eb2ac7e8c74a4b1e28596aeaddef8.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-293_jpg.rf.e212c7f75329ac563ff4681fec6c085c.jpg: 640x640 7 Potholes, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-293_jpg.rf.f5390967ec74f638caffed3c51137aeb.jpg: 640x640 4 Potholes, 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-293_jpg.rf.f5d0817d42101e27604a6db32780a3f5.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-294_jpg.rf.09cb0742ac210651d9d31a2aaaed99be.jpg: 640x640 3 Potholes, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-294_jpg.rf.1245fe27cd039d473558d9bda0400a49.jpg: 640x640 (no detections), 11.3ms Speed: 4.6ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-294_jpg.rf.21e2c6ff79a37710cf15eb3047b3701f.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-294_jpg.rf.3d22007dc58d795a6485a48f5169291c.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-294_jpg.rf.5de7ddb75d0177489fd527e9409c82b0.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.8ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-294_jpg.rf.6bd4bb4b37e3dc895c0c41bd6cd6c2d0.jpg: 640x640 3 Potholes, 8.3ms Speed: 3.6ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-294_jpg.rf.c87406af275901d912dc389108bd85e2.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.5ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-294_jpg.rf.f36923984dd1603d334077a93cdce168.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.1216d4db1cb239734e4e40b1693a12c4.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.136839e1579de6723084ce6dbdf0f538.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.7ms preprocess, 11.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.5f9d53fef7e287bebf00178c229b64bc.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.8211b77f82005b7d9c5911c649cf050b.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.82c15c807469b6d392b9bbe5def51e92.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.5ms preprocess, 8.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.8618b115b0aafa6c4eeeeab30407f920.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.6ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.c4bac9148fe25cd6ddcbc78efdc0fc96.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.ea0535b3b63edb2dfeab63cd79533a19.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.2ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.edda2248b0528d8a7ce3ed53a50ecc24.jpg: 640x640 3 Potholes, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-296_jpg.rf.6b45746d1bf8504c5d507b6fb6798bce.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.8ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-296_jpg.rf.7d7311d7f9b821b7cf161f2f49164c8b.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.5ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-296_jpg.rf.e7d2f5d269c334eaf950a6d8bd314575.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.5ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-297_jpg.rf.060b7b8bafd8f73a1fcfc3d3c0d5568f.jpg: 640x640 2 Potholes, 12.3ms Speed: 2.2ms preprocess, 12.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-297_jpg.rf.2623fd63bfe1f3a9554543977e20d50c.jpg: 640x640 6 Potholes, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-297_jpg.rf.27e58191b63a72cafa1be6d35d85c99a.jpg: 640x640 6 Potholes, 8.7ms Speed: 4.5ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-297_jpg.rf.65ee4915bd2c2bb097b3c1717a2be741.jpg: 640x640 3 Potholes, 8.9ms Speed: 3.2ms preprocess, 8.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-297_jpg.rf.66fe90bbdc535e9d75747fbeff0e3cb4.jpg: 640x640 5 Potholes, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-297_jpg.rf.758b5dbd44923a0e4e9f1ad183f61882.jpg: 640x640 4 Potholes, 8.2ms Speed: 2.0ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-297_jpg.rf.944bb9a0b911979889e017a339379bd1.jpg: 640x640 5 Potholes, 8.1ms Speed: 3.1ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-297_jpg.rf.b3506a54ff6de2e63ef9328ed6406cd6.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-298_jpg.rf.1e21ab3ecd5882ffb1a42bc72e94c404.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-298_jpg.rf.2b06f014d17921dc03fab37fe1225e9c.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-298_jpg.rf.34a58768bc96163bd4339389da27bccd.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-298_jpg.rf.4991cd9a078b80deb7a45f4775e57982.jpg: 640x640 2 Potholes, 11.8ms Speed: 4.9ms preprocess, 11.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-298_jpg.rf.6206768b6c6bba38f79bb9752f92870a.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-298_jpg.rf.918f10a109328ad1ae119270cf71cdb9.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.0ms preprocess, 12.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-298_jpg.rf.d75a8e10eab7bbf1cd5d29d9fc00e411.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-299_jpg.rf.95b0cce4f1ab7f4c22c41fced18cf5d2.jpg: 640x640 3 Potholes, 8.7ms Speed: 3.5ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-299_jpg.rf.f299875044aafc352c8b3a8ea9ae167f.jpg: 640x640 3 Potholes, 9.1ms Speed: 3.1ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.03bcf5576c952a86590983f8f51270af.jpg: 640x640 2 Potholes, 9.5ms Speed: 3.2ms preprocess, 9.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.7132c70f7531c07cded9b240a89dfd8b.jpg: 640x640 2 Potholes, 17.0ms Speed: 2.9ms preprocess, 17.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.7cb6394a1dd206975a29b10506206ce7.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.9d75b51cd07534facb09cce1bbc4400e.jpg: 640x640 4 Potholes, 10.4ms Speed: 2.4ms preprocess, 10.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.a3cc454d58702b6d68c8580fd14574aa.jpg: 640x640 4 Potholes, 8.1ms Speed: 2.0ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.a7a9fcd4100534587b44fd8f17693dff.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.6ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.ad2ea20d748afe2adf399ff26238da07.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.6ms preprocess, 13.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.dbe90db41aedd2d7cedb7e10ccb1f579.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.9ms preprocess, 12.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.e6dda54f42cd21c4c7951cc0a7fb2b11.jpg: 640x640 5 Potholes, 9.4ms Speed: 2.8ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-2_jpg.rf.b3f1a90ed97c70c040b22aa2c2e30ac9.jpg: 640x640 3 Potholes, 8.3ms Speed: 3.4ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-2_jpg.rf.b5021bed67c8c2f48c473b06a61b2977.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-2_jpg.rf.ffc99d1408eb26e7dd20fad1d96c4c8f.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.0ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-300_jpg.rf.a05ce57a4d98715d9eb725b15cf311e3.jpg: 640x640 4 Potholes, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-300_jpg.rf.b6303f041d66679c76f5525d1ae78e18.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-300_jpg.rf.ce6b3338e2cfbee249d1b6a9e4ce0134.jpg: 640x640 4 Potholes, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.0dea68c0a1f095470d9d6415a460db6f.jpg: 640x640 1 Pothole, 9.4ms Speed: 4.2ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.31eaa26403fa6623aa219af3299ca832.jpg: 640x640 3 Potholes, 11.3ms Speed: 2.7ms preprocess, 11.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.40221ed19f41cec5f397a46c7bdb0db6.jpg: 640x640 3 Potholes, 8.3ms Speed: 2.7ms preprocess, 8.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.7cb3392f82b74f8733db1c946c0bb6c7.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.3ms preprocess, 12.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.98ffc1309ee75c9c41ab0ac56152ee35.jpg: 640x640 1 Pothole, 8.2ms Speed: 3.3ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.ae920141c82fdb068bd489fe19567ac0.jpg: 640x640 3 Potholes, 8.1ms Speed: 2.6ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.b6367480b7fdbc6edf2c8ff025eac0de.jpg: 640x640 3 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.ccab826dcee56803c51ad9da0e83eb33.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.ce8f3138467303f5e54c736eb64276b8.jpg: 640x640 4 Potholes, 13.0ms Speed: 2.2ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.d2d05e56190818b0a98a535546509565.jpg: 640x640 4 Potholes, 9.2ms Speed: 2.9ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.eb812c1f94c6138310da7cac86f26682.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-302_jpg.rf.0237b1a19ea7e3c3823e008d7ded104b.jpg: 640x640 1 Pothole, 14.2ms Speed: 3.6ms preprocess, 14.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-302_jpg.rf.672f4c66d26f6e3e22b0b3fd9fcb1142.jpg: 640x640 1 Pothole, 9.3ms Speed: 3.7ms preprocess, 9.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-302_jpg.rf.686b491e0df27a7070cbca96fb74a655.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.5ms preprocess, 17.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-302_jpg.rf.70e995df5bf26c75eaedfa03b75676e0.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.4ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-302_jpg.rf.ab6749f6fa9ee8846860e0aed56db912.jpg: 640x640 1 Pothole, 8.2ms Speed: 3.2ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-302_jpg.rf.affa7061888bca40def0d4095bae0923.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-302_jpg.rf.df956e836f1f136ffb45d76eec10c47b.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-302_jpg.rf.f4ebcb10b00fb85de269e99b20a06dbf.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-303_jpg.rf.06e10b7ebc88f4ccd4f621bf158c84e7.jpg: 640x640 2 Potholes, 8.9ms Speed: 3.7ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-303_jpg.rf.1cd812d1d0480439f59ad3f0d6962c23.jpg: 640x640 3 Potholes, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-303_jpg.rf.31c478ea22b67f3730a1b362ab0473f6.jpg: 640x640 1 Pothole, 8.6ms Speed: 3.5ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-303_jpg.rf.6673b0ba63cc3db235b5ebbec84f065d.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.9ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-303_jpg.rf.7137ceb1cbd80dd7e182ae4f7f091c7d.jpg: 640x640 1 Pothole, 9.5ms Speed: 6.9ms preprocess, 9.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-303_jpg.rf.90c0988533d9a22cb1db5f4507fcf6a1.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-303_jpg.rf.bfaa512c9c4a8bd1d5c7f416f6573a78.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-303_jpg.rf.f8a75b1d79a7ff66dcb5f5b1e97922a0.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-304_jpg.rf.96164943db085d0ab6d27a632e62d2b9.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-304_jpg.rf.cb4d2cb1f6366a1d63210630e90fb580.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.2ms preprocess, 9.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.012a0e631d0ecbc0b95a5ae02627d606.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.0bbd0ffe2ba31ae4da4afb5ccd04aab5.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.2c695322661430e74ca99163a4eab63f.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.325cd059bfc5807efe00761efa977ba4.jpg: 640x640 2 Potholes, 11.5ms Speed: 2.3ms preprocess, 11.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.3950d37c2dd6249851b98507e5286116.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.569399376c0775c8b3c8d1d692b955d7.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.633e3ff32a4b1ca690cdde136208abb1.jpg: 640x640 2 Potholes, 12.1ms Speed: 2.5ms preprocess, 12.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.654bb4c891a4fe0867e02746e94dc206.jpg: 640x640 2 Potholes, 11.0ms Speed: 4.2ms preprocess, 11.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.660efc75596f9a675ad3341852740719.jpg: 640x640 2 Potholes, 12.5ms Speed: 3.3ms preprocess, 12.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.6c2c50cfc8166c2f72cf6cf88ca6f87d.jpg: 640x640 2 Potholes, 17.0ms Speed: 3.8ms preprocess, 17.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.7a9af9653a482e7cfa0455dd49ea5c7d.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.85095944b23c82251fcffe055cce5a04.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.9913e71cb5b43963b3cec8dc088fee4e.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.d6474256e98f6b598939b5ff2077fe71.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.ebb351f1964eb8739d2b10c170554eab.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.5ms preprocess, 9.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.f8dcc151fc103f09f546bafacd53cbba.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.2ms preprocess, 13.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-306_jpg.rf.8cb3a1466abe309cb495315d7aa8a33d.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-306_jpg.rf.9c1198f1f6d03c3760c56d4b7bf8acc5.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-306_jpg.rf.b224b9f1b37f984394b1ceb89a62d677.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-307_jpg.rf.2ca985053e441e5fadbb3b292b161afc.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.9ms preprocess, 11.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-307_jpg.rf.6cd20bbf6a599edb6aaae6ee3926b634.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.7ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-307_jpg.rf.e3fc931ed30ff73f5f9e9845fb42f09c.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.8ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.3d54b792d583b7287463258ba3bfee30.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.48ea54d12ab130696572b1b644aed67c.jpg: 640x640 1 Pothole, 9.5ms Speed: 6.5ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.60c8aa5891ae28f47f0d707f5ae71729.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.687666a5d8fd6d7b5ea34f7ca5fb6147.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.7ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.714140f8de5a1f489622cfe9cdc89794.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.7b9990990b396dac2a852fd8ecf0f2bd.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.a969bcb3cc15a8f1d22d7a119694cee4.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.7ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.acc7694e925870a8ffa19009e8eff88e.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.6ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.b5c227998a7fe0998c69408221306bcb.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.b6cab01b42243a281b6f0716d609609f.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.dc00c0752f03d0cc1ca2f922f24cdb94.jpg: 640x640 1 Pothole, 17.8ms Speed: 3.7ms preprocess, 17.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.f01353a25c077a206169f9e3e37c525b.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-309_jpg.rf.4fa64feda6e4cc4cb78ff3079aa116e7.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-309_jpg.rf.5d5e56cd4ab66d7f69bcdaa98e53a24b.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.8ms preprocess, 8.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-309_jpg.rf.90a4f05f685b6147912aa88a08827556.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.9ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-309_jpg.rf.aa43f5b8b25a05252308a7ce6ddaf922.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.8ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-309_jpg.rf.aa5227e9c3fb76c266ca0155ddf57c38.jpg: 640x640 1 Pothole, 11.4ms Speed: 3.2ms preprocess, 11.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-309_jpg.rf.adb1e59d2448b66f639d4a16f7f11f97.jpg: 640x640 1 Pothole, 8.4ms Speed: 3.7ms preprocess, 8.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-309_jpg.rf.dd67d9cfa0d24398bd34ecf5aa7e337d.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.8ms preprocess, 10.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-309_jpg.rf.ea2ec6bfdc247cfd9b2b574425554d0b.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-30_jpg.rf.2cd1a82f234e2c1a1ccab591610075e0.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-30_jpg.rf.62cf80cc31d386f7ae6438cc8d4f0657.jpg: 640x640 2 Potholes, 10.9ms Speed: 4.3ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-30_jpg.rf.66dc1180de969a07cd02d3a9d0541a42.jpg: 640x640 3 Potholes, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-30_jpg.rf.77856a3ad736a18c9ccd91f6db837b4c.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-30_jpg.rf.7bb80c993878641f2d6ab42b92b51c61.jpg: 640x640 3 Potholes, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-30_jpg.rf.b40bf6dc215f97c37bf97da71d12dd3c.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.5ms preprocess, 14.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-30_jpg.rf.e2b94bdcf9da49b833a225a0e8bf939f.jpg: 640x640 3 Potholes, 9.4ms Speed: 3.4ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-30_jpg.rf.ea54554f1c0a36e6789285211ef77dd0.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.7ms preprocess, 9.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-310_jpg.rf.4eb9383dac1e4e518ec5f21d2ff99e05.jpg: 640x640 3 Potholes, 8.4ms Speed: 3.3ms preprocess, 8.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-310_jpg.rf.721dba418bc6992c43bc1ce8b99fee05.jpg: 640x640 3 Potholes, 8.8ms Speed: 3.5ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-310_jpg.rf.7cf056c94cb441b56d1311c394627372.jpg: 640x640 3 Potholes, 8.1ms Speed: 2.4ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-310_jpg.rf.bc22ef5350856426b7d5c128a933af96.jpg: 640x640 3 Potholes, 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-310_jpg.rf.ceba8d07b125a5b955e26f6ef2194879.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-310_jpg.rf.fd55fb73ae477a787843aff4bfe5b1c4.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-311_jpg.rf.ea23135ab86ab7c7f5e52c4a71b43f34.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.0ms preprocess, 9.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-312_jpg.rf.272456d8bfabdd0b7f756e7273a1ce74.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.9ms preprocess, 12.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-312_jpg.rf.357afadac88885a7927c35721bea2ad6.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.9ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-312_jpg.rf.46fa3dc18664243c1b4c0c918ab7d6fb.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.8ms preprocess, 9.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-312_jpg.rf.7dc4eba4a28d4f01afe50365529ea576.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.9ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-312_jpg.rf.eca3e40034018e0b1fdec0102efff5a4.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-313_jpg.rf.0c5270ae915bb5780c1a5610c70d732d.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-313_jpg.rf.34827ecddae6bbbbbf41daae44d039c7.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.5ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-313_jpg.rf.506789abc89b5d9d029d70388a21088e.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.5ms preprocess, 8.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-313_jpg.rf.829cf6b785a085e5ccdb5528c0d3f9a0.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.0ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-313_jpg.rf.95616b8fbd6cac430f271c2d7eeec7c6.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-313_jpg.rf.ab8e00f34936190ed7bc8bc35e72e5d8.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-313_jpg.rf.cb16917e615ef0d8d2f8b5ad7a0d421d.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-313_jpg.rf.ebced8f63458be4e6fb7fde7730fc9fa.jpg: 640x640 1 Pothole, 8.0ms Speed: 1.9ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-314_jpg.rf.37db9473c83e4ae643541225508e1a40.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.2ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-314_jpg.rf.4f68118bedcb25c0cc2bf72dc85c3f3f.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-314_jpg.rf.a78f2e69b7f34a03f21af8bbe17eb2ea.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-314_jpg.rf.b5dbb897215b536307aaa3ec25845f2d.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.3ms preprocess, 12.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-314_jpg.rf.dada65fdf6c42eb7885545f1561f35e3.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.108d6bdc2074c83a37d25fe75d71c857.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.1c8eb7567b62b53772d4f00e83f00605.jpg: 640x640 4 Potholes, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.272fd7286ddfedfd35ad3c7b1f4e3043.jpg: 640x640 4 Potholes, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.2dbbb7e1b016b93a2c3259d8bd39338b.jpg: 640x640 4 Potholes, 19.7ms Speed: 4.1ms preprocess, 19.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.487ad48a3882cc910c6b0d8a54d51013.jpg: 640x640 4 Potholes, 30.1ms Speed: 3.5ms preprocess, 30.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.4fd2359b4ffd375ded04f2547af3da0e.jpg: 640x640 3 Potholes, 11.4ms Speed: 3.8ms preprocess, 11.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.5a960d22977508d522d82a9fec26df58.jpg: 640x640 4 Potholes, 15.5ms Speed: 3.5ms preprocess, 15.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.69a3e618fe15f8000d713cd95ad9cd21.jpg: 640x640 4 Potholes, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.9b1378584c89b6ed99c8ad885ed0daf6.jpg: 640x640 4 Potholes, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.ace44a705635174b00f2cde4c0ab64f0.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.b44f472fea3607370bf938ebf4ae8753.jpg: 640x640 3 Potholes, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.c34185370f848b10ea16759d5e0fc445.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.e0681353c88b12003ca2b22df697c826.jpg: 640x640 5 Potholes, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-316_jpg.rf.2bf2d065c37109b460b7b881d7162715.jpg: 640x640 (no detections), 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-316_jpg.rf.6ed6d60973229080e070a65da3f86318.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-316_jpg.rf.e31805424d924817909afa12c3583939.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-317_jpg.rf.2ee8e9c4798549cd04a36f525cbbe716.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-317_jpg.rf.35528711f9d76d226ddb46c4bfbc0d63.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.0ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-317_jpg.rf.a1c842378ae316f919716089f2cbeeb1.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-318_jpg.rf.503e9df72d7c8793bb11d4110551ba45.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.0ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-318_jpg.rf.6f5786b3d871ad827b99022614b98c36.jpg: 640x640 2 Potholes, 8.6ms Speed: 1.9ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-318_jpg.rf.a38cca8deb8e16a3f92a098b3f98bfff.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-318_jpg.rf.c5cd3f3d823fd34b8fac04182d1614d9.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-318_jpg.rf.f40f92b9cbf8db8c242476c059cc70c9.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.0ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-319_jpg.rf.4bd4bbd6211a0ed00034834e89d49a85.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-319_jpg.rf.9509a698f85ec8b339ed477566a63ac9.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-31_jpg.rf.d3f5fabf63ae2669815c78a2c3e529e2.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-31_jpg.rf.e3f16aa5a733992a5b1064ad478c3861.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-31_jpg.rf.e7293deb50b3340b63dda8746184d1f1.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.4ms preprocess, 16.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-31_jpg.rf.f1e8e331b63860ef7c3651df574ab029.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.5ms preprocess, 15.9ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-31_jpg.rf.fa3fb48ca64434deab8e0266ebba5ebe.jpg: 640x640 3 Potholes, 15.1ms Speed: 2.4ms preprocess, 15.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-320_jpg.rf.499e81d054b84aaa55f5d7413325e63d.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-320_jpg.rf.56753ef37a12a2292c59985e78ce653b.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.7ms preprocess, 14.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-320_jpg.rf.781cddb24f1db49da37a612386d3d744.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-320_jpg.rf.98e759f26c104de712bc5828d67046d8.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.3ms preprocess, 11.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-320_jpg.rf.d7862696ca7866ed426b810cadc218b0.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-320_jpg.rf.ec1bc0394b3cbca413e870b0461cb33b.jpg: 640x640 2 Potholes, 15.5ms Speed: 2.5ms preprocess, 15.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-321_jpg.rf.0ccd4089177bf381bf04aa9b1e2be268.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.5ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-321_jpg.rf.3f8a57c01d4c47f71d3ced4580df9294.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-321_jpg.rf.654714b1f1470abec335435fa66ee8ad.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.5ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-321_jpg.rf.b1293ad0b93c4f77ba6d02f72684929d.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-321_jpg.rf.baba78161932ab09a7da7005ef74354a.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-321_jpg.rf.c493b6dcb627405f5aa0f73a1a0322d8.jpg: 640x640 1 Pothole, 8.2ms Speed: 1.9ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-321_jpg.rf.eff4b3137c4e036425a1b12ee70563cb.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-322_jpg.rf.39b4816d2a49ef752a1373a1fa6ea928.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-322_jpg.rf.6deb431a8f8f511e638e1c28770ff418.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.4ms preprocess, 11.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-322_jpg.rf.6f6407f01b11035fa7e4d407bf8ec718.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-322_jpg.rf.8ab4aa3095904ea16b936a272786c4f7.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-322_jpg.rf.b1ebaebb72777753cc9028b4ce6a7405.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-322_jpg.rf.d99c002870f6132c30d2cbed709478ac.jpg: 640x640 1 Pothole, 9.3ms Speed: 3.7ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-323_jpg.rf.10fa448819f3129f276a3711583bdd84.jpg: 640x640 3 Potholes, 11.9ms Speed: 2.9ms preprocess, 11.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-323_jpg.rf.3a207484c8d94714441478196bb591ce.jpg: 640x640 4 Potholes, 7.7ms Speed: 2.7ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-323_jpg.rf.3b9d530fffa549c40a66597613ce8e6d.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-323_jpg.rf.b145a6888a33411e40cc3badff21e013.jpg: 640x640 4 Potholes, 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-323_jpg.rf.b1a2d71b3bff7628ff3d9067e99aaa5a.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-323_jpg.rf.d2675b1f92679aac02fe7625f301f267.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-323_jpg.rf.d623fa49cfc00d8b58c36b718a2bbd96.jpg: 640x640 4 Potholes, 13.6ms Speed: 2.0ms preprocess, 13.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-323_jpg.rf.db7ca6d538da95a291be0c8670d52167.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.1fccc8f5dbf148ff4bd3afe60d6458dd.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.9ms preprocess, 14.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.2aca80ed93f797d46bf68ef9feb524a4.jpg: 640x640 1 Pothole, 17.1ms Speed: 2.2ms preprocess, 17.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.3582a8ecf5e714e68d7f26d12b1bd82f.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.3ms preprocess, 14.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.43e66a1ecc217d3d51677afdec34fb5f.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.47b8066a333ec45a9310e94422056fa3.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.4ddbb955e7935da39cbc71fd9d30cfbd.jpg: 640x640 1 Pothole, 7.9ms Speed: 1.9ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.8c4c4999210b32184dba7b3fdacb8532.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.a19c57d5a41bfc017e29ea05103174cc.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.b6550b154768068e81fa8ba39018347d.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.c48446a1974398d95ca839473e2a352e.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.d182665b340eaf4e22b9a0fa8d0e6502.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.d8c85e990fc717dcc38a891d441d4ca6.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.dec577af2b2cd1e711870d18c4d09726.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.e9422d8d3da0e09acd0a5a8bf39a6d6a.jpg: 640x640 1 Pothole, 9.1ms Speed: 1.9ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.f2e3e4ca99cefe8a9928ec9105ecee21.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.5ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.fda6d486a2f1f689624ee86490784e40.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.5ms preprocess, 11.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.16fe09dc06a8a8b424351113097da451.jpg: 640x640 7 Potholes, 9.4ms Speed: 2.8ms preprocess, 9.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.562a9623150c5908f52d6767fd891be7.jpg: 640x640 6 Potholes, 10.6ms Speed: 3.3ms preprocess, 10.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.805363c58f69c05574f4aa7771474f3f.jpg: 640x640 7 Potholes, 19.1ms Speed: 4.0ms preprocess, 19.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.9e39164127862043728d2938fd66aa02.jpg: 640x640 6 Potholes, 11.8ms Speed: 3.8ms preprocess, 11.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.ae339aa073a4329e861cbee801791378.jpg: 640x640 2 Potholes, 8.4ms Speed: 3.5ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.b7a78de4b3619fd2610778b890b6e2ed.jpg: 640x640 5 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.b87633bee29d3cefe740f2d55514537c.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.bb4cabff1146bcf99904246f8a13b1aa.jpg: 640x640 5 Potholes, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.cc83acd41e29bfc90b0df1b920e1b9b5.jpg: 640x640 7 Potholes, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.e589402d1caea6af986f42105f95441d.jpg: 640x640 7 Potholes, 7.7ms Speed: 2.8ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.f72481770568cbf69e6a6f61ec975849.jpg: 640x640 7 Potholes, 7.9ms Speed: 2.3ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-326_jpg.rf.2adf8c1782f30b6f1bbdc616d0546c70.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-326_jpg.rf.572ed1b2afd829793f98f41ee739d9e2.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-326_jpg.rf.6c8562e44376e9a82bba00e2cd253e38.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-326_jpg.rf.70d99807ba2ccae192734fdacd660ba5.jpg: 640x640 1 Pothole, 7.8ms Speed: 1.9ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-326_jpg.rf.918569b6997cec9cad47ceacc21c2ed3.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-327_jpg.rf.1741e1aa0214bc57d677a2020834859f.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-327_jpg.rf.17ca10486e75af781ee4089ad547f687.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-327_jpg.rf.3f10643635eb84b6447ded3949784d1f.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-327_jpg.rf.95847abdc08ba2fb66059d33f598cccc.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-327_jpg.rf.ddb128df0cc72425425d96f895c50725.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.0ms preprocess, 8.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-327_jpg.rf.e2b4f874b97c296aeee9a8239d77f294.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.0ms preprocess, 11.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-327_jpg.rf.f6c3c45ef22b33f5fa47483f24269fcd.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-327_jpg.rf.f76342adf6dfc5ad86df03ad05d58f68.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-328_jpg.rf.37171559d75fa10b41cd04f50b9a9b0f.jpg: 640x640 4 Potholes, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-328_jpg.rf.61a1e694fc225801c6d5090b80bba32b.jpg: 640x640 (no detections), 8.2ms Speed: 1.9ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-328_jpg.rf.6393444bb1215ef08ee80c5c8cd3f7b2.jpg: 640x640 4 Potholes, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-328_jpg.rf.74c452c7cc3fb12f4def4cafecac0b0b.jpg: 640x640 4 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-329_jpg.rf.0cdfd0b355046de11746d7cc867026cf.jpg: 640x640 (no detections), 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-329_jpg.rf.27c1ab1e3c9ff26176831af202ea90c6.jpg: 640x640 5 Potholes, 8.9ms Speed: 3.1ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-329_jpg.rf.2a60659f88b39941a3b67e4f22521329.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.1ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-329_jpg.rf.3139d8dbe6df76f8b006a2c2572a4443.jpg: 640x640 1 Pothole, 16.9ms Speed: 4.1ms preprocess, 16.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-329_jpg.rf.5655e8035331f80f7ac1975746848a74.jpg: 640x640 5 Potholes, 9.5ms Speed: 2.7ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-329_jpg.rf.7aa1cbf9fef44017b214a2b384986bc8.jpg: 640x640 4 Potholes, 14.2ms Speed: 3.0ms preprocess, 14.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-329_jpg.rf.a92c8604aab3a6fb834a59a20aeeff88.jpg: 640x640 5 Potholes, 12.5ms Speed: 4.8ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-329_jpg.rf.e5e8c3abd34484e420d0b90105455e10.jpg: 640x640 5 Potholes, 9.2ms Speed: 3.0ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-32_jpg.rf.58e9768b99c12ff701843d5fcc9ff2cf.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.5ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-32_jpg.rf.ae62961b6181b921eb82460ffb397e0e.jpg: 640x640 2 Potholes, 13.9ms Speed: 3.4ms preprocess, 13.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-32_jpg.rf.b2a563b4568760f42269bce0cde33e48.jpg: 640x640 3 Potholes, 16.9ms Speed: 3.2ms preprocess, 16.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-32_jpg.rf.dd23434f5d8e0adbceb49e94e3b8dac8.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-32_jpg.rf.ef73c4fa7746a9fa1eff12224eddf0fd.jpg: 640x640 2 Potholes, 13.1ms Speed: 3.7ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-32_jpg.rf.f54c596e20efb33fe51911209166111d.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-330_jpg.rf.38253559c0f150ad2b10f3b61924e434.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-330_jpg.rf.49203ec39289d15045a47533c89a6e3a.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.3ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-330_jpg.rf.639020af2fb9e7d7cc1f376984d543d4.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-330_jpg.rf.67104599b0433223929d5266d52aa345.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-330_jpg.rf.a779c9658109627d4bc804509acf8548.jpg: 640x640 2 Potholes, 7.9ms Speed: 3.1ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-330_jpg.rf.b4ed41bb8812dfd4102ea73c2f42aefc.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-330_jpg.rf.dc19a2ff18a4e61979eebd4f409eb0a6.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-330_jpg.rf.e91db353b32652d9ec742948eed77a1b.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-331_jpg.rf.1cd65eb46e409a569b8faa6abecde3c1.jpg: 640x640 2 Potholes, 8.2ms Speed: 4.0ms preprocess, 8.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-331_jpg.rf.53fb53c16ca182ee639180e2a4d2a97c.jpg: 640x640 15 Potholes, 9.3ms Speed: 2.5ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-331_jpg.rf.78788b8d1c42674039dd4136d5fcc859.jpg: 640x640 15 Potholes, 7.7ms Speed: 2.7ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-331_jpg.rf.d9ccbfe03aa7ad22c780ba4435a2bcb6.jpg: 640x640 15 Potholes, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-332_jpg.rf.288bd0b1fa1f9067f130d18e4a78f7bf.jpg: 640x640 (no detections), 7.6ms Speed: 3.4ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-332_jpg.rf.8ff23de63cf8ff7e828ac9e104a19876.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-332_jpg.rf.b9193a5e5fc1157a89ac4768c65a627e.jpg: 640x640 5 Potholes, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-332_jpg.rf.c0d9cfcc068d12496a74b71bd07ea7ff.jpg: 640x640 5 Potholes, 7.7ms Speed: 1.9ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-332_jpg.rf.ded7b8491e5de8b116b0993ae47e9b9f.jpg: 640x640 5 Potholes, 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-333_jpg.rf.997366c2eb63513f05f64dabcca810d9.jpg: 640x640 3 Potholes, 7.5ms Speed: 2.2ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-333_jpg.rf.ea67399d32957dae05f287870ddaa76b.jpg: 640x640 3 Potholes, 7.8ms Speed: 2.3ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-334_jpg.rf.625ac1dd371a4c5c54f119a5152bfd17.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-334_jpg.rf.638328278195287d058d7af54d39edde.jpg: 640x640 4 Potholes, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-334_jpg.rf.71673fcb0d9ef8ad240b8695bcf96409.jpg: 640x640 4 Potholes, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-334_jpg.rf.8be11b3db5ed02050e53e19244558529.jpg: 640x640 5 Potholes, 7.6ms Speed: 1.9ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-334_jpg.rf.ab31778b36518a4ec9d41f88ae517191.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.0ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-334_jpg.rf.c456d812d3891ee4e005df5976899c5d.jpg: 640x640 4 Potholes, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-335_jpg.rf.181e933c4e3709c06bedd2de32fefdfe.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-335_jpg.rf.8ed26662f87d5c22a3f58d5d4cd1fefc.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-335_jpg.rf.a6add26d6333a6344c06255ac9d130b4.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-335_jpg.rf.d7f2cf8f4c57558bf4b82d5cec51d806.jpg: 640x640 3 Potholes, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-336_jpg.rf.00270ecdfb0f3fc3471dfe38de70a26b.jpg: 640x640 3 Potholes, 9.0ms Speed: 3.6ms preprocess, 9.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-336_jpg.rf.031017136d8fe09aed06d1c960d0e4da.jpg: 640x640 3 Potholes, 15.5ms Speed: 6.4ms preprocess, 15.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-336_jpg.rf.76a1b48a5aebffe51aa79354a8dff041.jpg: 640x640 3 Potholes, 8.4ms Speed: 3.1ms preprocess, 8.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-336_jpg.rf.9bacd8513438151f75707dbc0b982f9b.jpg: 640x640 3 Potholes, 11.4ms Speed: 5.5ms preprocess, 11.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-336_jpg.rf.c6ffaade996a55eda06998aeb0c5353c.jpg: 640x640 3 Potholes, 13.4ms Speed: 3.0ms preprocess, 13.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-336_jpg.rf.d2faef099a70423e070e423f50293d22.jpg: 640x640 2 Potholes, 11.3ms Speed: 3.5ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-336_jpg.rf.f09aee9ebde79cf3c6f79abd68aa0e27.jpg: 640x640 3 Potholes, 7.5ms Speed: 2.4ms preprocess, 7.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.21511a023ae96876d7e7425f76d2bc4a.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.8ms preprocess, 8.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.32f7f632cbb5fe910ee16fe01d717776.jpg: 640x640 2 Potholes, 11.6ms Speed: 3.9ms preprocess, 11.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.35ed14d8abcd4c019211b5e3a913cd6a.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.0ms preprocess, 9.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.483d33ceabb3b6642e24bc4a2cbda450.jpg: 640x640 2 Potholes, 11.5ms Speed: 2.6ms preprocess, 11.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.553b0e5c7467a42d586ebed748b99333.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.0ms preprocess, 12.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.58b5890fa4bc0263fa1f7a88703225b4.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.9ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.5b8357ca8457def4e8b871b27b90addd.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.8fdd61b76d8d094b643fe7b7ebb803b3.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.8ms preprocess, 9.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.a68bc05cb691a68d2eeb3b1f2f2b0ed4.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.6ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.ace047a6cce38951e3f89fe2c5442dff.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.cbf29bd14b5fc3c083e42bc7333775b9.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.5ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.ed8adf42063de38a2aeb8780a202970c.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-338_jpg.rf.1308645fd674932e50d00cba35dc2dbe.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.7ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-338_jpg.rf.546dae887f3eea819f7966df9dd61342.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-338_jpg.rf.6051837bebe6b1b3a61aacc9036a4623.jpg: 640x640 1 Pothole, 7.5ms Speed: 3.1ms preprocess, 7.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-338_jpg.rf.c741e4eddce76fee8c03aa325795eaa9.jpg: 640x640 1 Pothole, 12.4ms Speed: 4.4ms preprocess, 12.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-338_jpg.rf.dfed8be52950f6421d7baafb376e7a37.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-338_jpg.rf.ee079e20f20937e3294d0c10683c4f60.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.262c89a1845775cfe192d66d3b9b8f1c.jpg: 640x640 3 Potholes, 7.8ms Speed: 2.3ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.38834b26787dfa30a553aeb1c7520a67.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.3e101ea91e812c056cc00214c22e19bb.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.64640743a86226157c61da4dd7fe0171.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.65262cd2aed25324a58a82a7d373de37.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.a7d75d796e52ad7967ef112e05ff33f1.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.b7dcfb2b55deda28af1a24da880b023c.jpg: 640x640 3 Potholes, 8.2ms Speed: 2.7ms preprocess, 8.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.b94984bd70210262cc372a17ee515e66.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.d9bb785bfe8c03f9c988600bacc481c1.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.5ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.e769b1b0b0d15a806681d278d468d204.jpg: 640x640 3 Potholes, 12.6ms Speed: 2.5ms preprocess, 12.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.145b8a80c2196ba47884314edbf3639c.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.4ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.2259a234e18b62798d94f2ca7259b786.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.5ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.2b0527a65b7b851f364a30ba865d9dbb.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.4ad292e9ae9e8ae6f7da43f462dd9216.jpg: 640x640 2 Potholes, 7.8ms Speed: 1.9ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.4b6a0fdd10617a1ab808d105feae22d4.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.4b6d3ba15cd641773b312e671d48f6e2.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.531abf65a174bed9cea7908e912ea4bc.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.7c462362c29d9a7ca9f53f7f62a2700c.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.a864e34838a16a538787a4455f84adb8.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.5ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.ae33aa4c2caf8d9494d814bda216a2a9.jpg: 640x640 2 Potholes, 15.1ms Speed: 3.0ms preprocess, 15.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.c43cc5dd63f66a8986a7fd385122676c.jpg: 640x640 2 Potholes, 10.8ms Speed: 3.1ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.d98b3da7da0ee2400892b6c55ecad319.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.7ms preprocess, 9.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.f9741e754cc7fcc2286845321b82d743.jpg: 640x640 2 Potholes, 9.7ms Speed: 3.2ms preprocess, 9.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.fb2ae6ee5aaccc19b3aa2b8c1e01a77a.jpg: 640x640 2 Potholes, 14.6ms Speed: 4.3ms preprocess, 14.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-340_jpg.rf.7a589e3823c5c057b79d7317a3049696.jpg: 640x640 3 Potholes, 18.1ms Speed: 3.3ms preprocess, 18.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-340_jpg.rf.aec78a8019772d46733818878fb31a43.jpg: 640x640 1 Pothole, 11.3ms Speed: 3.7ms preprocess, 11.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-340_jpg.rf.c89a87830feecd04950f63997dc4b316.jpg: 640x640 3 Potholes, 15.9ms Speed: 5.2ms preprocess, 15.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-340_jpg.rf.fd9a8c5ac2b4ceccbf8d3a2a26c02844.jpg: 640x640 3 Potholes, 11.2ms Speed: 3.2ms preprocess, 11.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-340_jpg.rf.ff18540184297a9c022e0c986c3f0f1d.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.1ms preprocess, 16.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-341_jpg.rf.1338ee1dc9327a96c88abd8eee475928.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-341_jpg.rf.2dd720df014e86a89445ca41fba3d41a.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.5ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-341_jpg.rf.c34e4fa0d6c5d831621457949684d84e.jpg: 640x640 2 Potholes, 9.1ms Speed: 5.9ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-341_jpg.rf.fa6cd9071ddeecb1b00c47000df9195b.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-342_jpg.rf.6319b970cee3629b5ebb805837894a8c.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-342_jpg.rf.a681992497593a15f27151435fcdbadc.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.3ms preprocess, 11.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-343_jpg.rf.37cde616035c3a9a2d7fb1b27597f4f3.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-343_jpg.rf.5d2c18a6d943b249061b0e9a0f5a9cc5.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-343_jpg.rf.7c29cf13b00203a74e07bcc19784ed46.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-343_jpg.rf.81780b166fa2b6adaced1c49bb9c6def.jpg: 640x640 1 Pothole, 10.0ms Speed: 4.1ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-343_jpg.rf.af415639c0046b10c1dd4bd3d62ddaef.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.7ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-343_jpg.rf.c21bc0f36f41c55956feec3c8d2c4812.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-343_jpg.rf.cbcfab35c8f6101ad8bb5e5216e2affb.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-343_jpg.rf.edd186dffcb8608e6c071dff592ba3f5.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-344_jpg.rf.038991d7a9ffb753c695833a0ae5a222.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-344_jpg.rf.39061fe18d6b577647798a5a4cc9b25d.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-345_jpg.rf.189cd71cea1df2b835cf37f120d11011.jpg: 640x640 (no detections), 11.7ms Speed: 2.2ms preprocess, 11.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-345_jpg.rf.88800f69f5be216fff38f57b7de6d31b.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-345_jpg.rf.d9fd0a6ac6f00edd7caffb737442e5c2.jpg: 640x640 (no detections), 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-345_jpg.rf.ef9b45543f93c912b82cbf993d4ef8a7.jpg: 640x640 (no detections), 8.4ms Speed: 4.0ms preprocess, 8.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-345_jpg.rf.f774090b5220d7d0894bcd76ab3a71bd.jpg: 640x640 2 Potholes, 14.2ms Speed: 2.0ms preprocess, 14.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-346_jpg.rf.53beb5e31339a7f3f800b9829d8f41f4.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-346_jpg.rf.7b239ee5360bfdfe9a45aa184155c832.jpg: 640x640 4 Potholes, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-346_jpg.rf.983686f18cd11dcd0bd496b0545f0b10.jpg: 640x640 4 Potholes, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-346_jpg.rf.b291fd6b2916951b111897cd5407f849.jpg: 640x640 4 Potholes, 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-346_jpg.rf.ecb85000a27e4f6c96f7cb4eff4f6277.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-348_jpg.rf.3bc6f340425d33fe3440ae92285d74e8.jpg: 640x640 1 Pothole, 9.1ms Speed: 1.8ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-348_jpg.rf.50939665ff020d3d546b2a7323b426a1.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-348_jpg.rf.7713ca9c318c5f7271f9a34ac9065f96.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-348_jpg.rf.a44a77fa24ff6db231e3014954c733c7.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-348_jpg.rf.b015598a5176963e8781920dd4a18b36.jpg: 640x640 1 Pothole, 8.1ms Speed: 3.3ms preprocess, 8.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-348_jpg.rf.c05c236d35ab876ee2a45226987164f4.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.2ms preprocess, 10.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-348_jpg.rf.cc661f2fa137d5f243bb508dde0c98f1.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.7ms preprocess, 10.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-348_jpg.rf.f3ad2a5292ef3a791c884becb4bf920c.jpg: 640x640 1 Pothole, 8.4ms Speed: 3.5ms preprocess, 8.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-349_jpg.rf.a4d48a7af0c8ddb9409e2f5506cdc14a.jpg: 640x640 2 Potholes, 10.8ms Speed: 3.8ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-349_jpg.rf.ca1b037d2c1def378de4840d9e09cf7b.jpg: 640x640 1 Pothole, 14.5ms Speed: 5.0ms preprocess, 14.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-349_jpg.rf.e00a1df05c01ce0cfa58db2855ae7447.jpg: 640x640 1 Pothole, 17.2ms Speed: 4.3ms preprocess, 17.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-34_jpg.rf.6ea8467fa2c4caf2f9cfbd6199f138a7.jpg: 640x640 1 Pothole, 11.4ms Speed: 3.5ms preprocess, 11.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-34_jpg.rf.e46d08594b9e732da6ca21f54097b774.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-350_jpg.rf.185782eb126674f0d47bb322239fdfdf.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.6ms preprocess, 12.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-350_jpg.rf.33b83a0dd9012cc5ceaa14be63873fc6.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.7ms preprocess, 10.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-350_jpg.rf.72db48d0c6a46dc85245f5fc40cd607b.jpg: 640x640 7 Potholes, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-350_jpg.rf.92138ce0c55d9f16995e4c77ab5f773a.jpg: 640x640 7 Potholes, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-350_jpg.rf.cb49f1cda81f23d86d51aa4d8d948390.jpg: 640x640 5 Potholes, 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-351_jpg.rf.174388b5b5972790bae1e143618f6f80.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-351_jpg.rf.4a7afcefc495a0c1a94312646aee1e0a.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-351_jpg.rf.687a0a38d2979636c70b6271ac21f926.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-351_jpg.rf.72a1c2f6d3ad1013225d0fdfadecf03d.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-351_jpg.rf.9f42d3322f4b3072c1692a17d74258db.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.3ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-351_jpg.rf.b80c45302472c7bc381bc97c4e7d784e.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-351_jpg.rf.dc627ba59cae28a13aaff4e861d0b868.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-351_jpg.rf.e68e75d1e7bf1c0b03c96e6678e35076.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.11f88233070533f30ac242b7e8895cd4.jpg: 640x640 3 Potholes, 9.0ms Speed: 2.8ms preprocess, 9.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.254be9ffff00e84737b1e5b8ef4e9e28.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.35c888c0ee46150a1980c0a64481ecbc.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.4391a2cceb47810235d94bdc080b1a2c.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.68777aab50edad9b53cfb75225d10a09.jpg: 640x640 1 Pothole, 8.5ms Speed: 1.9ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.6eadf6d44d271668bb023d791ae62b1c.jpg: 640x640 2 Potholes, 7.5ms Speed: 2.5ms preprocess, 7.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.a336a80dd3f495150252a50c714a3fe9.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.acc2e771f2471965e39c3e152fbcc4cc.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.afaadfaf56c7770973def2f69b8c2e62.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.9ms preprocess, 13.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.b0a0c039a1c5e5bb4c6b6bf81d6fee48.jpg: 640x640 2 Potholes, 16.6ms Speed: 2.9ms preprocess, 16.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.bba86c37a765a799386a17612c3269b5.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.5ms preprocess, 13.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.dfdf9036479bbd766604053134a47d4e.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.1ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-353_jpg.rf.13b3593e848fb097fd93c62c87856199.jpg: 640x640 4 Potholes, 11.2ms Speed: 3.4ms preprocess, 11.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-353_jpg.rf.150d94cd2d6b3a09470f95662d5a8403.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.8ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-353_jpg.rf.6411bf9c2bfcb3dd3b551333b1a4d955.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.6ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-353_jpg.rf.6e8e5608356bdebd00c0c82852c2c842.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-353_jpg.rf.9292c4c231bf931eb3adf4d67f73aab8.jpg: 640x640 4 Potholes, 8.4ms Speed: 3.5ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-353_jpg.rf.ab72c6e12a8bcc0f0c4898ea21e06af8.jpg: 640x640 (no detections), 11.7ms Speed: 4.0ms preprocess, 11.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-353_jpg.rf.c34cb3c9d020e714a030d5b31b7963ba.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.8ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-353_jpg.rf.ef2024edd1373ec22c2c5ec737edcba6.jpg: 640x640 3 Potholes, 10.8ms Speed: 3.2ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-354_jpg.rf.50074069b327c2aa0626090ea7e4f568.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.6ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-354_jpg.rf.51cdc7feaebf774489b992c1dcda630e.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.6ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-354_jpg.rf.97920f28ebd8020d7c1d6da04bcac9ab.jpg: 640x640 3 Potholes, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-354_jpg.rf.bfc5b85f576c9c18155baa0132b3953c.jpg: 640x640 4 Potholes, 8.3ms Speed: 2.7ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-354_jpg.rf.ceb5f7f69ea3604658838a9e156c5f62.jpg: 640x640 (no detections), 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-354_jpg.rf.fcdb46f97926b7fd3692375ecd71bc0b.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-355_jpg.rf.7cb9c48f69623210b52635f660482af0.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.1ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-355_jpg.rf.7f2070b344b5270af6a57cd3dfdca845.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.4ms preprocess, 13.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-355_jpg.rf.95e3a5b2e78ef0ae998716b90adcb9e0.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-355_jpg.rf.c56eaf694eb94414872e7fd18c89f851.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.5ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-356_jpg.rf.1ecad9916a40bbde83e163a1eaa43a3d.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-356_jpg.rf.3466b1129a28cd0f12af60c60ca08a0e.jpg: 640x640 1 Pothole, 8.8ms Speed: 1.9ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-356_jpg.rf.7e6b8389690f3f370c520e098396c7b2.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.3ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-356_jpg.rf.908acfcf28570884691773c9a5027e6e.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.9ms preprocess, 12.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-356_jpg.rf.a29c2f8e581ea7783866eda5cf14af8e.jpg: 640x640 2 Potholes, 14.6ms Speed: 2.1ms preprocess, 14.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-356_jpg.rf.b52999b1fa468d1b18def1c73c53de00.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-356_jpg.rf.d0f04106f54e12aefaf3fa511552cf4f.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.7ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-356_jpg.rf.d19e413cd5fdaad74846f72a3a18b587.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.0ms preprocess, 12.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.0727d5fe7fa1ac8c104fe75201ac7186.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.3ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.237e05f18fee524cfa5cb2f3c91f2a39.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.2a519191160ea4e273f0cc6893c46455.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.8ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.3339a17537699a440d9ee6a6d3d9e574.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.2ms preprocess, 11.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.480a9170608d1646376a3ad7ff995ede.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.4c2096223c76b7ebb41b165e74c8a985.jpg: 640x640 1 Pothole, 14.7ms Speed: 4.4ms preprocess, 14.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.762adee09f733c6ee1824825c8774399.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.7c6ac3af78f6f304b64758247c92fe3d.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.929c2f51229ed6036d326ff31dcb98bf.jpg: 640x640 2 Potholes, 10.4ms Speed: 3.7ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.b06f9ba005a45c376b8ea9a5e5d99079.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.4ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-359_jpg.rf.05dbfd2d9a318d11fd10731c138c1391.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.7ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-359_jpg.rf.132dff8b178fb2e932da190d2ecd63a3.jpg: 640x640 3 Potholes, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-359_jpg.rf.19f7a78cde3a3e4b5c21d9f3e57b8fa2.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.3ms preprocess, 14.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-359_jpg.rf.29aca4bbab21933a7e82b94f2a6bc566.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.7ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-359_jpg.rf.3ef04d191b63c638187c7ac17d1d1b66.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.6ms preprocess, 12.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-359_jpg.rf.4094def779541b3da6f3f20d0c64a2ef.jpg: 640x640 3 Potholes, 8.7ms Speed: 4.5ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-359_jpg.rf.9af9a07daef6bf0135346a89964dc1f4.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-359_jpg.rf.a473e125325321d8d54444aa292be03a.jpg: 640x640 3 Potholes, 7.8ms Speed: 2.3ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.227227c41c157e0ef38d4615c314334b.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.9ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.285f57383eab0f3f9bc8693d91b0b87d.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.8ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.589d78d4933fab67b7ee0cde01ef2692.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.6d27138bec64f68541f853ab36f7f2f6.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.8ms preprocess, 9.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.813112f477266aaedbed11a15f14e6e4.jpg: 640x640 1 Pothole, 11.4ms Speed: 3.7ms preprocess, 11.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.8e18ea7270f9648a5d62f2012058b3ac.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.7ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.8fb88de50516fc107758249238615995.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.7ms preprocess, 11.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.c15e4c7502c161b0c38799002f3d9f98.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.3ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.c53bd86df041b83cef9f56c2f52aca9c.jpg: 640x640 1 Pothole, 7.8ms Speed: 3.2ms preprocess, 7.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.ef668f8a06c396cbfe9c7fc1d02a1c27.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.f4b9fae05ec70a37b54b55d7abf34088.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.072ef95fc1ae19a0c4be556b299bf9df.jpg: 640x640 4 Potholes, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.41af015595a363f516ac8675763ef395.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.597bbd11cf026e9421dfb3e51fdac2fc.jpg: 640x640 1 Pothole, 25.5ms Speed: 2.7ms preprocess, 25.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.6768f16366495073bf16175c72c8b5f4.jpg: 640x640 2 Potholes, 9.6ms Speed: 3.3ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.798a05f876c1db148c2d32f2347dc54e.jpg: 640x640 2 Potholes, 15.9ms Speed: 3.4ms preprocess, 15.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.96fb0aa30392bbed063ac1342dda8c1b.jpg: 640x640 2 Potholes, 17.2ms Speed: 4.3ms preprocess, 17.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.a3aa8fed9ae9dca2d6130c8f7d17a4b0.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.be53ac674a75a3cbfe534c5a5e9d9fdb.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.c045bdfb46071ddd32971a05f82f28a7.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.c53882d86d6cb247900b62b43ee7a33d.jpg: 640x640 (no detections), 9.7ms Speed: 2.7ms preprocess, 9.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.c9aba8cfce036b861ad38b96d5ceafc5.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.fe50d35b264b96ac54afb989657667d8.jpg: 640x640 (no detections), 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-361_jpg.rf.0f52d8342671bc32ad0223f103dfa57c.jpg: 640x640 1 Pothole, 10.0ms Speed: 5.1ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.085ac1d899bd553a96b85bbfb8582c60.jpg: 640x640 (no detections), 11.8ms Speed: 2.1ms preprocess, 11.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.0e00fc45ba063219564c8cc2326f27aa.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.7ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.20a07a82a59466692dfc5aafd098bd63.jpg: 640x640 2 Potholes, 14.8ms Speed: 3.1ms preprocess, 14.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.2812e11fd9f6fa08a3fbf1ddd07cfcc4.jpg: 640x640 (no detections), 8.3ms Speed: 2.9ms preprocess, 8.3ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.28b70873683243f55ea1552e4bd32dd7.jpg: 640x640 (no detections), 8.6ms Speed: 2.5ms preprocess, 8.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.2ccf6c6e75d94dab6ea3ec1b1ee8e95c.jpg: 640x640 2 Potholes, 13.3ms Speed: 3.0ms preprocess, 13.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.32db237225e5a872e7cd5001ce0e036a.jpg: 640x640 2 Potholes, 8.6ms Speed: 3.2ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.a6c1da265d2e697a1548e067624caee8.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.aa72c535d6925d119726121a2cbc46f1.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.ab66674d837ad3e3237d95bb7e443d32.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.0ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.d3a1ade6e4970173aa2800fa2984e5bf.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-363_jpg.rf.08d998a66b2c4e598689ece1f92dcb82.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.2ms preprocess, 10.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-363_jpg.rf.56de82595e5cd19251a7078403492a35.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.9ms preprocess, 12.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-363_jpg.rf.5947cb0423bf4afd09b29dec5737ef50.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-363_jpg.rf.efb0f94efd6e8a990e674f511026bc2e.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.0923391234eb1f97ea43e175e0e6eba9.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.2ms preprocess, 12.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.25c367d1eb045086df25c42108726341.jpg: 640x640 1 Pothole, 8.4ms Speed: 3.0ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.51f7e972d12ba331c76f155f71e5da1f.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.9ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.5275ef0d96dbbde9dff6ce13fd998fe1.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.5738c07a9a7c11012b127a4e80b83fcf.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.7248d79765b7c8d0d3a26bcc7862b340.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.a52b43edc1ac3add2627f2597cfa6a20.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.7ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.af19677a350b3ce387edfeb263f03dfc.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.c4c887a3e76825bb1866708999bad098.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.d608ffcf5f506f410cde1746e0f5b789.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.3ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.ff3a3f7845a457994bc69b2d6b7644fb.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.014b73319299fadf05aea5b0bf5cf778.jpg: 640x640 5 Potholes, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.0dad25f8a8e2043d92adaf36e85bfa2c.jpg: 640x640 6 Potholes, 8.9ms Speed: 3.3ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.139a044e16e00c8c8037404828070e2f.jpg: 640x640 5 Potholes, 8.7ms Speed: 4.1ms preprocess, 8.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.1c67927c34ac23548cf93c567c9fb014.jpg: 640x640 5 Potholes, 8.7ms Speed: 2.9ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.40825c3b5364a0ddf17b8e8f550745fa.jpg: 640x640 5 Potholes, 11.7ms Speed: 3.4ms preprocess, 11.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.439f51e3911b1df4439fb71df3bb18be.jpg: 640x640 6 Potholes, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.4ffa529caa2681556d91f0adc6431a0b.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.85bbe2d0b5fc582064fa09d25e269027.jpg: 640x640 3 Potholes, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.88ad6462465a14c7f9f8a393fbab2b44.jpg: 640x640 5 Potholes, 8.6ms Speed: 3.2ms preprocess, 8.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.dae06e773a756216421dacf304231b9e.jpg: 640x640 4 Potholes, 8.5ms Speed: 1.9ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.f504c93a94fce4c716b5ab3673ee7a6e.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-366_jpg.rf.04fc4043451fa19df3c4ac94722891eb.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.0ms preprocess, 11.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-366_jpg.rf.47c11b5d2dff0273a4d05848c8829d0f.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.7ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-366_jpg.rf.58ff442ae70de1e0ab6b4c30979b63c4.jpg: 640x640 1 Pothole, 8.6ms Speed: 3.5ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-366_jpg.rf.7b7f4b5310b2d06e54299cc724049856.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.7ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-366_jpg.rf.804ae6575f55dfce29d8789455c294c8.jpg: 640x640 1 Pothole, 20.2ms Speed: 2.9ms preprocess, 20.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-366_jpg.rf.b78d45522a55cee8ae7c8dd4042d80d6.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.4ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-366_jpg.rf.d3e073ecfeea74624d9cf3596ef0a576.jpg: 640x640 1 Pothole, 8.7ms Speed: 3.8ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-366_jpg.rf.d5148cd674085015b17ddff7fd960963.jpg: 640x640 1 Pothole, 10.5ms Speed: 3.3ms preprocess, 10.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.0f4cc7b96b26b6d30936eeb4d54abb5a.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.8ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.0f8f6ee0e283f9daeb307018d5e398a6.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.136161e50fcfa51f92dd1e14ccd69217.jpg: 640x640 3 Potholes, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.456273c0257db98a2d720d667ffb224d.jpg: 640x640 1 Pothole, 8.7ms Speed: 4.5ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.4ecdcd11f84c631f9571acb2ee94cd7d.jpg: 640x640 (no detections), 10.1ms Speed: 3.4ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.5cbed720f3205502f40fef6fd5c1f534.jpg: 640x640 1 Pothole, 8.6ms Speed: 3.3ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.6789ba03e8138f3ab7ff87ed1253931f.jpg: 640x640 2 Potholes, 8.5ms Speed: 3.1ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.6f189bb0053dff6ce67a8c787c2765ff.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.81875071efb9e92ab65966aa9051b84a.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.85a9cb16f5d5dd9939ce484ff913f688.jpg: 640x640 3 Potholes, 9.4ms Speed: 3.5ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.92dc80a8eed2f5191b53ff072d57077c.jpg: 640x640 2 Potholes, 9.9ms Speed: 3.2ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.cbbd44dd85a5b22784878ecfaff65e42.jpg: 640x640 (no detections), 9.2ms Speed: 2.8ms preprocess, 9.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-368_jpg.rf.06db378608ffd75c4f497c7eb61c5ecb.jpg: 640x640 2 Potholes, 11.4ms Speed: 3.7ms preprocess, 11.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-368_jpg.rf.336b19e8bb9456e5392d3541f682f359.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.6ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-368_jpg.rf.43a933653b7fe36a5c966046868a906a.jpg: 640x640 3 Potholes, 9.3ms Speed: 3.2ms preprocess, 9.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-368_jpg.rf.5609f9e79f04f127193893d43388e164.jpg: 640x640 4 Potholes, 8.7ms Speed: 2.8ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-368_jpg.rf.f5f292f26007df20ae0ea98b392d908e.jpg: 640x640 (no detections), 9.2ms Speed: 3.9ms preprocess, 9.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-368_jpg.rf.ffd5ef6722a03adad6b8c97eeff32344.jpg: 640x640 4 Potholes, 16.1ms Speed: 3.3ms preprocess, 16.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-369_jpg.rf.364c36a05eb5d02dae1b6296aa7763b8.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-369_jpg.rf.47f87bb5a99203dd1a8d886614276d82.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-369_jpg.rf.b0357ec93e45c6d6da7b4d79d208c5a3.jpg: 640x640 3 Potholes, 9.1ms Speed: 2.5ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-369_jpg.rf.c9a64173fcdca088cb3bc0e8f33c96ff.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.5ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-36_jpg.rf.247aa44cb44ec5d58ce1c793ab3f59d2.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.3ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-36_jpg.rf.6ddcaf68e59a0693578d729202363ac3.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-36_jpg.rf.b8bc339f0a68e61aa21fc0dbd6c1c35a.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.3ms preprocess, 14.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-36_jpg.rf.b99504d41efaffee844666d43bc4fec2.jpg: 640x640 1 Pothole, 8.7ms Speed: 1.9ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-36_jpg.rf.c163151674a2770120c7dd7cce8bf986.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-36_jpg.rf.d0c3cc92024ae975e8d8a911952eb19d.jpg: 640x640 2 Potholes, 10.0ms Speed: 4.8ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-36_jpg.rf.fa609aa92457cc373b3fdddf6aafd17b.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-370_jpg.rf.08dd1bc22edf5f7d2218da18f66dc485.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-370_jpg.rf.2188a5f29a80d06573ea668277616f6d.jpg: 640x640 1 Pothole, 10.3ms Speed: 4.0ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-370_jpg.rf.5f401b345efb543a8fd4dde768cfc194.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.9ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-370_jpg.rf.ede4722732732538155b0bfbaeae156a.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-371_jpg.rf.18b1f7783f2d5f605d70d22666d8b9aa.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-371_jpg.rf.1b3b98e5b7ceec73391b54ce36a512ff.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.5ms preprocess, 9.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-371_jpg.rf.28a9af0d6022c3ed74c61b8c243ce833.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.6ms preprocess, 11.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-371_jpg.rf.6bd3d3a757d82cf81b3c90017b621595.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.8ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-371_jpg.rf.e07c4312b2aaf2e793033033c69970df.jpg: 640x640 3 Potholes, 8.7ms Speed: 3.0ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.01b380b22d787dc7b4d9f86449f32054.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.0877b5f1cee7e3b853a999fb92cc0f43.jpg: 640x640 1 Pothole, 8.9ms Speed: 3.2ms preprocess, 8.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.16d30a031d5cdbc52e0822b91c97997d.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.8ms preprocess, 8.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.2c09c303c961cf152af074b1801b5e0e.jpg: 640x640 2 Potholes, 11.5ms Speed: 2.7ms preprocess, 11.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.490787d94b327f929e64e5b4994bceeb.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.7ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.751b33fa6c5d2a3916e6a1a6498ece6d.jpg: 640x640 1 Pothole, 19.6ms Speed: 2.7ms preprocess, 19.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.9ae9c0061afc1315edd298c049c9f6ae.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.9b91997edc9290672b21d5228e4c61a4.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.ad1b7204242e8ad732d7d434f2cbba46.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.cbf0cff521115c13d10b8a9f7387c3d2.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.de58aaafe32a28837e65d2e35597ecc6.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.deed2be73fa6f6df14403a10be04d498.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.5ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-373_jpg.rf.3888a3bab55c73461bf508fa3a31ab82.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.5ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-373_jpg.rf.70dba1ffc19c1791325a4a6029ba3060.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.2ms preprocess, 8.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-373_jpg.rf.73858a6957b121626ea33bd5556ab53f.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.5ms preprocess, 12.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-373_jpg.rf.8ca0adfbf80bfd869ccb52c0607e5148.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.8ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-373_jpg.rf.ba38b51747bf4c0ff2503f094719128b.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.5ms preprocess, 14.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-373_jpg.rf.ce99de5c1cb77b10c47ba3fa9555dde4.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.7ms preprocess, 14.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-373_jpg.rf.dcb00eff5401afcf607a305ad7173d66.jpg: 640x640 1 Pothole, 8.6ms Speed: 3.1ms preprocess, 8.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-373_jpg.rf.ed02f600af146839188637fd5056f0e1.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.8ms preprocess, 11.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-374_jpg.rf.1157ae35557d21f5d264a461ddba866e.jpg: 640x640 2 Potholes, 15.8ms Speed: 3.1ms preprocess, 15.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-374_jpg.rf.263718390bcbcb06a4ea5b82b206d4de.jpg: 640x640 3 Potholes, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-374_jpg.rf.28032c30522a2f1f434710fd0dd41879.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.0ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-374_jpg.rf.366b724e9e05c0983472b378efbb0e0e.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-374_jpg.rf.374a02f67cfa4fa8fc34ed6b871d5424.jpg: 640x640 3 Potholes, 9.2ms Speed: 2.1ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-374_jpg.rf.39531ab52964145832068f62b72d7760.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-375_jpg.rf.46e068669859e8f98fad18ea1d2d4df9.jpg: 640x640 1 Pothole, 9.1ms Speed: 3.0ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-375_jpg.rf.91aba3a71afe5d6b02377ed42fb75306.jpg: 640x640 (no detections), 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-375_jpg.rf.9413de8ae1455f7d9ef7acb65874b45e.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-376_jpg.rf.031a787cc4f76afeb25822d1465f04d6.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-376_jpg.rf.21d0be9df262c89ca10299455db96de9.jpg: 640x640 2 Potholes, 9.0ms Speed: 3.3ms preprocess, 9.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-376_jpg.rf.28b28b41abc2797f35426a5247f2cf4e.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-376_jpg.rf.31ea0803b2bff2039bee0c06cd78e640.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-376_jpg.rf.349ea2388c281d9a4b212f4ce1ccc2db.jpg: 640x640 2 Potholes, 11.2ms Speed: 2.0ms preprocess, 11.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-376_jpg.rf.60f8ca585b63c0af314e40a148726922.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-376_jpg.rf.cb232bb74052ea0efad63f15224390c0.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-377_jpg.rf.192986df17bdb358f295ba8130b09a86.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.0ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-377_jpg.rf.531068b40a43d8915f40d9dad598dfa1.jpg: 640x640 2 Potholes, 14.0ms Speed: 2.7ms preprocess, 14.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-377_jpg.rf.6aca8a13412deda3f3a507f8302a9f98.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-377_jpg.rf.8137bf326b9aef193bb83872da825de9.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.7ms preprocess, 8.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.055d248bc699a506a255df1a9a465bfb.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.6ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.4e3e246892388227e505afba1a9cea3f.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.2ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.7f74a8dc5250fab0be53ba8dfe84c82a.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.4ms preprocess, 16.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.838f7b6e8fe9e8bd098c342e14be674a.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.91bde0a3758809df5ba21a74a0959db2.jpg: 640x640 1 Pothole, 8.8ms Speed: 3.3ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.9c154a19aa4b8abd8c955b36fd2536d9.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.c3d3a7b01bcd23df549741c39893008e.jpg: 640x640 1 Pothole, 9.2ms Speed: 3.1ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.c86e88380cb11bef3b88bd47f376183b.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.d9bcee2822865b238b215449ff95ae1b.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.f42f8aec440b4a88e3ed0b4501a12cb2.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.7ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.20edd31184a1408f7f4da2a02a8b5676.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.2b941c6973f2ad8ae89a67fea621f60a.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.3c4c4984530f2e33e93adb9f1463ffc6.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.4e495cf20a2dd3d54c3efbdbfc507290.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.9ms preprocess, 14.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.4e52e67d0ceb85fafa9366927d0c8f28.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.57c280b3498d6b62c88dcb75365400db.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.8ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.57eea896a232ea2753f96120ea80d667.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.1ms preprocess, 13.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.63f907ff8bbd62d75b3f493fd18d9d5a.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.6a385f9e9df0d873bbcb943e30fa4a77.jpg: 640x640 (no detections), 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.6fab4653f004ad782afa6455948ab343.jpg: 640x640 1 Pothole, 9.0ms Speed: 1.9ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.85f474bbc4a617a6aab98987089c9d07.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.959a7617b412ad62c8ab0ddca7e879fb.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.dfe9c0712e7d1b085ccf5320d1481e97.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.5ms preprocess, 11.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.e237a698df5509598012a5197e468469.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.ecdcd4b62686847fb75b005bf1f66073.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.8ms preprocess, 10.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.fa4c5d17a6f5767951f9492029e76ada.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.0bad3318249872fe1d6fe7f81961f2ce.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.9ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.1d4371fb127544b8486075026ec7ae28.jpg: 640x640 3 Potholes, 8.2ms Speed: 2.6ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.3e6d67dce75a32758003770a38397cbb.jpg: 640x640 3 Potholes, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.4dec3e27a344d1f7aeb2732e0b4053cc.jpg: 640x640 3 Potholes, 8.6ms Speed: 2.7ms preprocess, 8.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.66cf2b6f156eef3ec52431ada8959623.jpg: 640x640 3 Potholes, 8.1ms Speed: 2.6ms preprocess, 8.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.75e2ec71efa92d1a15ef66b6dac67f08.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.81287787b64383b0a85de0052152159a.jpg: 640x640 3 Potholes, 14.7ms Speed: 2.1ms preprocess, 14.7ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.8655dda1d9991297b6c411d89fbbc8c2.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.93d76c40f6a8e2c40207a2aeae2e556f.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.d9e350e4b005ab74dec583de2f1e07cc.jpg: 640x640 3 Potholes, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.e80f1f0cebf1e3675dee851ab94e3737.jpg: 640x640 1 Pothole, 8.1ms Speed: 1.8ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.f7ce100e4bc71f74bb2c0ad6c9129c7d.jpg: 640x640 3 Potholes, 11.8ms Speed: 2.4ms preprocess, 11.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-380_jpg.rf.45fade9afb3ab9b4878847c6c980d572.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-380_jpg.rf.5c943d6a0a66109fb0b2ee63bb44295f.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-380_jpg.rf.8614c6b9d3a8993b3434ed617c3da716.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-380_jpg.rf.c350d88697b008048efa3366c084d865.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.7ms preprocess, 8.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-380_jpg.rf.dfeb90be1f68970b42b435c42f505500.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.5ms preprocess, 11.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-380_jpg.rf.eca5a3e441426d1c061345f2fda7f0c8.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-381_jpg.rf.1f12b98b89fb22c89c88552d3dfdb8a9.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.7ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.03f5ac44954fe04d1d8000374abc3c47.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.0c5181f6506086d6f588a9977eaf3216.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.4ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.44e12bf1b9254bcd4faf9176a2f0d021.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.53b4cd4b8654f34df39c92518acdcd46.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.6c75ea1b806afcfca55f7096a86371fa.jpg: 640x640 (no detections), 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.89b08f0810cb3194f81a7293b08fe0d1.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.95fc1d904bf5e06fade915db6f626eef.jpg: 640x640 1 Pothole, 12.1ms Speed: 4.2ms preprocess, 12.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.ae49c0f4f2cd63a47f29726640018470.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.cacc05e75127917bde5227295336f7db.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.cfa0bb3af57fed18e16b0a4397766cc9.jpg: 640x640 1 Pothole, 9.1ms Speed: 1.9ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-383_jpg.rf.35e8721947ce5ff965e238f17f2c34a9.jpg: 640x640 10 Potholes, 9.2ms Speed: 3.2ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-383_jpg.rf.44048662b727f54407d262d734529b8b.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-383_jpg.rf.7ff47dd2ea44daf8537916fbb057b939.jpg: 640x640 8 Potholes, 8.8ms Speed: 2.6ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-383_jpg.rf.a78918599b364346f2b44bdf9c96495c.jpg: 640x640 9 Potholes, 8.1ms Speed: 1.9ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-383_jpg.rf.c2063244d9a0c97c64122c57970f690a.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.2ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-383_jpg.rf.de713c22a5909c5886cf89616164a260.jpg: 640x640 10 Potholes, 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-383_jpg.rf.ffcc4f27c0b90a5c607ffde06be4b69a.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.4ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-384_jpg.rf.62d2b1a7a9153e731ec1396cfe7bb90c.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.1ms preprocess, 13.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-384_jpg.rf.ba214363a32d5a307ccd9d0d30e33315.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-384_jpg.rf.e46c2321a3577ac15c9e0814a5f33447.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-384_jpg.rf.ec23973bbce3717e5404fcfc0da6f26e.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-385_jpg.rf.5a1d1107f56f9f2166e5d7898264275f.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.5ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-385_jpg.rf.5d73b32d6c3f8a7786f59ec88ed5089c.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-385_jpg.rf.d0341ec59876f146833a28cfaea105c1.jpg: 640x640 1 Pothole, 9.1ms Speed: 3.8ms preprocess, 9.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-386_jpg.rf.02557547dd85c45498e5411e323a00c2.jpg: 640x640 1 Pothole, 19.8ms Speed: 3.5ms preprocess, 19.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-386_jpg.rf.23125696b850fe9f20b6b3a49f971f78.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-386_jpg.rf.3d65da5eccc86b8f1c47080cb504fc38.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.7ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-386_jpg.rf.7ab572a730f5ad6d4c9db038a423ad80.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-386_jpg.rf.85b5c98db9a5c9c6634c2f12cc3a32cb.jpg: 640x640 1 Pothole, 10.7ms Speed: 4.1ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-387_jpg.rf.6a228cacb7e01a7b32c323b3e3163cb5.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.5ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-387_jpg.rf.78322057b8747cedbca666c7301b218b.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.0ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-387_jpg.rf.83aae82944ec178d6fa0e9979af28b3d.jpg: 640x640 (no detections), 7.9ms Speed: 2.3ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.15cde35f4b0811975282f22435939726.jpg: 640x640 4 Potholes, 7.8ms Speed: 2.5ms preprocess, 7.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.26630ea0edf824668171b79669e9548e.jpg: 640x640 5 Potholes, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.3a88d5fb0e14c5581d03c19edb7ee9b2.jpg: 640x640 4 Potholes, 9.8ms Speed: 2.8ms preprocess, 9.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.4b94e265a6bb5be4016791d30f498d8f.jpg: 640x640 4 Potholes, 9.9ms Speed: 4.2ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.68f9d9018c5fbde32ee283f8017ec6a8.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.79420f464a05182faebc2b5bb56d6cb3.jpg: 640x640 3 Potholes, 7.8ms Speed: 2.6ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.aced110e99980cbb0293613235d1fcbe.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.c67fc3cc2c944c4a3133ebe63c953464.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.c9342e75c81db43e13697332a56f5bbe.jpg: 640x640 1 Pothole, 8.2ms Speed: 3.1ms preprocess, 8.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.26c4bd3370bfec0e82db6ecb37a6f151.jpg: 640x640 4 Potholes, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.66066f31c66541b71c41ca7b94cbdd36.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.6c1207d6efd4024c85c797a2a6aeeec5.jpg: 640x640 6 Potholes, 11.8ms Speed: 4.1ms preprocess, 11.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.778105069e3da354a2e08106a198b558.jpg: 640x640 4 Potholes, 10.9ms Speed: 2.6ms preprocess, 10.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.a9656e0a9b77e19bb05d216c5c19b3b0.jpg: 640x640 4 Potholes, 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.c2405568e75fc310506add5eabf3776e.jpg: 640x640 4 Potholes, 8.1ms Speed: 3.1ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.c596705ccc5fd65c1b4eabbd1a69b845.jpg: 640x640 4 Potholes, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.cef1ab1f4ed68a29ed02b9d0b7684d10.jpg: 640x640 (no detections), 8.0ms Speed: 2.8ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.ffe3788b61a3c1defad9eeb549a2026a.jpg: 640x640 4 Potholes, 8.2ms Speed: 3.1ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.1ad83e74d8f0b5090778ddfab649a6bc.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.1cba59cf6596d39d2b65ce75f7ccfcb2.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.0ms preprocess, 7.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.65ea31491310ab9e168f58b5d4e97dc2.jpg: 640x640 1 Pothole, 7.9ms Speed: 3.0ms preprocess, 7.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.7cce1c9463114b2ede6ea618be73d1dc.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.7d3d9ec6ce3117313d1121c9d0836ba4.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.9b85833e3084b5f82641b1047d1d7835.jpg: 640x640 2 Potholes, 14.4ms Speed: 2.9ms preprocess, 14.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.9e8ef6db6d91676688baa9b341f60438.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.9ee9ec5145c6ccd9db978d22dd5cfacb.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.b9447cba45de128f220276f79a93418c.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.6ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.bbc7c78daddbd7cc66b864a9129dff54.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.3ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.c73eacc1582bf7fda61e78e29e4f0e79.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.cb14f93d72e58defd18f59f838f7891a.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.f91e32ec8072a6eaad30ad638b578a2f.jpg: 640x640 2 Potholes, 8.7ms Speed: 3.1ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.f95f152eb7b1388791d7520d7ee8e490.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-390_jpg.rf.06d2ae9fd2c287d49a36b6bd8759d06d.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.5ms preprocess, 10.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-390_jpg.rf.352570e3c8b47fe1dd1113a2f455ccd0.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-390_jpg.rf.3f2c7b9698a6d2a1bcc57079a7c467c4.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-390_jpg.rf.9affce074d2105f55fa6f4b84e1c726f.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-390_jpg.rf.a64bcd15e7ceb93abb3aeb157623bc90.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.0ms preprocess, 14.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-390_jpg.rf.a6a0030d011e40f021b45cc7d481f650.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-391_jpg.rf.222b98845ac89dce763da81e6ddc52bb.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.0ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-391_jpg.rf.56b9880f86304d2c7b3adcc536ad36c8.jpg: 640x640 2 Potholes, 11.2ms Speed: 3.1ms preprocess, 11.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-391_jpg.rf.e4de7c8cdcf3681027a4cbc162e912ca.jpg: 640x640 4 Potholes, 15.9ms Speed: 2.7ms preprocess, 15.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-392_jpg.rf.5fa5b94b11c0605e08f6f0d8abd88936.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.7ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-392_jpg.rf.6c05e5c9e9de9ee26ac0d7c7e68b9104.jpg: 640x640 (no detections), 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-392_jpg.rf.85f7bf5c546df4e33ebf3fa6b6d2dd4a.jpg: 640x640 (no detections), 14.6ms Speed: 2.6ms preprocess, 14.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-392_jpg.rf.a3b6d48531f66df8040ab31ae6377585.jpg: 640x640 2 Potholes, 13.6ms Speed: 2.5ms preprocess, 13.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-393_jpg.rf.30339af05ddb494f12a1a6baac00a3f8.jpg: 640x640 3 Potholes, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-393_jpg.rf.6b5d231d097415b11220a470309898d2.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-393_jpg.rf.b6d555b5670bb0f17565d1db1902c5c9.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.6ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.0101353ff2fc74425e9b660e77afa7ce.jpg: 640x640 3 Potholes, 19.8ms Speed: 4.3ms preprocess, 19.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.155e6fd561f9aac3bafcf4d90d02eb52.jpg: 640x640 2 Potholes, 8.5ms Speed: 3.4ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.2d14f677105add46f1c5b55d56345b55.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.361a545fc2c7ebbadf1ac61952ab77ef.jpg: 640x640 2 Potholes, 14.5ms Speed: 2.5ms preprocess, 14.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.4f4eaf0a012188e367a282d90f9ba8a4.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.5e27e4e6143c428dacd40bc09010fc58.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.0ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.5f4db2e13f32df384ea04bfe1bfdeee5.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.6ms preprocess, 13.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.694cd7813e9788c06498ed43896966d3.jpg: 640x640 2 Potholes, 13.8ms Speed: 2.7ms preprocess, 13.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.768b2be68ef574889dcd9be675872208.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.83514086a90bff7a9d76fffaf7e32a96.jpg: 640x640 2 Potholes, 14.0ms Speed: 2.3ms preprocess, 14.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.88609dc3cacf7ef7e3a9375618cf69f4.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.6ms preprocess, 8.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.8ab89fdaaced6429aa03190eafd0b74b.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.d36d5036c3eea770489c756db9633438.jpg: 640x640 2 Potholes, 13.7ms Speed: 2.1ms preprocess, 13.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.ff1938a31b46d9eb0b2bdfa2e11388be.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.4ms preprocess, 14.7ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-395_jpg.rf.4df2330e5101b4998131761d20549fd8.jpg: 640x640 3 Potholes, 8.9ms Speed: 1.9ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-395_jpg.rf.67af4a56b3a0385a694059ae0c50ccb0.jpg: 640x640 4 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-395_jpg.rf.77711632a34e445398f682b9b5842705.jpg: 640x640 (no detections), 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-395_jpg.rf.c590a33cbb7e7825765ebdff767709ae.jpg: 640x640 4 Potholes, 9.2ms Speed: 2.8ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-395_jpg.rf.d2d24a4802b7ddf20f6cb9920c970fe9.jpg: 640x640 (no detections), 10.0ms Speed: 3.3ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-395_jpg.rf.f49b1f1dad86eaf4efa5f598a73f5f3a.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.7ms preprocess, 8.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-397_jpg.rf.5e3bcaa570e899e7b8c24d2529e6cc58.jpg: 640x640 3 Potholes, 11.2ms Speed: 2.8ms preprocess, 11.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-397_jpg.rf.6096d8259b2f9b0547c56e293b981ffc.jpg: 640x640 5 Potholes, 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-397_jpg.rf.920488c734ef8efa745346483dfcd61e.jpg: 640x640 5 Potholes, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-397_jpg.rf.9363b39b2cd055984980562321e66453.jpg: 640x640 5 Potholes, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-397_jpg.rf.bf60e3256ed04391fd994e585797a271.jpg: 640x640 5 Potholes, 8.8ms Speed: 3.1ms preprocess, 8.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-397_jpg.rf.ca351050f08420c225235ae806218e4c.jpg: 640x640 4 Potholes, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-397_jpg.rf.f67680cdcc8d1787cf141fc4ed333608.jpg: 640x640 5 Potholes, 11.9ms Speed: 2.7ms preprocess, 11.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-398_jpg.rf.fd5c15b9ac4821c432265e140c03af16.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-398_jpg.rf.fe21a89906d09423503b33d2741af483.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-399_jpg.rf.5aedb544e1711e2f8f48cf5002df8cb9.jpg: 640x640 14 Potholes, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-399_jpg.rf.5dfdeba05c6182dc3ae5c5a362a16d62.jpg: 640x640 6 Potholes, 9.0ms Speed: 2.0ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-399_jpg.rf.6ff1db987954b72e5ec8a7c452bf5826.jpg: 640x640 14 Potholes, 8.5ms Speed: 4.8ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-399_jpg.rf.b113ed7576a4e73a2a4e93594f61abc1.jpg: 640x640 15 Potholes, 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-399_jpg.rf.c9c2ea8ab403e52245d64d45a2379d3f.jpg: 640x640 3 Potholes, 8.6ms Speed: 2.5ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-39_jpg.rf.06706dce30924725aefd67d5af46374f.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-39_jpg.rf.5505af377a597f97afd694e0114c52d3.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-39_jpg.rf.7c8b85df9e72a78f95b27d168d17cd47.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-39_jpg.rf.878a75a5ca65d2c442634496dfe9d77e.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.1ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-3_jpg.rf.1541d76ba514de0670f4d86ad98fa28a.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.8ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-3_jpg.rf.8e160bcd724aad3b3286824544231e75.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.5ms preprocess, 8.6ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-3_jpg.rf.b8eaebc9cf3ed7c89bc69cbb8f76ad52.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-3_jpg.rf.f9362f6408a89c28fffdfbebe2f4f928.jpg: 640x640 1 Pothole, 8.9ms Speed: 3.2ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-3_jpg.rf.fd429d3ebb2d777474b029142a2d0762.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.3ms preprocess, 10.0ms inference, 7.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-400_jpg.rf.324a3d673ef3dde5287ed85e12839007.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.3ms preprocess, 13.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-400_jpg.rf.4d1b08ab4192b46757ba5b4451ade1ff.jpg: 640x640 1 Pothole, 8.6ms Speed: 3.2ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-400_jpg.rf.91744b030b7a440a3ad30cf77b27cd81.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-400_jpg.rf.96a242ab327cf8256909f1827fa4eab4.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.0ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-400_jpg.rf.ad277a02927620cd48ffb47175741bd0.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-400_jpg.rf.e02d26423fa0c5d0ead8e5e53d93cb56.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-401_jpg.rf.0866bdf3c7de69bd186adddc1604adf5.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-401_jpg.rf.1f110ba3f59b3748fdc25608b4a7d062.jpg: 640x640 (no detections), 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-401_jpg.rf.3c566786ce160f8b3748b25b778532af.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-401_jpg.rf.633c5f6d9d354fc7898d2b2c379cbafc.jpg: 640x640 (no detections), 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-401_jpg.rf.7b34c20a60d95b808d156f3473d7c937.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-401_jpg.rf.8bc999fc85cf6603e45ad13fa145492d.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.0ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-401_jpg.rf.a30146cb6ac8613972572c5b7456a3ab.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.3ms preprocess, 11.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-402_jpg.rf.285731a49d2ca09e1344eb2b162c8339.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-402_jpg.rf.361f9c4cefee0bbdaafb0fe10ab16411.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-402_jpg.rf.479dcec31b5d67d1826238a83f72482b.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.9ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-402_jpg.rf.ca5727ae2cc1470a0f84a036cda946fb.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-402_jpg.rf.cf1df8f0426c203eb761843828347e26.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-402_jpg.rf.da23b79882657e608e8edaa2de111147.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-402_jpg.rf.f5fff1b7f07258c4e6b49489fd9a75bf.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.7ms preprocess, 10.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-402_jpg.rf.f9a83cc74d544efdf26ef79b89d6de5a.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.9ms preprocess, 15.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-403_jpg.rf.19c1be92507cf80300fd174deb3b5ea2.jpg: 640x640 1 Pothole, 18.2ms Speed: 2.6ms preprocess, 18.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-403_jpg.rf.3900dffacbf3a46f28ff890d993a6e47.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.6ms preprocess, 13.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-403_jpg.rf.7fb9a4c6939dc123bc77e564bebfb79a.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.0ms preprocess, 12.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-403_jpg.rf.cf4ea7a671a0c04715078e5d346c9c93.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.9ms preprocess, 13.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-403_jpg.rf.e6e982beaa002b5ce3814b10051bdb3f.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-403_jpg.rf.fd40ea51f29b0a3ef183313ed9335229.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-404_jpg.rf.0ffb5546ac8e3dd8a709aa9bb6e8d4a5.jpg: 640x640 3 Potholes, 8.3ms Speed: 2.5ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-404_jpg.rf.7432af447e52d1c42a536f9ea3a45446.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.4ms preprocess, 13.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-404_jpg.rf.f3a08d0214725ce6e7db70d2f50ee904.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-405_jpg.rf.212b5dc897793f57d61621732ff4f889.jpg: 640x640 4 Potholes, 9.1ms Speed: 3.9ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-405_jpg.rf.a7b51818af9f7a7c42b544a9d045187b.jpg: 640x640 8 Potholes, 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-405_jpg.rf.dcaf5e67f4af245888eae66f9eadd889.jpg: 640x640 4 Potholes, 8.4ms Speed: 1.9ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-406_jpg.rf.3aadef3d810eec6bd9904e2f91312059.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.1ms preprocess, 10.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-406_jpg.rf.951cc91f5836a48c0bb8a8ae0fc5f7c9.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-406_jpg.rf.acde918e13f5f65ad7065217efa8ace4.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-407_jpg.rf.a37329628aa6c44b16e131a9c75af132.jpg: 640x640 10 Potholes, 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-407_jpg.rf.c014b95d5f3eaf81f8954bdd0f996884.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.6ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-409_jpg.rf.4afd5859241fe08fcae12a6ca862e411.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-409_jpg.rf.554c707d3738a0355db233937b72fb98.jpg: 640x640 3 Potholes, 10.7ms Speed: 3.1ms preprocess, 10.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-409_jpg.rf.f66ecee995ad45738433db5df2fdeb3a.jpg: 640x640 1 Pothole, 8.4ms Speed: 3.0ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-40_jpg.rf.987b530cb47b2b1ba9e4827f1e9e29dc.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-40_jpg.rf.cdb4a5a12ff8f3401f8cfdc2e5a876e1.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-410_jpg.rf.121f59721da6cd34eadce2c4ea20d9e5.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.2ms preprocess, 10.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-410_jpg.rf.404f617588314c6a925fe8aaa15d7e1c.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.6ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-410_jpg.rf.4224e7149af8fd0b4f3196070eb550a8.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-410_jpg.rf.b3a7e170a86df8dc81636d6e73200e3b.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.5ms preprocess, 15.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-410_jpg.rf.b3f5a90a203f61d9e747016f548e4c0f.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.6ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-410_jpg.rf.cbf7c0db3834d02ae8f7e5233a194c64.jpg: 640x640 1 Pothole, 9.5ms Speed: 4.1ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-411_jpg.rf.1e342e62192c5da1435f8402bc1ce5a1.jpg: 640x640 16 Potholes, 9.6ms Speed: 4.1ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-411_jpg.rf.542d26c1e6ff6a16c594a88893c2e42e.jpg: 640x640 15 Potholes, 9.2ms Speed: 3.4ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-411_jpg.rf.980d2616b394437be55446eec9aa810b.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-411_jpg.rf.9962ce337c2f2d14852064136c5c6f8b.jpg: 640x640 14 Potholes, 8.2ms Speed: 2.9ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-412_jpg.rf.37f822ed9786a4d236ef02a4abc748d6.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.0ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-412_jpg.rf.b43f5441090a38a4905b7989dfe7a66b.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-412_jpg.rf.cec36bb3c55da1321cb597fbc69e492b.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.2ms preprocess, 11.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-412_jpg.rf.ebf721435447c9220d6a3c5fd8517453.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-413_jpg.rf.08880b914297fd6972a09d59bf5dbcf8.jpg: 640x640 (no detections), 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-413_jpg.rf.1793cb48684c9982c31a6d92133ffedd.jpg: 640x640 (no detections), 12.1ms Speed: 2.5ms preprocess, 12.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-413_jpg.rf.76ea3e662fca1f87d34c8106c5020587.jpg: 640x640 3 Potholes, 8.8ms Speed: 3.6ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-413_jpg.rf.e85f0176248d697d01a1313b50534c66.jpg: 640x640 3 Potholes, 11.4ms Speed: 2.8ms preprocess, 11.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.2896f138f5867a525f54ff02014c2bd0.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.339faa37a2b33c5a301253303043bd46.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.461aaead01a1671a761057769be79bd3.jpg: 640x640 1 Pothole, 8.5ms Speed: 4.9ms preprocess, 8.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.46ae35e4b330ad3fa5979354e36f0ac2.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.49645ea7e5457aa6f7f8efb624443b46.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.8b512b7335b5ac2c8eaeeabfdd5f6cfe.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.5ms preprocess, 11.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.9ad164dec1813c2c340edbea7c708623.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.6ms preprocess, 12.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.f292c69a3527d66afcd1d90cbc407403.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.7ms preprocess, 10.3ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.fc284ebbea85aba65954b5ffd5bba933.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.07d30e4d9626ec899dbd247e6c4e21db.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.8ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.15538500fefc45a35362e69715c61b93.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.1dec288a56e0eda47f9f37095b2d3fb2.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.34b0484e3a81c02d313ea16d52c61d02.jpg: 640x640 2 Potholes, 8.7ms Speed: 3.9ms preprocess, 8.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.51b596281cf622731057b890c63d4b86.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.88ef9414b626ed338a69efa2f2dd9139.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.999e7df076220fc5441ae291c642669e.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.a1a3dee0aafef279803c3582a8b93929.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.b0f635e9c5589f2e30808bfc8839b1bb.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.9ms preprocess, 12.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.da3db819501a75d107f88935f892b708.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-416_jpg.rf.618ef008a636ab8bd1f03f2204f07f76.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-416_jpg.rf.6ccf48f263b705942e926bcaecbddf11.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-416_jpg.rf.81f2966dbc0d297d79baba9b17d75565.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-416_jpg.rf.843537db2b2e2470650a370de22b3970.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.2ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-416_jpg.rf.8754a5a4178a7ea916ada798019cd941.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.8ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-416_jpg.rf.ce7152436d37fe6d5dd9b8586be8c428.jpg: 640x640 2 Potholes, 11.7ms Speed: 4.0ms preprocess, 11.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-416_jpg.rf.e4d926b999bd7ad170fd74e69b934c1f.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-416_jpg.rf.f20c0f9fb3e790c9a15d91db6233369b.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.0446dce3b782a581f8f5e71a24d4110f.jpg: 640x640 1 Pothole, 8.9ms Speed: 5.2ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.092616bfa3028f96b4e727fe24a9a227.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.2b629a41f55795bfa7c276f82a8e545f.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.4d1d50d8274196d53a414252e1f18df4.jpg: 640x640 1 Pothole, 10.9ms Speed: 3.3ms preprocess, 10.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.86678cb94f7eaddc563d6cbd65497846.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.902db3bab96b552fef1f696f14027346.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.6ms preprocess, 8.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.b5414c19417f16eca2ebd55bcdaf20b1.jpg: 640x640 1 Pothole, 9.4ms Speed: 4.6ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.cbbbc7a6754ed2873d2beccfcc0921f7.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.7ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.cf0dd09419c3c7f21dd15c7e5ce515b1.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.ea22e2325669318484a77e545e9dfbde.jpg: 640x640 1 Pothole, 10.8ms Speed: 4.4ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.f4132712d926431fb8c26c2ec5ad6c66.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.f97cdc99b9dc81102e427d0f9846e4b6.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-418_jpg.rf.432f07513eeae5ebb7858377b8ca67e1.jpg: 640x640 11 Potholes, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-418_jpg.rf.5f1a61b25716d01604c001cd747ba088.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.9ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-418_jpg.rf.8a31f7c5d4388512204ed906d05d9843.jpg: 640x640 9 Potholes, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-419_jpg.rf.79e43db54811beb8ea3f92105e41a66f.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-419_jpg.rf.864bbdf367ca2bf5c688bf622d5f0715.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-419_jpg.rf.870b707cbb175b5ad9eae96e5ad15a76.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-419_jpg.rf.f1ac7a4bec91d8ad4fe85fe838f4ccd9.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-420_jpg.rf.3006063839b5eeb17ffb9d20e7495c82.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-420_jpg.rf.3a9854218ffe2a30df889339e20f02ec.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.7ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-420_jpg.rf.453e1fc0fb3df9bf8725523c57d86bf7.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.7ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-420_jpg.rf.466e2f0b310e2492467d0ed0e749bf24.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-420_jpg.rf.99072bfc7f46f4f817ef748aabf363bc.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-421_jpg.rf.1a0c1fdd844d69e8e4968b722b301f5e.jpg: 640x640 4 Potholes, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-421_jpg.rf.1fa3cf6be38b3c9e8454e0b747afe7ed.jpg: 640x640 3 Potholes, 11.6ms Speed: 3.9ms preprocess, 11.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-421_jpg.rf.2e9854ce30473be417738a904bb2596a.jpg: 640x640 4 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-421_jpg.rf.6c9bb82b18de33cc658fcc2884a8b56b.jpg: 640x640 4 Potholes, 8.0ms Speed: 2.7ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-421_jpg.rf.b1cb6125ef77a73f0ac23d16b6ea4399.jpg: 640x640 4 Potholes, 12.5ms Speed: 4.5ms preprocess, 12.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-421_jpg.rf.ecc3241ed298ae9570d5f4e446e22abc.jpg: 640x640 3 Potholes, 13.3ms Speed: 3.9ms preprocess, 13.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-421_jpg.rf.f77054b4a298e4dc94e4ae5cabdc5b2e.jpg: 640x640 4 Potholes, 11.4ms Speed: 2.4ms preprocess, 11.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.01262e22e64c5f2f3787ec58dd17e59e.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.8ms preprocess, 9.5ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.020551c9bcefcd52dc58f9c3bcea1fbb.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.7ms preprocess, 8.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.0ef98480c7d216d54829acebdbb6e080.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.6ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.158ff3b8065a31368ead7aaa83ca0b1d.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.1ad37ee935883a200f3a5e0a53c86d7c.jpg: 640x640 1 Pothole, 8.3ms Speed: 3.3ms preprocess, 8.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.317e33a2c8ce941766fad114e86ece7b.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.3a637875cb4301091b64fd74a3931663.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.5ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.3d327059702c06b3bb5783eccab53486.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.3e90229f489be534db4854e6eabe0e35.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.60d0622e738ba1d380096fe6e4d693d3.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.a31fbb0d78aed93262d72c73fad6ba82.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.b1ad8b516a49967ee6b04b2c47ea8281.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.9ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.b4a1ab2c2646606ccb97b6ea69d22fdf.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.6ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.c84a7032f374325fd7449d843f578e5e.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-423_jpg.rf.27be7c8cf0e1bfec3a6cd26a3e027b75.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-423_jpg.rf.4e73d2323f44dc9a7e7eb9028563044d.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.4ms preprocess, 13.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-423_jpg.rf.6076ab0528d10c7602ba92cb64319c5a.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.0ms preprocess, 7.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-423_jpg.rf.7c93f2ece5a81be2ae998f22501bf1b5.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-423_jpg.rf.ac1fbab5d2fb84ecc5dd6a384cc0b60d.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.6ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-423_jpg.rf.b983781d2b0e7ddcbe1b9d7d128b6275.jpg: 640x640 1 Pothole, 8.8ms Speed: 1.9ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-423_jpg.rf.c9af1ecfa7668e1853ebed6088783925.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.0ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-423_jpg.rf.dfe456619e0ef1d7b17055edfde0924d.jpg: 640x640 1 Pothole, 14.2ms Speed: 3.1ms preprocess, 14.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-424_jpg.rf.3d386606c90ccfa43994163825766881.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.0ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-424_jpg.rf.64aa353c93d7d1b83d5bf390c152addc.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.7ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-424_jpg.rf.e23f112d6cb8d8d8f68e2ea84a962215.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-425_jpg.rf.4fb5776e28e65ca00ae03017b28ea803.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.7ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-425_jpg.rf.5343bbb6fd81c2b37a2ac50bd7748a06.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-425_jpg.rf.90d914d8baabb46de1af948a8d6b3e0f.jpg: 640x640 3 Potholes, 9.3ms Speed: 3.4ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-425_jpg.rf.f221fe58b16f47912df02f80b73eed15.jpg: 640x640 3 Potholes, 10.5ms Speed: 3.6ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-426_jpg.rf.55d9bcd474c9b317592c7a2f84520861.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-426_jpg.rf.78b83b478a33a2f0a9dac8ccfabf407c.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-426_jpg.rf.833f0e96c3ea0aa576dac2ee51cd479c.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.7ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-426_jpg.rf.8ebc066344e21e1ff1f21f88760a24c8.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.2ms preprocess, 11.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-426_jpg.rf.9a2fffa937f9a7c68d9bce660b37fa13.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-426_jpg.rf.b82c4d0ffd71aa25f80e64043bbe7c48.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.5ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-426_jpg.rf.ba1ed4ce5376225badc1439b50527eec.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-426_jpg.rf.f7d5399706adc5a7a36f88896c4332e1.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.3ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.3214f4fc7a256d09441b9cd28e9b9a0d.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.9ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.3db53e680c61cc29c48f06beac73b88c.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.499634efb23d9c2519367049a7182456.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.7ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.6ba8aee7b170288189f80deb78cdad46.jpg: 640x640 2 Potholes, 12.1ms Speed: 2.3ms preprocess, 12.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.6c8314922d7f1e24060abbc00b10cd62.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.6ebb108a959507c2eaf12dd7f871ddce.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.7ms preprocess, 14.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.7b95d47e0b06308e1eb1a17944ad6301.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.8ms preprocess, 14.8ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.7d62fd271a1c0cca4fe172c76dfbb74d.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.8ms preprocess, 13.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.7d89621c9bceca779e0634b174cd5514.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.0ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.a4f38e8a223b64e64f811ac7ccf6597f.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.8ms preprocess, 8.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.a868dafac5d375b9c18aedf38111f920.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.8ms preprocess, 8.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.e316e99d98632715b7db252ccac621f0.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.ef3e0b4ae791d1cdd40d50e2e6a0440c.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.fb390ed4f3df4702a29ee1d1bb6dffb8.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.098193f309ee961a3f734513dd9d03b2.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.3ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.149a6feaffab823d46f2884539f257fc.jpg: 640x640 6 Potholes, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.2b42c94f0be83382507822cb79188171.jpg: 640x640 3 Potholes, 8.2ms Speed: 2.9ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.317cbca1fd8e487df4699dff62efec5e.jpg: 640x640 1 Pothole, 9.0ms Speed: 1.9ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.33337f7871b2f1e4792e7f169e8d379c.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.38e272d9a887001960a6b729472ac176.jpg: 640x640 6 Potholes, 7.9ms Speed: 2.0ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.3df3ddcfbd4915f15c2edf9f974a9a74.jpg: 640x640 7 Potholes, 8.7ms Speed: 1.9ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.42e9517ab4f45cf20c9eeaa610208181.jpg: 640x640 6 Potholes, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.68ac57fcc8f572defd4f39cb9e34f130.jpg: 640x640 7 Potholes, 8.9ms Speed: 2.5ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.816274ecee81b3cdc1fae304f9d5d7ac.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.8bfc49014558d5a59d27da3f72933b83.jpg: 640x640 13 Potholes, 8.0ms Speed: 2.7ms preprocess, 8.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.9d6eedf92311b1629b729b67d1d9f1cc.jpg: 640x640 7 Potholes, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.a225109c58868dbe20edc08265e09758.jpg: 640x640 6 Potholes, 14.0ms Speed: 2.9ms preprocess, 14.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.dff3a3bed0455a2c2f0e7cdc36a401a1.jpg: 640x640 6 Potholes, 8.1ms Speed: 2.7ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.e8d0a062f5cdb5f5b9ca7ec1b71892b4.jpg: 640x640 7 Potholes, 8.0ms Speed: 3.1ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.f60a788aab195f56e6094e81006f5fb1.jpg: 640x640 7 Potholes, 12.6ms Speed: 2.7ms preprocess, 12.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-429_jpg.rf.22818d029ba710bcf017107484894a35.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.8ms preprocess, 8.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-429_jpg.rf.45808d043cdaad1971030c6b86a89283.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.7ms preprocess, 8.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-429_jpg.rf.bb4665a8e4d76168dfa32130741b70f6.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.0ms preprocess, 11.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-42_jpg.rf.1bda37fe1edff053b9137f267471eba8.jpg: 640x640 (no detections), 9.8ms Speed: 3.0ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-42_jpg.rf.204a0ce069f980a0d7045de61e025df1.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.5ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-42_jpg.rf.72fc3e1843076ba63ccd32d14c983680.jpg: 640x640 2 Potholes, 8.7ms Speed: 3.9ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-42_jpg.rf.a43db50e089159beb25055887fedcee2.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-42_jpg.rf.af42b7afb4313049b04415cdff83e610.jpg: 640x640 3 Potholes, 8.0ms Speed: 2.5ms preprocess, 8.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.155bd6188732ace9050c1228502bc318.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.186c3341b3a5e041d9bfb79462f2c84a.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.7ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.4c8222993ceb8c82565a4b7566b59052.jpg: 640x640 1 Pothole, 8.8ms Speed: 3.1ms preprocess, 8.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.5c4bbd9019826fd40ebe46fb3cf7bbed.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.67ddc28d23d4c3a2d0fc347a4a9b3ef4.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.9ms preprocess, 12.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.a05bdf52a3ec73cc57c84ba37519a215.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.afaf06db65208bbfe5dba4a52228257e.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.b34e098d5ce6afb64910f6a134e10058.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.cf4c55d5b9adbcfccba1e796c3cac668.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.5ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.d80986fac2a3f0b71c1d3c0dc46056c6.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.ed39b0c55bf90b8ec6def85c1b70f5c3.jpg: 640x640 1 Pothole, 15.1ms Speed: 6.9ms preprocess, 15.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.f16a3c234afb540180cdd0bdc76e15d4.jpg: 640x640 2 Potholes, 9.3ms Speed: 3.2ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-431_jpg.rf.1cc3ed0702c61b2e7a9501a7532f51a9.jpg: 640x640 6 Potholes, 8.1ms Speed: 2.8ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-431_jpg.rf.72c14d35ed7860d9e374aa2e117c7fe1.jpg: 640x640 5 Potholes, 10.4ms Speed: 3.2ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-431_jpg.rf.7fac9865e9c153f704df1aeb824c41cd.jpg: 640x640 3 Potholes, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-431_jpg.rf.93ab486cc3a617d5bb7350e44a59797a.jpg: 640x640 (no detections), 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-431_jpg.rf.cca2bf0e02ef03e19ab9ba1897b0f186.jpg: 640x640 5 Potholes, 8.2ms Speed: 2.0ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-431_jpg.rf.fa3de7b122b1cf29d43c8afd344401cb.jpg: 640x640 6 Potholes, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-432_jpg.rf.241710e83d376fdb9125071b0fc52fad.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-432_jpg.rf.5f8092037e57c9b1ba44677941d3f797.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.5ms preprocess, 14.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-432_jpg.rf.7f8477735f354b3c373f7f0aa9c61a6e.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.2ms preprocess, 11.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-432_jpg.rf.839504ff6601fcf0d9c3be5fe2f4be25.jpg: 640x640 1 Pothole, 8.7ms Speed: 3.6ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-432_jpg.rf.a28f05768795b5fb0891d737b26955dc.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.03cd9fbb2ff6c98f68b307efbe055720.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.7ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.11b13959a776619140a9d4df45fa328b.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.8ms preprocess, 13.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.15d21db01188638a700b1c901b2c7384.jpg: 640x640 2 Potholes, 8.9ms Speed: 3.1ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.17324e3d2045ab9abcdb7e8a8725c692.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.7ms preprocess, 9.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.2461cfd94c59a03e4f9679ba795bac9d.jpg: 640x640 2 Potholes, 9.7ms Speed: 3.0ms preprocess, 9.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.24ff13b76202e319b236689d1f2e20ed.jpg: 640x640 2 Potholes, 15.6ms Speed: 3.9ms preprocess, 15.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.3d719341f586de7b6f7f13a20e0f8367.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.68c144b492f8642f9c701d3f8cb6ed02.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.8ms preprocess, 8.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.7ba9a1d3b7f792f65ca584f451b97995.jpg: 640x640 2 Potholes, 20.4ms Speed: 2.5ms preprocess, 20.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.8e13d28184afac31dc60d378a1dbb910.jpg: 640x640 2 Potholes, 12.0ms Speed: 2.8ms preprocess, 12.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.b6d98c9fdd731de24528e37ba97f9e4a.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.027c63b57132be041006057c9350fa06.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.0ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.473a105d2485d34b9a4640e8a96b10e2.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.4ca00b51afab0610be255f8378a01d71.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.2ms preprocess, 11.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.6cb19d6dc48debbb9c7c2921de277a78.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.1ms preprocess, 11.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.700ff7cef1ab84a4d29ae4bb130f09e1.jpg: 640x640 1 Pothole, 9.2ms Speed: 3.0ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.8ad64a16c5880402d20960b2613d06e3.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.0ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.a88496992d48c06141e712815e907ad5.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.d1a9ec3d04fb041f3058211569a4eee8.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.6ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.d2726931ae520de2d24ab7eaceda3460.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.e5411c3b523b0c84044009a7c88e62ee.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.6ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-435_jpg.rf.86c294ef8ee4f1bda8c42ed5c27ea93c.jpg: 640x640 3 Potholes, 8.8ms Speed: 1.9ms preprocess, 8.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-435_jpg.rf.ed3a38e86300a9c98d520cdf4f024469.jpg: 640x640 3 Potholes, 9.2ms Speed: 3.6ms preprocess, 9.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.027cbd645e0ef6153591bb646ea71b2b.jpg: 640x640 8 Potholes, 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.10eebc896f5fda454797b782283324d1.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.1bc69267d0c84d15d516d4b1e7f2d998.jpg: 640x640 8 Potholes, 9.6ms Speed: 1.9ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.2152a81aa9314e14db06bb20c16b81af.jpg: 640x640 8 Potholes, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.483fcf8f658583e8cc8d2a0de5f7af81.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.5a7288d897dce82b8c835b4867ddb154.jpg: 640x640 7 Potholes, 8.9ms Speed: 3.5ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.980824607ed653a33712c4a97de784da.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.b6e0da1be8a096f92bd3c9419fd87b0e.jpg: 640x640 8 Potholes, 16.2ms Speed: 3.0ms preprocess, 16.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.f659c98bf42eda491399856dd448b423.jpg: 640x640 8 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.029ef9c14ac4be0277e48248aab90f77.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.9ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.1292ccb241043f99e57f969189daf02f.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.3ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.3f952fca6fa4242096f83407f1f45ab3.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.8ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.6a24588cbbd2b501cb7335dc29f4d833.jpg: 640x640 1 Pothole, 16.0ms Speed: 2.7ms preprocess, 16.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.8301bf985a862ffbd74b79bf36805a10.jpg: 640x640 (no detections), 9.0ms Speed: 1.9ms preprocess, 9.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.89c017adf0ca80e6912aa52a060790ae.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.96cda9292e7888240e3faae5d87e7714.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.3ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.a88fe0445f77862943be1ee976b89150.jpg: 640x640 1 Pothole, 9.3ms Speed: 4.5ms preprocess, 9.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.ae883a0e728436741f82edbd8914828d.jpg: 640x640 2 Potholes, 12.4ms Speed: 3.7ms preprocess, 12.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.ba517e6d1462b19c19ba2bec7e4f379d.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.7ms preprocess, 13.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.c990813a96b9d644fa86111a9853b3b0.jpg: 640x640 1 Pothole, 9.1ms Speed: 3.1ms preprocess, 9.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.ddfa94bdf4b07c7e7f7f3450416bba60.jpg: 640x640 1 Pothole, 12.5ms Speed: 4.8ms preprocess, 12.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.deb446e59756c8e08a7d3116fbdec545.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.9ms preprocess, 13.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.138f0b5524d97b63609bc508ac122811.jpg: 640x640 1 Pothole, 9.1ms Speed: 1.9ms preprocess, 9.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.1dff0ec023ff4d415d7bb3c71a4a736c.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.0ms preprocess, 9.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.498f27d4deedb48dac3bca9ecc2b8b77.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.709a66e96998feb82599285e552019f8.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.8868cafc8ba24219122e3660cfe65c3e.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.3ms preprocess, 13.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.953582e6f39f9ca890bd48a1c48326d5.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.5ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.9b1351afa6ab5dd46bb04598af3c534f.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.0ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.c1199c0b080df905a667a2da13309c6f.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.1ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.cd4a8b3c159a4c10d01bb2b1c47d7452.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.7ms preprocess, 11.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.e169cb2ce862068902ec2b5fecc22405.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.7ms preprocess, 14.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.f803e210b382a9711ef731ce275ca3c4.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-439_jpg.rf.017f8fcecf20cc78adc3c4aed145f448.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-439_jpg.rf.2836db7658dcfb28bfaaa20b4c0aad9b.jpg: 640x640 3 Potholes, 9.1ms Speed: 2.0ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-439_jpg.rf.a5c6f0adaf06c3706c0a142fcb44da02.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-439_jpg.rf.b83c7e7fc515cc1e0e1375ca72c8afaf.jpg: 640x640 3 Potholes, 9.1ms Speed: 3.6ms preprocess, 9.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-43_jpg.rf.ff0f3e0236ede3eb493ce1ac89ae5e67.jpg: 640x640 3 Potholes, 8.9ms Speed: 1.9ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.237192f905d63657941ae081b2958fd2.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.4775f265e80295a8efcdccb8cba87e98.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.6ms preprocess, 13.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.486711eb51470869ae7357a64f7fcd53.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.5425b09a22de681d291535d69563c194.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.835c790de4948fd32c172932a8693353.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.1ms preprocess, 9.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.bf462442abda802a459b661ddfceac9e.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.dc5d72f281c08370e22833c67172dc58.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.9ms preprocess, 9.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.ed086b12b6a26846b75f2d5a5fd4afff.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.3ms preprocess, 12.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.f1ed36e581e8161eb80d4d85783d6061.jpg: 640x640 1 Pothole, 11.9ms Speed: 5.1ms preprocess, 11.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-441_jpg.rf.09f1d27120ac3b25c8c68bdf1e70c68f.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.3ms preprocess, 13.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-441_jpg.rf.51bfc3e8afa3219e2e8ecb27a9ec634c.jpg: 640x640 (no detections), 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-441_jpg.rf.a8d3162492911662552a7365200e96c2.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.5ms preprocess, 13.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-441_jpg.rf.be373751a049285a74381f0af936a3d3.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-441_jpg.rf.ef6cae9320f4b423d62fecffd2fbed5c.jpg: 640x640 (no detections), 13.6ms Speed: 2.0ms preprocess, 13.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-441_jpg.rf.ffa2c16165807783ee335fb6179642dc.jpg: 640x640 2 Potholes, 9.3ms Speed: 3.5ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-442_jpg.rf.48aaa1ea76eed9012c66173383460f4d.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-442_jpg.rf.5ac8958512487c8e20ea778c331c6236.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.5ms preprocess, 14.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-442_jpg.rf.7f0e76249089903a821770266f34494e.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-443_jpg.rf.2374a1801aa46662586204a4a770f5ec.jpg: 640x640 3 Potholes, 14.0ms Speed: 2.1ms preprocess, 14.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-443_jpg.rf.265289f984121cbd695b020f05b3168d.jpg: 640x640 6 Potholes, 9.1ms Speed: 2.7ms preprocess, 9.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-443_jpg.rf.7faf21b92d56e306ddbd966799ea7da9.jpg: 640x640 6 Potholes, 18.4ms Speed: 3.9ms preprocess, 18.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-444_jpg.rf.26add6a28c624a4dad28af8fe2e8302e.jpg: 640x640 9 Potholes, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-444_jpg.rf.31bb7267de95e9b6ed53a038e385419e.jpg: 640x640 9 Potholes, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-444_jpg.rf.5eef0356122846a9a0d77529f24e5b60.jpg: 640x640 (no detections), 15.8ms Speed: 5.5ms preprocess, 15.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-444_jpg.rf.66665f0816a68bd01ed5ced7a0df9a11.jpg: 640x640 11 Potholes, 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-444_jpg.rf.8a07cf7d761df7eade62458d9ffac75e.jpg: 640x640 (no detections), 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-444_jpg.rf.b7164289ac9a9f4b45ab457d9ad777ac.jpg: 640x640 11 Potholes, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.0a8c0366ee09af041fcf27999150536f.jpg: 640x640 2 Potholes, 9.5ms Speed: 3.8ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.418a11ba8cf48c86761348065c7ebd7d.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.9ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.4dac823234f2c7b6666eede9a88ad7f8.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.4ms preprocess, 15.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.5261212982e19b841a9fba75cb515502.jpg: 640x640 2 Potholes, 10.7ms Speed: 3.4ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.891ccf47eb487a091130f1e082691649.jpg: 640x640 2 Potholes, 11.6ms Speed: 3.2ms preprocess, 11.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.978ed2a120dbd3c956eab5a450df8670.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.7ms preprocess, 15.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.bcb50b5ff421f936fe7f6178fbfbfe2f.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.c8d614c526bd7322f9e55ecf0a64218c.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.9ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.d0e62968d323ac368dce6baf3cd1e461.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.e51a41b4c45cbff2faea958f05049358.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.ecae666b85526f56ef658c8da6dd1bd7.jpg: 640x640 2 Potholes, 9.2ms Speed: 4.1ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.f0b7e5e1aca5ea640c5b667fffc7e507.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.7ms preprocess, 10.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-446_jpg.rf.1bb4796286303a5e805f7ed48c7dc7b0.jpg: 640x640 9 Potholes, 9.0ms Speed: 2.5ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-446_jpg.rf.3c0b089b39266727b8ef90e0163e843b.jpg: 640x640 10 Potholes, 9.1ms Speed: 2.5ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-446_jpg.rf.3f3468495e0987d9cfaf95b12c4ece70.jpg: 640x640 2 Potholes, 16.0ms Speed: 4.6ms preprocess, 16.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-446_jpg.rf.91b2e9acffe606c2c9000deb2a78a656.jpg: 640x640 10 Potholes, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-446_jpg.rf.c2934ba3935018a96555c1ade702c5dc.jpg: 640x640 3 Potholes, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-447_jpg.rf.664759ccc0cea90d7afaada0bb2bbcb1.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.7ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-447_jpg.rf.8605d0df501cb40add743ddcb19a0ca8.jpg: 640x640 1 Pothole, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-447_jpg.rf.867dfee078bbb4e25005c1071d004811.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.9ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-447_jpg.rf.b1668ef2604aae8ae83d6f0b2abd7882.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.9ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-447_jpg.rf.b23294d5d1421a03621cd3475b5f3b48.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-448_jpg.rf.4c0a8d7e673b5e733933d356132a50df.jpg: 640x640 3 Potholes, 17.6ms Speed: 3.0ms preprocess, 17.6ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-448_jpg.rf.76c7c0bd47649aeccc59309ee04d3842.jpg: 640x640 2 Potholes, 14.8ms Speed: 2.7ms preprocess, 14.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-448_jpg.rf.86dac1ee500e5d7d89af35078c34adda.jpg: 640x640 2 Potholes, 12.1ms Speed: 3.7ms preprocess, 12.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-448_jpg.rf.db2ca4848492a7a76c88f8a4daa79192.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.8ms preprocess, 9.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-448_jpg.rf.ed7ea46f8c529381720be8bacf282768.jpg: 640x640 1 Pothole, 11.2ms Speed: 3.2ms preprocess, 11.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-448_jpg.rf.fa5c965c4faf874645cb1a98d38432b9.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-449_jpg.rf.0023abd0108f0451fca9ba136cd66831.jpg: 640x640 3 Potholes, 15.5ms Speed: 2.9ms preprocess, 15.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-449_jpg.rf.38dea581dc1a2381fcf1f458ecbe021a.jpg: 640x640 4 Potholes, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-449_jpg.rf.3e472f9bdbb7108f14b887c6619f797d.jpg: 640x640 4 Potholes, 9.0ms Speed: 2.8ms preprocess, 9.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-449_jpg.rf.a70608ddad016562c3e7c700e08353bb.jpg: 640x640 4 Potholes, 9.1ms Speed: 3.5ms preprocess, 9.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-44_jpg.rf.116cf9932716ba058bc9b1c865a9ad25.jpg: 640x640 2 Potholes, 14.1ms Speed: 3.0ms preprocess, 14.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-44_jpg.rf.299e24a7c15a049036499cf0cc378955.jpg: 640x640 1 Pothole, 10.0ms Speed: 4.3ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-44_jpg.rf.2e801101812ee12462ff0730c5c4bdea.jpg: 640x640 1 Pothole, 9.0ms Speed: 3.2ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-44_jpg.rf.45819695e64af1f907094625448fde78.jpg: 640x640 2 Potholes, 9.9ms Speed: 4.5ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-44_jpg.rf.5b6f04659b649c23fc92e2dcf1677ed2.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-44_jpg.rf.863b404e5e9e402d419fc19f60ab1db1.jpg: 640x640 3 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.0c766bbe36c82efba1ceb207b6d341c2.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.2ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.0cd4cb4b70acc3dbf82ac014f58dff38.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.12fd1a9a37e9f9972e146f371ed41a1c.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.1f8e3098922454dd266f261106fec521.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.0ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.2846ed48a471e46db300b18aa780bd02.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.8ms preprocess, 9.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.3c9a738e652585dc29618314fc24c80e.jpg: 640x640 1 Pothole, 13.3ms Speed: 4.3ms preprocess, 13.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.3d3b613d2f7a39ef9abab79c1597a100.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.7ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.48dabcbe7485416ba0e024961070969c.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.7ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.51deabcc5e974653bb79241fed124865.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.5ms preprocess, 8.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.52e9335fe5b6f7714ce71746c5882e1f.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.711f854d41dbd579264856b9ffd07e84.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.6ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.8ec45ef40512bcbc42cc6fff666cfdb2.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.b2b6fb920fa314364f4ca8958723b61c.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.5ms preprocess, 8.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.dd1a0d117176fadfc2ce9f7b89955d7d.jpg: 640x640 1 Pothole, 9.2ms Speed: 3.9ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.f06babef2b1cce00bf8c3a035e5bf833.jpg: 640x640 1 Pothole, 8.9ms Speed: 1.9ms preprocess, 8.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.f85809edc56c41042fb68cd298180e1f.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-451_jpg.rf.2055cd70f6c410cfcbce2537bd5c9263.jpg: 640x640 3 Potholes, 12.0ms Speed: 2.3ms preprocess, 12.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-451_jpg.rf.312ddb13dac7d8c709012cc4b9af0f04.jpg: 640x640 4 Potholes, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-451_jpg.rf.48be09e5070b1b0e3235d18820f72149.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.6ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-451_jpg.rf.d0b6496cbea9057f7c57d35bec861bab.jpg: 640x640 3 Potholes, 9.2ms Speed: 3.3ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-451_jpg.rf.fb788203bf357afdd18bd9386fabddc5.jpg: 640x640 3 Potholes, 9.1ms Speed: 2.6ms preprocess, 9.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.16ff9cc2959feb2384acc7c02b5af6ca.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.5ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.2931f555a0c31098715d9f7689b1f198.jpg: 640x640 1 Pothole, 11.6ms Speed: 4.0ms preprocess, 11.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.557791e0dd7094bb91ef6afc3e6e0280.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.1ms preprocess, 11.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.5939ef8b60044e2772624696d2e635e1.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.9ms preprocess, 8.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.5d17419a815bfa492abc9a82e02c318f.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.6ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.6760d2c13d36d06047865c658164619a.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.6ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.72b7dd34cd3dcbbe6887b875afacf041.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.7ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.7636647922b9940ac28cebfe1b91b96f.jpg: 640x640 1 Pothole, 8.8ms Speed: 3.1ms preprocess, 8.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.7b3a8fa70f2e0acdbd5c5e0ccf4c1e66.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.6ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.9e134f24c9383e8b1020184fee1fe5f3.jpg: 640x640 1 Pothole, 9.1ms Speed: 4.8ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.e868ed35d0e4ef5a2ce0dccd321e79dd.jpg: 640x640 1 Pothole, 14.7ms Speed: 3.9ms preprocess, 14.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-453_jpg.rf.4346b390b19a1d6bd5bf26cd331c8525.jpg: 640x640 (no detections), 10.6ms Speed: 3.3ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-453_jpg.rf.c7a3049e0bc2d8597b8117652b488736.jpg: 640x640 (no detections), 8.6ms Speed: 2.7ms preprocess, 8.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-453_jpg.rf.d7e8313051179be65d393acf8794fcff.jpg: 640x640 1 Pothole, 8.7ms Speed: 3.0ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.1004405c489ed783952173e591070495.jpg: 640x640 2 Potholes, 11.8ms Speed: 2.7ms preprocess, 11.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.127dc855a5c43d43cc1c9a17a40d6fd1.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.7ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.5f8b75945ae5e0a9bc0a1f3dc8f85e7c.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.92c786480bb0634bd7e7d8a58e8398e7.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.a44e87b391d0ee799a01d0938effd0ef.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.ae4e7847dae229e23a2d3f9e9f6006eb.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.af28ee2e12babc98bce463b878db764e.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.ba7b7f93ffea6182096142c8375f199a.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.5ms preprocess, 11.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.bcad80aba64e63382ceef874991b61ac.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.7ms preprocess, 8.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.c9c54fb883285cf1ba3694d141719b21.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.e7de242088abcbe7d33b21a22b441266.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.9ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.ea16ad972dd533e397d1f620239bf93b.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-456_jpg.rf.5ada3db8cd99a756489bd839832611a5.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-456_jpg.rf.76ffd37c3c40bb7794d3b85a4addd82b.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-456_jpg.rf.a40378c192f9082aaf027b3d3bdb6c2f.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-456_jpg.rf.e535fd40891615987fb595a339ce6a85.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.6ms preprocess, 10.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-457_jpg.rf.1ce1316f1bdf919ac6f1b8a18f3e8ae0.jpg: 640x640 (no detections), 8.9ms Speed: 2.5ms preprocess, 8.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-457_jpg.rf.1e5ade200334d1424df86ca5245b6e66.jpg: 640x640 (no detections), 8.7ms Speed: 2.8ms preprocess, 8.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-457_jpg.rf.230c725be5a8df44525133de218af4b3.jpg: 640x640 2 Potholes, 9.4ms Speed: 3.9ms preprocess, 9.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-457_jpg.rf.42be9b4e8dd71605f9ca01f359e1dec0.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.7ms preprocess, 9.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-457_jpg.rf.de21c7e2fb71ff0082964544403a588d.jpg: 640x640 3 Potholes, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-458_jpg.rf.0d6ef25e29a61051aa79cf1e98ca778a.jpg: 640x640 1 Pothole, 20.6ms Speed: 4.1ms preprocess, 20.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-458_jpg.rf.4bb9ee1d19affc28aed16c6ce8665e08.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.6ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-459_jpg.rf.09233ad443d8ebe40adc0b3df53f0bd0.jpg: 640x640 (no detections), 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-459_jpg.rf.48ffc55874cfd961843f5c806d3862f3.jpg: 640x640 (no detections), 10.8ms Speed: 4.9ms preprocess, 10.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-459_jpg.rf.c7b4743ee6e497a554c79ca0e055f45a.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-45_jpg.rf.5082be746f3cee7076da308a27efe8f8.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-45_jpg.rf.682a5e6051f7d0d420769f4bb595553f.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-45_jpg.rf.9b1c8674d3f1736b4d8fcc93b026566b.jpg: 640x640 1 Pothole, 10.6ms Speed: 4.1ms preprocess, 10.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-45_jpg.rf.b121fd1d1936da7e144262fcf909f755.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.9ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-45_jpg.rf.f0f6a79c7aebe0378dac94b11b6683d8.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.5ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-460_jpg.rf.14248bb941da1bddc72dad2d2d11ed1d.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.7ms preprocess, 8.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-460_jpg.rf.1a38a84a4b772d7579a965eef9e0120b.jpg: 640x640 (no detections), 10.4ms Speed: 2.5ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-460_jpg.rf.606603a91996614774c1ec3c162bae53.jpg: 640x640 2 Potholes, 9.0ms Speed: 3.7ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-460_jpg.rf.7d5e93c8e6e2d4859531b26cb645f752.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-460_jpg.rf.a05d6fbb5ec4beadb09b8cca252a3623.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.9ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-460_jpg.rf.cf4be992d3274f990003ff324d028c3f.jpg: 640x640 (no detections), 17.3ms Speed: 3.3ms preprocess, 17.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-460_jpg.rf.dc16e655d62ba6eec427171172d4eed6.jpg: 640x640 (no detections), 11.3ms Speed: 2.8ms preprocess, 11.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-460_jpg.rf.ec29028ec5a794205e7c9e1eb05caba1.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-461_jpg.rf.a296046136e208edbdac3e2c41581d43.jpg: 640x640 2 Potholes, 11.4ms Speed: 4.0ms preprocess, 11.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-461_jpg.rf.a4108c7d829bff11395b0386ece03625.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.1ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.3b5328ba74f3d71381496708bb4f3c6b.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.7ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.3e1a1997559988b31d3b31afad7b6282.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.4a830562afb2794dedf570647f83478c.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.6ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.505ec1715f35c1b3126822e777b3c61e.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.8963207dafdc3d86fae69a93b46e9e13.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.ab1e17c012505dad365d112a83f1fb6e.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.af8518f51b6d048df2a4dcdb847e24f5.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.cb344e8eb5d1c1eda946fbae503f8185.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.8ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.da37789a1d5b2c79273ce77abfb927b6.jpg: 640x640 1 Pothole, 8.7ms Speed: 3.1ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-463_jpg.rf.9585a2531f8ba019b3b63b1164d805cb.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.8ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-463_jpg.rf.bb2952bf69d95306b7e137d915ea0bb9.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-463_jpg.rf.f8eb8ccf0a934a774da98ec4201a428f.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.0ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-464_jpg.rf.17c205213b5954855038dcb05f763bbd.jpg: 640x640 1 Pothole, 8.5ms Speed: 1.9ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-464_jpg.rf.37a22f8f951578d267be1ac6f59c58f8.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.8ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-464_jpg.rf.5f0d310f215ee3bb131d84505de3ded9.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-464_jpg.rf.76703d6d9b55b343a8806730d3d246b2.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-465_jpg.rf.17c565ed72a01ad8827b583dbd937fb4.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-465_jpg.rf.2d33bf62b355d8ff7db28b095b6891a5.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-465_jpg.rf.4f55917338aff7cfc3cf5221e69e089b.jpg: 640x640 2 Potholes, 13.2ms Speed: 4.8ms preprocess, 13.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-465_jpg.rf.71550886504b7e2e23c342a8de06935a.jpg: 640x640 3 Potholes, 8.4ms Speed: 2.9ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-465_jpg.rf.87f6f10b0b4e2bd695e7eb92a60ed646.jpg: 640x640 2 Potholes, 14.6ms Speed: 2.8ms preprocess, 14.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-465_jpg.rf.de594deae4586b03499de1b396184bb3.jpg: 640x640 3 Potholes, 10.9ms Speed: 2.5ms preprocess, 10.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-465_jpg.rf.e6011d4ce0c27b9e27edce23ed124df8.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.7ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-465_jpg.rf.eb026c2a4066e8b46a56d3046d927fbd.jpg: 640x640 2 Potholes, 11.3ms Speed: 2.4ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.082d0a5a3ee30580511a40e2836af308.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.58e34f34a65229d7e0182402e50e5f29.jpg: 640x640 1 Pothole, 8.7ms Speed: 3.0ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.711822f5c17d0510279088359e4375df.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.8311cee4c63fadd2f3d05137ed540eec.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.8a110972fb738018f88e35f72737af19.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.6ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.8ca2bc36141da60dbdfa01e3098c4528.jpg: 640x640 1 Pothole, 8.3ms Speed: 1.9ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.9ea6062247e5eb08144669320a653c93.jpg: 640x640 3 Potholes, 8.6ms Speed: 3.7ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.a51a6adf9640bd04cc866705446a001c.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.8ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.a8334c0b4afc7cbe9e60687d1deaaa4f.jpg: 640x640 1 Pothole, 8.4ms Speed: 3.3ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.dc66bfbb500fc97b2149f5e788a94bc3.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.5ms preprocess, 15.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.036019eb092c8cb16220d65f0d9d6537.jpg: 640x640 (no detections), 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.130369d20f5e5e62d54fbe69a21f79aa.jpg: 640x640 1 Pothole, 8.4ms Speed: 3.9ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.1d13552079d81f978bb4fd4f0bbdfcef.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.38c75d1261f0d7a600e12ec7ae3ed0e1.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.5ms preprocess, 8.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.7cf780128da2da1cd7eb411983d1e25e.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.6ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.8b2cd1e38ee936521caf893d422e3487.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.a9f688f277e1038a05d5484aba575ac6.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.d54a77648226bddf17946d37cce2a364.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.0ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.f52adc0361900ed3ac6450698c1ae843.jpg: 640x640 1 Pothole, 19.0ms Speed: 2.7ms preprocess, 19.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.0432f9256e2d4f448e18c95b5928dbe1.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.06cf98bf1114d1bd1182b2c9b572cd3b.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.7ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.100ed38b267f469bf33a155358f219e7.jpg: 640x640 1 Pothole, 16.1ms Speed: 4.0ms preprocess, 16.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.1e7470ef7e92179c9254f4f255975856.jpg: 640x640 1 Pothole, 10.7ms Speed: 4.1ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.60caabcf958384a96c11fef3a4b8fc0b.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.5ms preprocess, 16.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.659938f793455fa422f363ee90abe2ef.jpg: 640x640 1 Pothole, 11.9ms Speed: 4.4ms preprocess, 11.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.683545cc34079b51d7d907d084c36efd.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.6eb3dbbd4ba9147fa8bbd45d461a4ac0.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.6ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.859cfa65362ffd25ccb698f473784cbb.jpg: 640x640 (no detections), 12.8ms Speed: 2.6ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.b9a2cb91b162165a93e5e7ea37f09755.jpg: 640x640 (no detections), 8.1ms Speed: 2.6ms preprocess, 8.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.15e50b2532b76dfb323191f4170ed622.jpg: 640x640 4 Potholes, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.16e7df9d022a3fedd8e6a32c90d94547.jpg: 640x640 4 Potholes, 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.1e435e6100865138f382a576513ab518.jpg: 640x640 4 Potholes, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.83eb290a114e9bc46e7d2021802bbd4c.jpg: 640x640 4 Potholes, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.969b609836e2a681d08acee7fc0fb97c.jpg: 640x640 4 Potholes, 11.4ms Speed: 2.9ms preprocess, 11.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.ad55146e95d7712ccce2387af1598e35.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.de76438dc6137aa0309ab68aff956eab.jpg: 640x640 4 Potholes, 8.1ms Speed: 2.7ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.dee0bfd3d8faa66494646c530ad7058d.jpg: 640x640 5 Potholes, 9.9ms Speed: 3.3ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.e847e716af446bf219620e44a04905b3.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.f29fc3aec9a6709790338121f1c5949d.jpg: 640x640 4 Potholes, 8.4ms Speed: 2.8ms preprocess, 8.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-46_jpg.rf.daa0b74f0ad1c0ac84f06efacc0b9374.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-46_jpg.rf.e69f32af9ff306ab081f07011d604749.jpg: 640x640 1 Pothole, 11.3ms Speed: 3.8ms preprocess, 11.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-470_jpg.rf.6d0761dd61fa148ac1f20219a7ab62a8.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.6ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-470_jpg.rf.9f06f913cb9b19a3b448d6aed9b81b4e.jpg: 640x640 3 Potholes, 8.3ms Speed: 3.1ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-470_jpg.rf.a6269df6b5efb76fc3de878eec105b5f.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-470_jpg.rf.acebc1cf7c45a8a9c1816c872b77ee62.jpg: 640x640 (no detections), 13.0ms Speed: 2.1ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-471_jpg.rf.0b673c991a50eb8f691699515771a939.jpg: 640x640 4 Potholes, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-471_jpg.rf.83a185b572261f1d5a14990a0284d7e4.jpg: 640x640 25 Potholes, 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-471_jpg.rf.b05f2af1baf077ed99d5395de345b199.jpg: 640x640 25 Potholes, 11.9ms Speed: 2.6ms preprocess, 11.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-471_jpg.rf.ebb5309d761ccc5c5072397bc508d214.jpg: 640x640 5 Potholes, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-472_jpg.rf.72c4d31110dd17c7baba98e0f3ac5025.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-472_jpg.rf.7bbcc7a204897d349298b5e614c06a85.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-472_jpg.rf.7cf86cb80ebc49d7e3f8514eb6c3de4c.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.7ms preprocess, 11.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-472_jpg.rf.bbdc9110ed04a75eca91c1b7a45aaf65.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.25a346c59c220ef76a184d6efe7c0aeb.jpg: 640x640 1 Pothole, 10.5ms Speed: 3.5ms preprocess, 10.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.45f8b7b30709cb07f816b1e5e4be7495.jpg: 640x640 3 Potholes, 16.1ms Speed: 4.3ms preprocess, 16.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.6ba1659f86547ceae6e3d29b14293e0c.jpg: 640x640 3 Potholes, 8.1ms Speed: 3.2ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.70e98f5f6e7d2d5998037dd7a22cf70d.jpg: 640x640 3 Potholes, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.8f799cff6c299275c51871934d2ae2f1.jpg: 640x640 3 Potholes, 13.9ms Speed: 2.5ms preprocess, 13.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.a0e0f05de2cd0686a56b338b8a7eb166.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.d243eab6f38c0224b48751ba3daac579.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.f3e74ec0669204738fd3f2a0a34a83ae.jpg: 640x640 3 Potholes, 8.1ms Speed: 2.7ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.fe5c33061adfbc7c43c45a58e2b05f4b.jpg: 640x640 3 Potholes, 8.5ms Speed: 3.5ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-475_jpg.rf.134908f152502a697568f058f3f24795.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.3ms preprocess, 10.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-475_jpg.rf.359c51dcefcbc14619cd8e10bd47f5f2.jpg: 640x640 1 Pothole, 9.0ms Speed: 3.0ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-475_jpg.rf.4e37eb2700c8c7fdc1ab7e1da34f56a6.jpg: 640x640 1 Pothole, 16.9ms Speed: 4.0ms preprocess, 16.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-475_jpg.rf.b7fad5c970d3e8112928a1dcad07706e.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.1ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-475_jpg.rf.e9c8631d57d5d096e461d5627e1e9791.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.8ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-475_jpg.rf.f5ed9226777cbda8e431341b2356a7f6.jpg: 640x640 2 Potholes, 11.7ms Speed: 2.3ms preprocess, 11.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-476_jpg.rf.78e02aeddf3242fea7dcb87b2d3bbe6e.jpg: 640x640 5 Potholes, 11.0ms Speed: 4.3ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-477_jpg.rf.019302f65dc2bc53113474b5741056c0.jpg: 640x640 3 Potholes, 8.5ms Speed: 3.8ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-477_jpg.rf.6f0f4fa503b0f1c2333432128929a248.jpg: 640x640 3 Potholes, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-477_jpg.rf.721c8a0b44edaae243eb04731f3e638b.jpg: 640x640 2 Potholes, 14.5ms Speed: 2.3ms preprocess, 14.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-477_jpg.rf.79fc3272505a4e602bcc9a98a30dc09b.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-477_jpg.rf.8576c188a56dd5704eb3115a05dc0681.jpg: 640x640 3 Potholes, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-478_jpg.rf.310a904ce35d67830bc6f4210b5cc479.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-478_jpg.rf.9eaee97a6a3104aedd073c5e780d7654.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-478_jpg.rf.cca5feddb629d59ec07ac07bb144c7de.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-478_jpg.rf.d3c064af598d907d9bbe082b1cf5fd32.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.5ms preprocess, 11.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-478_jpg.rf.e87233cae2e78f59852d41f52db7506c.jpg: 640x640 2 Potholes, 9.3ms Speed: 3.2ms preprocess, 9.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-478_jpg.rf.eb2e4334103ba495017ed10fcdcb76fe.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.0ms preprocess, 12.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-479_jpg.rf.1e1fb5fd7903e2041ffc78919f7fcb65.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-479_jpg.rf.3c55a22a632df5c8dcbb2eef67cfafea.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-479_jpg.rf.412d9c7fde00f2234857297691f0b8e2.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-479_jpg.rf.5ae25fde372c700de0a34a4d3bfa5cd5.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-479_jpg.rf.89b8725c234f68ccc7d6e04e05ee4bac.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.7ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-479_jpg.rf.babbb933917c54c57b34f6e2d040962e.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.4ms preprocess, 10.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-479_jpg.rf.be4aa9c1563157ffd01ce7904dce7b5d.jpg: 640x640 1 Pothole, 10.8ms Speed: 4.2ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-479_jpg.rf.e9368c61fcc0f1fcf7631a96a7da6b94.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.8ms preprocess, 13.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-47_jpg.rf.60d573865b8f2685c04d433ce23df144.jpg: 640x640 2 Potholes, 10.2ms Speed: 3.1ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-47_jpg.rf.68f4c965181b18d550d6b1c9ee5e552d.jpg: 640x640 2 Potholes, 12.0ms Speed: 4.3ms preprocess, 12.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-47_jpg.rf.ffc6eab9192fa4e0d109089de293266a.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.1c9631c4373501cc3ac588002607c6e6.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.1fc168bdc2e2072988225338d8b858b7.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.28f49566f1abbdc8116101cc4ab70ec0.jpg: 640x640 3 Potholes, 8.4ms Speed: 2.0ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.43ef9090640e1a604c952eb23310390f.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.4bbb7da8ad4a82fa9dad8f31acc54aee.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.6373bf0a78475e6e83117dc5da3f3754.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.8ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.6d72b0ccc48a098af80bb69620c52acb.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.9b408fe12700d46d30e9e326420ad280.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.7ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.b1ab116d50c0efd8f0cbaff62d705eac.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.d3896dd292c85223c352e71c3a5b300f.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.d3adeb5361e449e6684f104a04a62979.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.d528b619fc912e2e992920b2318f8c02.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.1ms preprocess, 11.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.e37f47d1948988c8cd63bc2c12c16029.jpg: 640x640 (no detections), 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-481_jpg.rf.02e26d3b235204d369f32a97f78cf9a7.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.4ms preprocess, 16.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-481_jpg.rf.55453e012942832432b135c55b853d5f.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-481_jpg.rf.7655c7fdf827df73aa29d9fcd38ec1cb.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.9ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-481_jpg.rf.89dcb2c4289678d88323d1b79b30880a.jpg: 640x640 1 Pothole, 13.5ms Speed: 4.4ms preprocess, 13.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-481_jpg.rf.a7056cd05ad6455351e03292d50bad9c.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.5ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-481_jpg.rf.c10372da3457e44f237d7d3605fef0e9.jpg: 640x640 1 Pothole, 9.8ms Speed: 4.1ms preprocess, 9.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-482_jpg.rf.07a2a457b82c7b85885aa2969cb5afb6.jpg: 640x640 2 Potholes, 12.0ms Speed: 2.3ms preprocess, 12.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-482_jpg.rf.1aa0a2269871ef9ef26ed17fea800d89.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.4ms preprocess, 14.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-482_jpg.rf.1de9e0f50baf1c9aebd460c5eaee0aa6.jpg: 640x640 4 Potholes, 8.8ms Speed: 2.6ms preprocess, 8.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-482_jpg.rf.866b8ca13ce495506212546f1cd51dee.jpg: 640x640 4 Potholes, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-482_jpg.rf.88c57231e4519a9c6cf46b21c5a91fd2.jpg: 640x640 4 Potholes, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-482_jpg.rf.a40a01fa602089ac8e57642a7345cbca.jpg: 640x640 4 Potholes, 17.1ms Speed: 2.8ms preprocess, 17.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-482_jpg.rf.ba54559e7630e47ab5e26bf77434e74a.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-482_jpg.rf.fa0dc3866a9c39720de7405183f1c27a.jpg: 640x640 4 Potholes, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-483_jpg.rf.251ce1130ce9dbf8bf4554ed9506c7eb.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-483_jpg.rf.5ec21d2f112a57ada67cadff1c507f30.jpg: 640x640 1 Pothole, 8.7ms Speed: 3.9ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-483_jpg.rf.92d62dd4c640634af51df19d26910b81.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-483_jpg.rf.c14a2e4cfc1a791e4f7a7ff8d90eef7b.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.02987ca1283405b4ee167b5ec3d561b6.jpg: 640x640 1 Pothole, 8.9ms Speed: 3.5ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.0ef1fdc1dabf6633b81d468478132756.jpg: 640x640 3 Potholes, 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.1edc5be1104468d92fe9fca542d43cc7.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.38bf606de48d01319e3b3c1f1c8aa848.jpg: 640x640 1 Pothole, 12.4ms Speed: 4.3ms preprocess, 12.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.4c5d30c7519964b48fa9e9ac804f4113.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.2ms preprocess, 14.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.6a36fb07c3f063d8e5447c382e0797b6.jpg: 640x640 1 Pothole, 12.3ms Speed: 4.4ms preprocess, 12.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.80f00c0fc4f77c64d952b9b3014b63a7.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.1ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.a643653e02edaa85da53e95c0fc8556a.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.7ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.bb5b2a7c4a7496f3fb8b71957940c9bc.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.c1513eb2b247a072d9800ab94ede84bb.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.c5b9a42abe983e06b28322db5911c11d.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.dbcaab5e867e681a224f9f816d32010c.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.f6bb0a647c6f507cc7d8856c1cf0860a.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-486_jpg.rf.031e715d80bd2201e2e4edc299c897f2.jpg: 640x640 5 Potholes, 8.9ms Speed: 2.8ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-486_jpg.rf.259873ec75083af02c2624604ccc9c19.jpg: 640x640 5 Potholes, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-486_jpg.rf.6e846e96c38d931892a4410da82352bb.jpg: 640x640 4 Potholes, 12.2ms Speed: 2.7ms preprocess, 12.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-486_jpg.rf.72855b46537dee877a3af8df34c34c80.jpg: 640x640 4 Potholes, 19.4ms Speed: 2.9ms preprocess, 19.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-486_jpg.rf.84c210f9f40a51d15e9465f2532b522b.jpg: 640x640 (no detections), 16.1ms Speed: 2.7ms preprocess, 16.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-486_jpg.rf.97654fe064546c99735637c5bce87771.jpg: 640x640 5 Potholes, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-486_jpg.rf.b3a09ba811ddcce6955fcd7b6d0252ec.jpg: 640x640 6 Potholes, 13.2ms Speed: 3.5ms preprocess, 13.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-486_jpg.rf.fa6d26e3dac06ffcd777bf622af11b71.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.5ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-487_jpg.rf.0be29ed36ced32867c87d177aeea6aca.jpg: 640x640 2 Potholes, 12.6ms Speed: 4.4ms preprocess, 12.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-487_jpg.rf.8dc8ace47becb5eb5e22f66bccc952a5.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.4ms preprocess, 15.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-487_jpg.rf.ab09c743e2671938d24f7991b197c6db.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-487_jpg.rf.afa70ce099674bef12dc223125b92e51.jpg: 640x640 2 Potholes, 8.9ms Speed: 3.2ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-487_jpg.rf.c8616d78a74614f20adb7faca5b10820.jpg: 640x640 2 Potholes, 8.7ms Speed: 3.6ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-487_jpg.rf.eb69bdb4aa391679a333849b4f3d2f41.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-487_jpg.rf.fc8137893bbef2a99291869c9bafa389.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-488_jpg.rf.39abae64234ff003fb50d35c88268216.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-488_jpg.rf.abb1d850141275e4aafde741791c049c.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-488_jpg.rf.b7a1c8a083907babcb6b1f5b777cdf86.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-489_jpg.rf.14067e11e04878220aa521cfa0096099.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-489_jpg.rf.2ed8018f68a21b99d24dd69819afe53c.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.8ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-489_jpg.rf.4ad792c8866283f695d2e911123fb844.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-489_jpg.rf.7034f3feb43726633f501ed7f458ca9d.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-489_jpg.rf.75edf420df0478eb10b9b6adaf355d26.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-489_jpg.rf.8296836e498fc692bcd1858916d6c6a0.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-489_jpg.rf.8562185888a006bed61b6df702ced214.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-489_jpg.rf.8c3a23906148eefd8b7e9ba887234502.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.2ms preprocess, 16.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-48_jpg.rf.1cb15d57ce6d7ae66948defa4d3c43fe.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-48_jpg.rf.41f4599b967f47a8e260021292a3b81e.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-48_jpg.rf.53d2c0bc4f40c95f45478244ba5cc7a0.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.5ms preprocess, 17.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-48_jpg.rf.af2973cace3ecafcc3087cfbe0d9f507.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.8ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-48_jpg.rf.dca505efa652349462f3ba9b4dc542c9.jpg: 640x640 2 Potholes, 9.2ms Speed: 4.2ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-490_jpg.rf.9f1c168b4d367b70ab1b3c70f931fc7c.jpg: 640x640 4 Potholes, 15.6ms Speed: 3.7ms preprocess, 15.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.02dd8e75e1c4b70cab510dda83775660.jpg: 640x640 (no detections), 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.3f106f124deb4c5e9e10d8a766b5611a.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.6edb3ad4be8a5a391d709882df35e102.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.703eaea4412fc8add3537b4921468e72.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.5ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.7aa9329befeb1fd81d53c8471c8db4ca.jpg: 640x640 3 Potholes, 8.1ms Speed: 2.0ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.9bbe2fb983273345c1f33168c7f04277.jpg: 640x640 (no detections), 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.a35484d8e09325d696be3725a4d418bf.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.0ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.e3b3c4895da9db1fcd5536e9b8e69317.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.f3ac168db7afb30a0ef230b9c48e324b.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.f74f78b842dfe013ad68a58f2f4046d6.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.7ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.fa141b409e8506dcb41b7bfa591a3052.jpg: 640x640 3 Potholes, 8.8ms Speed: 2.8ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-492_jpg.rf.1c3d2cba3eead46a339fb89a8d5df707.jpg: 640x640 5 Potholes, 8.1ms Speed: 2.0ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-492_jpg.rf.3f11aac5deee21c4553e4b4467f624ac.jpg: 640x640 2 Potholes, 12.0ms Speed: 2.4ms preprocess, 12.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-492_jpg.rf.641ad0209065c2f2d00fa3a7bc37d3a5.jpg: 640x640 5 Potholes, 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-492_jpg.rf.ddcecf9eaaa797af75d5fc538200479a.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-492_jpg.rf.e6c3f9ea58401020bd5a55b62cfb3eb4.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.5ms preprocess, 12.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-492_jpg.rf.f9db3ab92246ab8373ec6d344ace7d77.jpg: 640x640 5 Potholes, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-493_jpg.rf.08d792914a2abd81fdf70271fe45ea31.jpg: 640x640 14 Potholes, 11.6ms Speed: 2.7ms preprocess, 11.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.121b93996ef0511ad7bb09e237d3bf48.jpg: 640x640 3 Potholes, 8.3ms Speed: 2.6ms preprocess, 8.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.19113a6243ab5973b7b6aa314ccda478.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.349a9a9677b92138324a9f9645235fb7.jpg: 640x640 3 Potholes, 8.5ms Speed: 3.7ms preprocess, 8.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.3c96c8ea24fe04b720ad0e0c6b4f4e91.jpg: 640x640 3 Potholes, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.40039f8b240db13ebc73b250b7caecf6.jpg: 640x640 3 Potholes, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.6840c3dd1fc52b9d49f2ec9ad81c6645.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.97786d894048d3aa87b7a2ca57b49530.jpg: 640x640 2 Potholes, 9.9ms Speed: 3.9ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.9fe79077f58cb02e8f156d1abb42082a.jpg: 640x640 3 Potholes, 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.cefb84ae5f1ff7d1de1aada39fb3a732.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.e21795ad3f13bd1802f0640983942798.jpg: 640x640 3 Potholes, 9.3ms Speed: 3.9ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-495_jpg.rf.1d93b06e3efcca752ab42dfcd10b1a5b.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-495_jpg.rf.384bb9ae21b6b3e70f9d96efdb05f809.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.6ms preprocess, 13.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-495_jpg.rf.4f39cc88e4bf928efda978e066158b7c.jpg: 640x640 1 Pothole, 8.5ms Speed: 4.4ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-495_jpg.rf.8c8fe191396d751c9c61f6592770d8ed.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-495_jpg.rf.9d61fb53ab527b9f7b329755265209d6.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.0ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-495_jpg.rf.a1d8b1c6831dd587272be210d10f94a3.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-495_jpg.rf.dbf8981491ee70567a1fadf8947b89f9.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.9ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-495_jpg.rf.e46c2cfb79e7b0a52096d2a180b82f33.jpg: 640x640 (no detections), 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-496_jpg.rf.559cbfb11fc59f0325aba78f75ab86e4.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.6ms preprocess, 11.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-496_jpg.rf.78cb1ef4b604c8aafc99a1a3005c8cbe.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-496_jpg.rf.91425d10423973bce55d74321b103f9c.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.4ms preprocess, 11.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-496_jpg.rf.a27e7edd26779d13b4bbbe517f18b98e.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-496_jpg.rf.bc2e83bf3bbea8fc6cdb90d835107d6b.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.9ms preprocess, 13.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-496_jpg.rf.f1bee92734f121ca40ca29ec2f43f84d.jpg: 640x640 (no detections), 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.073101e8aa2063f2323e9c8938858232.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.119748659f49323a8fc01f9685bd919c.jpg: 640x640 1 Pothole, 9.0ms Speed: 3.8ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.288538d86d1fea196ea8a4cd6d6b200f.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.28d1b1981b83ba637d9121f8a4c6ceca.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.3c3f24877784ca5e3bbf6e5d7e3bd030.jpg: 640x640 1 Pothole, 10.5ms Speed: 3.2ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.421fd3ede9733a94516db24970773513.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.523c605d149b750490059965e4cf3ca7.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.69077affeab37061305875c0c31f31ef.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.8474296297341148e91159c61ead5143.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.a61594c90709f8b20a34259a118cff45.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.9ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.c08f7b31c97260f5840f8b8bb1a91ac2.jpg: 640x640 1 Pothole, 12.7ms Speed: 4.3ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.c833eecdb4e0cd8c6b62b493c68629af.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.1ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.caed71f0d7e8f7c7d6f98dbcf09825b3.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.7ms preprocess, 11.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.d3e9c9ee4f407fe3a5258e350633f754.jpg: 640x640 1 Pothole, 13.5ms Speed: 4.3ms preprocess, 13.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.eae160249f897db64539f74dd7124d60.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.1ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.f469ad6b431760da20e52a9d7b725fdc.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.4ms preprocess, 11.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-498_jpg.rf.0037013ab32230611017f5d4776ef5b0.jpg: 640x640 5 Potholes, 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-498_jpg.rf.0400e2d3272b70624719ae03b85f7df0.jpg: 640x640 5 Potholes, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-498_jpg.rf.07aa1ee6025968b2a11266c7838652c8.jpg: 640x640 4 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-498_jpg.rf.54adff32d276b63fdc9e78f734903ffb.jpg: 640x640 6 Potholes, 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-498_jpg.rf.c08c2d87b32ea3556043c947a578709c.jpg: 640x640 5 Potholes, 11.5ms Speed: 2.4ms preprocess, 11.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-498_jpg.rf.ce5ffb78366b166c5afaa9e0a6ae4a32.jpg: 640x640 4 Potholes, 11.8ms Speed: 5.7ms preprocess, 11.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-498_jpg.rf.ee9fa1af51d1c64892cf8ff33ab88a9c.jpg: 640x640 1 Pothole, 16.9ms Speed: 2.4ms preprocess, 16.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.249349d436a7a36d85fdd83c7037a006.jpg: 640x640 1 Pothole, 8.1ms Speed: 1.9ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.298e7203dd644218338a3347f798adff.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.8ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.38304c550963d6651f9581723908e4fc.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.7e84c6689927e936ea55aef0914e5b28.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.9ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.881f24d0d1db50f43875ff04f2805beb.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.8cf3062cdd39cabeea464b43d11e24e3.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.a0da2a355d992c1bd195533bd276b829.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.7ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.e935ab6376af8c5be9188680cf6b5ee9.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.edb7ec0edf8be5853dc1e1b1c2390b1b.jpg: 640x640 1 Pothole, 10.5ms Speed: 4.1ms preprocess, 10.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-49_jpg.rf.23cfcb4b0094fa249e5edc6a156fecc0.jpg: 640x640 2 Potholes, 14.6ms Speed: 3.6ms preprocess, 14.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-49_jpg.rf.84ec428fb9c0e772e07ee64196299dfc.jpg: 640x640 2 Potholes, 11.5ms Speed: 3.5ms preprocess, 11.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-49_jpg.rf.bdf4ec49794b1418577b908b522b52d3.jpg: 640x640 2 Potholes, 12.0ms Speed: 4.7ms preprocess, 12.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-4_jpg.rf.09f5441c50fb36db88b171f2052e8902.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-4_jpg.rf.3d804a1e8184534e3a9310560d53c376.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.4ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-4_jpg.rf.6a5e734bf46ee32d9bc3c73bfb75a7c3.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-4_jpg.rf.da46039c699a10339eab366b7718ec80.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-4_jpg.rf.e06b4b6607c0c7c22a752b0b40807f91.jpg: 640x640 1 Pothole, 9.0ms Speed: 3.6ms preprocess, 9.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-4_jpg.rf.f29d8198cf0c6b18e05f5c1a00308ff4.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.6ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-500_jpg.rf.3d89d2db6b53ec2116aa766b6b7769d5.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-500_jpg.rf.41b512d5115b29d93a47449766ae8542.jpg: 640x640 (no detections), 14.5ms Speed: 2.8ms preprocess, 14.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-500_jpg.rf.42a9d0be819620bb2af588c35c3d365a.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.1ms preprocess, 14.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-500_jpg.rf.a7b89f9c39dcd035d3e3af322e78b95c.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-500_jpg.rf.b125e9d0970faa44566201f65e46a0fd.jpg: 640x640 (no detections), 8.7ms Speed: 3.1ms preprocess, 8.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-500_jpg.rf.b759cdc095746a7d6d818b818565929b.jpg: 640x640 1 Pothole, 8.2ms Speed: 3.0ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-500_jpg.rf.cb3b825eec3cdf962206ae9d1d52f777.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.8ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-500_jpg.rf.cb3f3436a6cecfbc76010b1a83f15e80.jpg: 640x640 1 Pothole, 9.2ms Speed: 4.9ms preprocess, 9.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.8c9b710f10c8e36f6091090bda7057fc.jpg: 640x640 3 Potholes, 11.5ms Speed: 2.8ms preprocess, 11.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.913f0fdd9cb7678eed399f7244516eac.jpg: 640x640 4 Potholes, 8.8ms Speed: 2.8ms preprocess, 8.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.94107b3351fae868fa13448cf31b624a.jpg: 640x640 4 Potholes, 8.7ms Speed: 3.4ms preprocess, 8.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.99681b16d383774baf7fe24347b48baa.jpg: 640x640 2 Potholes, 8.2ms Speed: 3.0ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.a3b54ed86b63824340bc35147cd7d2fc.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.bc9a1cba81d14eab39bc220f93740d42.jpg: 640x640 4 Potholes, 8.1ms Speed: 2.6ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.c9f5af0113cc6fa20f3aea30789ca700.jpg: 640x640 (no detections), 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.e9a0395b78195c374617bad0bca37184.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.f539923f1e5aa1a521bb6f9a067130f4.jpg: 640x640 3 Potholes, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.02ce926c4d4a5350d5e88fe1130311b1.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.7ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.145bf86c080f7e8a3782014cba188793.jpg: 640x640 5 Potholes, 8.4ms Speed: 2.8ms preprocess, 8.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.42dbb59bb78d83a9dfd28fb3ef1b1d88.jpg: 640x640 6 Potholes, 9.3ms Speed: 3.4ms preprocess, 9.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.4a3a0efa4e3f118a9e8a7f3e2c2ffb8e.jpg: 640x640 6 Potholes, 15.9ms Speed: 3.9ms preprocess, 15.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.a81b3a47f2baf8d00d6ccb03dc608a4e.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.5ms preprocess, 8.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.aa5636e4573af167f069dec437eca0f4.jpg: 640x640 5 Potholes, 8.5ms Speed: 3.7ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.d48370bcb521441a3fa18de0f866e160.jpg: 640x640 5 Potholes, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.e8a2c38d58702be29bf570fb066a5746.jpg: 640x640 6 Potholes, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.ea6e4ba15f38928aa6c25b55bfd7af97.jpg: 640x640 5 Potholes, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.f6f6ffbdb979ee24ab539ac71b5dfe7f.jpg: 640x640 7 Potholes, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.134f1ecf025d31c004fcad4c31c74b91.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.5ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.6afe954b63483df3792682f68de5cc5e.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.727fe730ae6479616a54d675362e4ffe.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.754480d855050f08ca2e11e8da829e2f.jpg: 640x640 3 Potholes, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.79a5f966a72c4ada9409a8f574cf7c8d.jpg: 640x640 3 Potholes, 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.97ffffa16837f08b113e9a7b803d90c5.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.4ms preprocess, 8.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.9b15291e1d62bb3301d52e82a95e8ec9.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.0ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.c79cc44b197caf5e2fd0fd13faa1ceda.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.d1a79114acd33b7c5bb271f6d3790c2e.jpg: 640x640 1 Pothole, 9.3ms Speed: 3.0ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-505_jpg.rf.52969dd14ab71f96e93bf68937a0fe2d.jpg: 640x640 1 Pothole, 11.2ms Speed: 4.4ms preprocess, 11.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-505_jpg.rf.5fc0e4e27697496db8a81a9b6774d732.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-505_jpg.rf.61c0bbabd13e6aadec5a409c8a61b2c4.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-505_jpg.rf.be63f1386808c050657ac6768a0b4b09.jpg: 640x640 1 Pothole, 8.6ms Speed: 3.3ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-505_jpg.rf.eb95a4c41de76f5a9cc8dd13e21675c2.jpg: 640x640 2 Potholes, 12.3ms Speed: 3.3ms preprocess, 12.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-506_jpg.rf.1478f1562c7b9b047e5fd1e47753ccc0.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-506_jpg.rf.7a17972b49fe31a5ec6aaa9ecd80389b.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.4ms preprocess, 12.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-506_jpg.rf.9dedc510a22345017350b655b6be7039.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-506_jpg.rf.d06501036f7091314ab1c9f4d3a13557.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-507_jpg.rf.04064d3dc4e3dfe018f46d6836cbc061.jpg: 640x640 4 Potholes, 16.6ms Speed: 3.6ms preprocess, 16.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-507_jpg.rf.097ad3d7933ce4c5fa93099d928b8406.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-507_jpg.rf.5e4c1342478c52ebc66185cbd6d020b5.jpg: 640x640 5 Potholes, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-507_jpg.rf.6765eebfb17084131eb44bdc28de929d.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-507_jpg.rf.c361681d3d34e968dda9f637098eae18.jpg: 640x640 4 Potholes, 9.1ms Speed: 3.5ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-507_jpg.rf.c51894b4d9f53c8a8e5c1fbdeb08f9b4.jpg: 640x640 (no detections), 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-509_jpg.rf.1b3edd39e379a52b9af3eb8ce771855b.jpg: 640x640 11 Potholes, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-509_jpg.rf.94b6b16134343c4c4227444a21a598b9.jpg: 640x640 11 Potholes, 8.9ms Speed: 2.8ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-509_jpg.rf.9adce65181de279aeddb5711e9766876.jpg: 640x640 11 Potholes, 10.7ms Speed: 4.0ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-50_jpg.rf.58281d7666ddb11c172b605d5c4fef3b.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-50_jpg.rf.87dfb08c34bdb6d82c01448cca847551.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-50_jpg.rf.cebe8b01576ba92b23f9c69a4797722c.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.01e28279b8b2f3046d79e081a5c8b734.jpg: 640x640 10 Potholes, 8.5ms Speed: 3.1ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.0d0b7223fa57e21fa67396bdb0b380ae.jpg: 640x640 11 Potholes, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.1ae3edd791d2fdf42f4be189639274c3.jpg: 640x640 20 Potholes, 8.5ms Speed: 2.8ms preprocess, 8.5ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.3c5137d031b4cfbe32b6646eab4073fb.jpg: 640x640 20 Potholes, 9.0ms Speed: 3.0ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.412351310b92bbefd8000a31070f71b4.jpg: 640x640 20 Potholes, 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.8c4df7ad0cd439dab2543f1381de3380.jpg: 640x640 19 Potholes, 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.9db3e599ff0c1bae7e685373d8cfcc34.jpg: 640x640 19 Potholes, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.b4cd08e782b6e90c4eef3050a603730d.jpg: 640x640 20 Potholes, 9.9ms Speed: 4.6ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.c7726930a76bdbf08018c1b3c542aa1d.jpg: 640x640 20 Potholes, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.d67bc852ea2ead42d95a6af4b5f68f32.jpg: 640x640 12 Potholes, 13.6ms Speed: 2.4ms preprocess, 13.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-511_jpg.rf.bd35ba8ff426dddaa6edc6b52fe9b770.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-511_jpg.rf.e84fb73cf505c731e1483a2af71a7580.jpg: 640x640 1 Pothole, 8.7ms Speed: 3.3ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-512_jpg.rf.05e8ba984b03cde4634e960d5488a3d1.jpg: 640x640 4 Potholes, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-512_jpg.rf.109ea52f7aeb3c8ac126bedf73439cf0.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.9ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-512_jpg.rf.669bc68de3e8ef54c7820c5e753c4d6e.jpg: 640x640 3 Potholes, 9.1ms Speed: 2.7ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.11b953a7f20cae70616e863acbcee451.jpg: 640x640 1 Pothole, 8.9ms Speed: 3.2ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.48397b2c1d737687b2b04a9926476abf.jpg: 640x640 1 Pothole, 14.4ms Speed: 5.6ms preprocess, 14.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.5046f6bc5c4c03fef46d40c5135d339b.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.9ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.6cc4a9c5a5a2dc240254fb6ee6d3cc57.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.9ms preprocess, 8.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.74b595a1b2ad30533ed60501b0763eeb.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.7ms preprocess, 13.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.7afac795d4a1934e8dc424e69214ef98.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.7b8d560758ec8450190c8e1241f46e56.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.819feb7665f465e98078ea92ce5e68f6.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.838c096268c96f0457d034e71ffbcffb.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.98fab7ed21266d84e5ac9267d50b0a9b.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.7ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.d78c0f0484518697a4758f2db912fe7a.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.3ms preprocess, 12.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.da25c9a1a7ecbc7698d9c09c0684a78e.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.0ms preprocess, 11.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-514_jpg.rf.0b704d62bea5edffd06c40a98948c297.jpg: 640x640 5 Potholes, 8.7ms Speed: 2.8ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-514_jpg.rf.0ba75cd0ebd58936e56af4348878c848.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.6ms preprocess, 9.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-514_jpg.rf.0d95a7f7883818617131ae9dc5b5ff9c.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.4ms preprocess, 14.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-514_jpg.rf.1abb51e93f25135730c93ce8fe9b651a.jpg: 640x640 4 Potholes, 14.6ms Speed: 4.1ms preprocess, 14.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-514_jpg.rf.3be89a6bb44748d1dcdea5424f92d645.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-514_jpg.rf.757251641d1861da54bbea3abeaffa9a.jpg: 640x640 4 Potholes, 9.5ms Speed: 3.0ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-514_jpg.rf.8f5a94e2d818404672ab15f88cf340aa.jpg: 640x640 4 Potholes, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-514_jpg.rf.f13ca35cc9d409c6a153f6d490d471fb.jpg: 640x640 4 Potholes, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-515_jpg.rf.712eff35a03ea9a4d16469d47413c412.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.0ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-515_jpg.rf.a08729f7e398d74ba6ca12386415d911.jpg: 640x640 1 Pothole, 9.1ms Speed: 3.0ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-515_jpg.rf.b1da976c4831c09c7a0c0f857a889a2a.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-515_jpg.rf.d83db8a4ca059d4cc9f816dab8408908.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-515_jpg.rf.e52eccd975338cc8c270ff2b14bfdf63.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-515_jpg.rf.e67ca6e3234b3f2aafada2efd02d9cf3.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-515_jpg.rf.ebc746a1dd621161233f1a7fe423d7e1.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.8ms preprocess, 13.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-515_jpg.rf.ffe27f7c03ead9d72295c7ed8c94053e.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.00faa966d2a52f09490f3851ba0dd4f1.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.6ms preprocess, 12.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.05105b8a6df4901ba04a5af4f8cdd5a7.jpg: 640x640 4 Potholes, 11.0ms Speed: 2.2ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.1ce9418f09f993930a1d76a4e88d31a8.jpg: 640x640 4 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.2434a81b2fa0ae07a3d39c795e68001d.jpg: 640x640 4 Potholes, 17.0ms Speed: 2.1ms preprocess, 17.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.2db9e80d9cb00045d8211da3bc353c30.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.667ea881cf2eb21eedb562516e426ad1.jpg: 640x640 3 Potholes, 14.3ms Speed: 4.2ms preprocess, 14.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.94726297bb223132d7d96e1430201555.jpg: 640x640 2 Potholes, 10.5ms Speed: 3.9ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.b54ca4b1418f345bc381a2d4191c34b3.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.8ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.c74871798bd08a49603462ac0d3768f1.jpg: 640x640 2 Potholes, 23.8ms Speed: 2.9ms preprocess, 23.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.ce8b73b128057046fa30945ee10bd3db.jpg: 640x640 3 Potholes, 8.6ms Speed: 2.6ms preprocess, 8.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.d6d4d20cbdb8faaaa28708f0fdf1ae0a.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.0ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.1418de0db9e77293650274d36c4e0485.jpg: 640x640 5 Potholes, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.5c66163f594038b8d4fa62bba6c5583f.jpg: 640x640 5 Potholes, 9.5ms Speed: 2.8ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.7235135b68c1ff13e6f1131c435e061b.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.9ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.77cfbaa0d93680e6b863f07ef91beb43.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.8ms preprocess, 13.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.9a8a7d36a197be556d727ecf360e01a5.jpg: 640x640 3 Potholes, 12.0ms Speed: 2.0ms preprocess, 12.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.b79c74cf682b63086f0ce017831f4188.jpg: 640x640 5 Potholes, 13.1ms Speed: 2.5ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.dbdd288ca21dab8d099ff94e84e20c65.jpg: 640x640 5 Potholes, 8.6ms Speed: 2.7ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.e63db4c1e8cd7bda3fec422dc71eb5c9.jpg: 640x640 2 Potholes, 8.8ms Speed: 3.0ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.f47e8e45d7a445e6c0767d6ec01cbd53.jpg: 640x640 3 Potholes, 9.3ms Speed: 2.5ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.fc4ecfc16247ecaf1d16f43864306244.jpg: 640x640 5 Potholes, 8.9ms Speed: 3.2ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.fc9ced9362e7b10851ff6d1989cc4f57.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.172e7c2989ff0fcec35f29d62f3abe07.jpg: 640x640 1 Pothole, 14.4ms Speed: 4.0ms preprocess, 14.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.1c4035017d7840aad02606e700a07b0b.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.9ms preprocess, 8.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.38201ab08fe6c23649f1a969880b0bf7.jpg: 640x640 2 Potholes, 9.5ms Speed: 3.1ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.44bcb9f7a210e108a020f0db98a8f299.jpg: 640x640 2 Potholes, 10.2ms Speed: 4.8ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.4760988a2667003eebb8493f114c8fab.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.61d7e653f344b3efb8a8dac10ceb1d33.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.87b04df4649ab13f50148be760907416.jpg: 640x640 1 Pothole, 8.6ms Speed: 3.2ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.8d1e1bc9a0e6c72c80fcd9421256cd7a.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.ac9bec8519fc4b716501238481140e1e.jpg: 640x640 1 Pothole, 16.0ms Speed: 2.4ms preprocess, 16.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.c7f6adbab9e5b4f594385a17bd35c7ae.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.cb7800e8c4a584dde1648e71092344e1.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.d1ec87672a04848fc8f9ce9b5325920e.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.d7cfdc74ddd5c2180937de23ea028949.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.dc7404c53c203a6516a0ab9415826395.jpg: 640x640 1 Pothole, 8.8ms Speed: 3.3ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.e069d0bdb520e33e1ddb36ea1a6cf44a.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.9ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.fc7a62af04f189114f5e3e05ecdbde24.jpg: 640x640 1 Pothole, 8.6ms Speed: 1.9ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-519_jpg.rf.2e3921571867e587198db9bb4f0de6dd.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.6ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-519_jpg.rf.451519c8cba0558ce8b52447e2146930.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.8ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-519_jpg.rf.f7844da6579802bf72a1a0a97afd8e9b.jpg: 640x640 9 Potholes, 10.3ms Speed: 3.4ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-51_jpg.rf.188a8aab198af43020c70b7a6e8d753b.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.8ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-51_jpg.rf.6087e524f9a9d46567c124296cb25e75.jpg: 640x640 3 Potholes, 8.6ms Speed: 2.5ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-51_jpg.rf.ad250709c5688d1189e6cc90ad2eb4db.jpg: 640x640 3 Potholes, 13.9ms Speed: 3.1ms preprocess, 13.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-51_jpg.rf.be0d3c5608aee42551db15539ddf7f21.jpg: 640x640 3 Potholes, 13.8ms Speed: 2.6ms preprocess, 13.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-51_jpg.rf.bf821f6de83ff0e03f731483f4f4c724.jpg: 640x640 2 Potholes, 8.8ms Speed: 3.0ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-51_jpg.rf.c53e72d10676f0df52db02ad22999900.jpg: 640x640 2 Potholes, 8.6ms Speed: 3.6ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-51_jpg.rf.d38c640c89b2506db7708b1e2c7ed95c.jpg: 640x640 2 Potholes, 13.5ms Speed: 3.5ms preprocess, 13.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-520_jpg.rf.03ecadbcc07081d65283cb1f14ceab46.jpg: 640x640 1 Pothole, 8.6ms Speed: 3.5ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-520_jpg.rf.3766acc4263d3bccc72a15a3ddf74635.jpg: 640x640 1 Pothole, 8.7ms Speed: 3.5ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-520_jpg.rf.55ba23b9900a0d7a1deab566afd8f570.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.6ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-520_jpg.rf.6d44b5b5d15c5bc2df2662cf524a073e.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-520_jpg.rf.c12bab68f195c03ca3bc2a465a41e9da.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.6ms preprocess, 12.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-520_jpg.rf.ca063227fcc77c3cd0b3d12a512293e6.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-521_jpg.rf.1dbe4cababef9ceab05f3366f52e0799.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.8ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-521_jpg.rf.3387728a66d245d322d86233f1eb9730.jpg: 640x640 2 Potholes, 11.3ms Speed: 2.9ms preprocess, 11.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-521_jpg.rf.6610288dc0d961b07e4d145d5a831fab.jpg: 640x640 1 Pothole, 21.8ms Speed: 4.0ms preprocess, 21.8ms inference, 8.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-521_jpg.rf.75adc87b67e4973eb569f7cef6d528d3.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.4ms preprocess, 11.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-521_jpg.rf.a76a5d7bac6d86272ac5f15abdcb88b4.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.7ms preprocess, 8.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-521_jpg.rf.b079657ed4b139bd37bef5a542ce2beb.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.0ms preprocess, 12.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-521_jpg.rf.efeaeb8f28668d9c87f0a4ab2296dae0.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-521_jpg.rf.fba9474d27df68b0a1f306321c90e508.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-522_jpg.rf.0562cd06e9630f10c36e4347e2743ad0.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-522_jpg.rf.15951775a69d59aabf0c9a36b80dc057.jpg: 640x640 (no detections), 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-522_jpg.rf.84e7d3eb5cf345faf36afe248ce48eab.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.6ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-522_jpg.rf.ac0634b22f2125ecb2fdf3408e58ddd5.jpg: 640x640 3 Potholes, 14.0ms Speed: 3.1ms preprocess, 14.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-522_jpg.rf.b09e0255b43b017760ccc33ab4db7b96.jpg: 640x640 3 Potholes, 13.1ms Speed: 2.6ms preprocess, 13.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-522_jpg.rf.b53179ee35b6dbb4c78114f0a710b2fc.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.2ms preprocess, 8.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.26d44a527f998bdc3d076121979e1fc9.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.9ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.63e09cdcc38eb8eb7bc2d0f924dd4ab3.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.3ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.67cffabd4971a35c10d1c0c2a692c29e.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.8ms preprocess, 9.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.80a0c5d4194967a20cf31ea92853a5e1.jpg: 640x640 1 Pothole, 16.4ms Speed: 2.9ms preprocess, 16.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.81237a21e8783954fcb1a88b651ccfdd.jpg: 640x640 1 Pothole, 8.8ms Speed: 3.1ms preprocess, 8.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.b2c6b7e3c84340f9c11048b791466e12.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.b5d83ab0b806e8ffd3584213b1580306.jpg: 640x640 3 Potholes, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.c49025715c881196727eb8065c483353.jpg: 640x640 1 Pothole, 8.8ms Speed: 3.0ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.dc347330a40e2c5e134e55c4516cb76b.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.6ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.de422e5c9ee5084eb671cdd6d3113219.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.7ms preprocess, 11.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-524_jpg.rf.339b626c596964bc7faa92a760628a21.jpg: 640x640 1 Pothole, 9.3ms Speed: 4.4ms preprocess, 9.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-524_jpg.rf.780add2d0806c469f169d81f932aba3c.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-524_jpg.rf.e388211f36de770d0e087800c591422b.jpg: 640x640 6 Potholes, 8.9ms Speed: 2.8ms preprocess, 8.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-525_jpg.rf.58b6ebfc2573f0a9869da92a9a2432aa.jpg: 640x640 3 Potholes, 8.9ms Speed: 3.2ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-525_jpg.rf.a233e998d0e059400f9cd5b2b5da4745.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-526_jpg.rf.63f2e507a87139c117aea24097e642af.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-526_jpg.rf.80bb3138ac8d27382d1e08347e7b7e71.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.6ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-527_jpg.rf.3c3b468fc826df87488954ecc048f49a.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-527_jpg.rf.e4b0c47542835b3f3aa230cf95e3b6ee.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.3ms preprocess, 14.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.0ac11a7b230344d596bb1299ae4dcf71.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.0ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.0af1395bce5da0b5100de5183bb82de9.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.10c46b0da95523ad8b58baddb918f190.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.2ce86fbe2a54f81deeedb84d6a6a5df6.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.1ms preprocess, 12.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.3f76aae47ed2268c306bc88ea1b2434e.jpg: 640x640 1 Pothole, 8.8ms Speed: 3.1ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.433233de3e027831a04ef8115b589f3c.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.5ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.534ce45172d788bc98f6e8421f9a5225.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.2ms preprocess, 16.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.6ad2d2d7bb95606d38832766f4f135f1.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.5ms preprocess, 14.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.838e1977ade3d3d3acf3df16866de9ef.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.970872400d7e94e7a6ced52b879c7102.jpg: 640x640 1 Pothole, 17.8ms Speed: 2.7ms preprocess, 17.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.d96f7c2072257d0362c4548a830db463.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.dea4ad6214a57c446f2a24267056e449.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-529_jpg.rf.09202b943010217f02ead79a1143b58b.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-529_jpg.rf.4f33d20bd05e8a0ec5e912a64c14a1b6.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-529_jpg.rf.541e3082d3b944565ce858a8eef6609f.jpg: 640x640 3 Potholes, 14.0ms Speed: 2.4ms preprocess, 14.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-529_jpg.rf.55ccea101a46c67e8f100a214ebacb31.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-529_jpg.rf.5e108c1eb50dbd8f63a533c32e56adab.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-529_jpg.rf.f66e4de5a2922c2828ff7f9f66984cd5.jpg: 640x640 3 Potholes, 9.0ms Speed: 2.9ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-52_jpg.rf.1f31cfdf57d2fedf79bcf91c5c70a968.jpg: 640x640 1 Pothole, 18.8ms Speed: 3.7ms preprocess, 18.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-52_jpg.rf.483e0038d5fbeb5c742c6082dfac8c76.jpg: 640x640 2 Potholes, 9.2ms Speed: 3.3ms preprocess, 9.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-52_jpg.rf.66b8e6b4bc98c0b13f253ab552ce8299.jpg: 640x640 1 Pothole, 15.0ms Speed: 5.0ms preprocess, 15.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-52_jpg.rf.6d89d1ee96efa36da1d65489691d128e.jpg: 640x640 2 Potholes, 15.8ms Speed: 4.0ms preprocess, 15.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-52_jpg.rf.84e57e6ab4ca03a859e64e7522a59f2a.jpg: 640x640 1 Pothole, 18.5ms Speed: 5.5ms preprocess, 18.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-52_jpg.rf.94693e0acecf85ae86dc2616a3391a7b.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.7ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-52_jpg.rf.d3ab9702c4fb724f74750f965a0cc1c1.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-530_jpg.rf.241077f685202edf231b16fd728c22c9.jpg: 640x640 4 Potholes, 9.8ms Speed: 4.2ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-530_jpg.rf.2d6124c12910d48106195df3e47c0905.jpg: 640x640 8 Potholes, 9.3ms Speed: 3.0ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-530_jpg.rf.5c973e5f755c664a1b515e893d41505f.jpg: 640x640 8 Potholes, 14.7ms Speed: 2.6ms preprocess, 14.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-530_jpg.rf.60e02a97a8c531ff3772b5f08a3eefda.jpg: 640x640 9 Potholes, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-530_jpg.rf.7f7084a5663379e5d066705d53ed4705.jpg: 640x640 6 Potholes, 9.1ms Speed: 2.9ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-530_jpg.rf.a9408dbd5381b5bb2b0e6d4f9b72ff2c.jpg: 640x640 7 Potholes, 13.0ms Speed: 3.9ms preprocess, 13.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-530_jpg.rf.da28a166213d8b15755900215ab85476.jpg: 640x640 9 Potholes, 9.1ms Speed: 2.8ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-530_jpg.rf.de0c5b1a616f8b9b46f7621b768d2e65.jpg: 640x640 6 Potholes, 9.7ms Speed: 3.4ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.0e3b48038c8fb5c425132e322028b8ed.jpg: 640x640 9 Potholes, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.1c15baf34157db661efb74c2a5e2d75f.jpg: 640x640 8 Potholes, 10.1ms Speed: 3.4ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.28818394eba08d8f7bf92a266a2ff2c4.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.5ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.35f8c9e6a292148293eaa5b07ecf9907.jpg: 640x640 4 Potholes, 10.4ms Speed: 4.4ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.37292b2ac60fb9b955e09672229dc1b2.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.9ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.471b6c3d71826b23507e921b21bdc2c8.jpg: 640x640 10 Potholes, 10.1ms Speed: 4.3ms preprocess, 10.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.693f16d9d62961869a13170630727858.jpg: 640x640 9 Potholes, 10.4ms Speed: 2.8ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.9475f496cfd41c9f8dbafb6f3c8b8b4f.jpg: 640x640 10 Potholes, 15.0ms Speed: 3.9ms preprocess, 15.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.afadbbc17677245fb6ddbd3b514e11a8.jpg: 640x640 10 Potholes, 17.0ms Speed: 2.8ms preprocess, 17.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.cab1a7a70c40279de7ae17230634d977.jpg: 640x640 2 Potholes, 12.3ms Speed: 3.4ms preprocess, 12.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.cf4d8ff3cc4f546350d60edab7a4b65f.jpg: 640x640 9 Potholes, 14.8ms Speed: 3.7ms preprocess, 14.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.e4f5dafc70f07b1c8af88d646d4af807.jpg: 640x640 7 Potholes, 9.0ms Speed: 2.6ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.f9df1913117a0786fe664e94714d23ba.jpg: 640x640 10 Potholes, 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-532_jpg.rf.9e1d971eee6ab050b300a8cbf544b89d.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.5ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-533_jpg.rf.3095fbccfca6b4184b8d42eefa419545.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-533_jpg.rf.de07d1dbd25d133288585a84400e370f.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.1ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-533_jpg.rf.f0e5fa00e046e74bbad383947ac60eee.jpg: 640x640 3 Potholes, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-534_jpg.rf.11eeed672d7af5d9b51b3fbe0077feac.jpg: 640x640 3 Potholes, 9.8ms Speed: 3.2ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-534_jpg.rf.21585eed4791350f9ce7864805d13d5c.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-534_jpg.rf.22be0b318eab0e1d5cfc96faab08f94b.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-534_jpg.rf.43069803b3126ad8553020a9fc6b8800.jpg: 640x640 4 Potholes, 9.5ms Speed: 4.2ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-534_jpg.rf.5e413e4ddd31d4f8248096af5bd45c8c.jpg: 640x640 4 Potholes, 9.2ms Speed: 2.5ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-534_jpg.rf.ca03eadce3b180279d40348994431b4b.jpg: 640x640 3 Potholes, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-534_jpg.rf.dd837fcd30d3ca7fe5af35c336ec49ef.jpg: 640x640 3 Potholes, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-535_jpg.rf.7c7e8ce4ca894729952c98b3397ccba0.jpg: 640x640 4 Potholes, 9.3ms Speed: 2.5ms preprocess, 9.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-535_jpg.rf.b88b3b3703ca21c344552ddc58250fae.jpg: 640x640 5 Potholes, 9.0ms Speed: 2.3ms preprocess, 9.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-535_jpg.rf.ba27e7fcc40f7b691a6d7be117463738.jpg: 640x640 3 Potholes, 13.2ms Speed: 2.7ms preprocess, 13.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-535_jpg.rf.c261f73b96cd90b104c60343ea3ea240.jpg: 640x640 5 Potholes, 13.0ms Speed: 2.2ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-535_jpg.rf.cf403e4d5f15f1157cc241caa63c2d68.jpg: 640x640 5 Potholes, 10.6ms Speed: 4.1ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-535_jpg.rf.cf69e82fe0941cda5c94ed4869e49d8e.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.0ms preprocess, 9.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-535_jpg.rf.cfec6c24358fae1c96c9159ed17a2463.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.3ms preprocess, 9.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-536_jpg.rf.93d6ac61684c3fc5c1750649b7d2c08f.jpg: 640x640 1 Pothole, 11.2ms Speed: 7.6ms preprocess, 11.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-536_jpg.rf.c2d6f3473e750e6833c5dbcb0705109f.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.9ms preprocess, 14.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-536_jpg.rf.e918a9d21e3db4e12a22f557bdd3f029.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-536_jpg.rf.f2c43f7573d475868853e7fb767ea210.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.0ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.03438a15cc9a0535112110c7b5d2527d.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.3cf1a92862e36da9690c60ab99176b87.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.3ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.418ba695a1765bb723f6d99ee4a57dbb.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.434799cac9db53545a9760d870a991aa.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.745cc537b25dde954cd8f7d9660611a4.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.7c31ec41a6a0ab5cd81c35dec434a5e9.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.4ms preprocess, 13.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.8e9e0188aa7af2c2af33f7033e00e06c.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.b444c7cfb298ed143806982ea8051611.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.7ms preprocess, 12.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.bf049d24151d311aa679e17587a2d28f.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.5ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.c1c1fd7051fec8791a91fe58c18cc0d7.jpg: 640x640 1 Pothole, 14.5ms Speed: 4.5ms preprocess, 14.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.e5dd8464796a34e0fff57e5a26dd6a2e.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.9ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.0f92854d45605fd06501e9c055fb3657.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.2ms preprocess, 13.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.3333d8bd9bdcad554c6446bec3b5ed49.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.4ms preprocess, 13.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.363dbd78ec740954a0f8e341f68c9cfe.jpg: 640x640 1 Pothole, 9.2ms Speed: 3.4ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.5b9af3d1616e5b26ec18d712fb1ad19a.jpg: 640x640 1 Pothole, 11.8ms Speed: 4.1ms preprocess, 11.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.6b8b7e9d8ef8add807b7af4564fc383c.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.3ms preprocess, 12.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.7c93d726917883a9c084250e96bae74f.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.7ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.7e30aad3bd922ebc15fe6a979048d256.jpg: 640x640 1 Pothole, 9.2ms Speed: 3.1ms preprocess, 9.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.8918914a04fdd3fa2cdd74bd300ba6a3.jpg: 640x640 1 Pothole, 9.4ms Speed: 4.4ms preprocess, 9.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.bd75deec4879167887c61947ac38ffa0.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.c75e054c09bd813debe4e1e36143d02d.jpg: 640x640 1 Pothole, 9.2ms Speed: 3.7ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.ce5819caccce5dbbd33136bb6dc2d163.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.db6005feef5866cf1a5426064117b55c.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.6ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-539_jpg.rf.38553f11bc3a0d66eb21b16e73ea8152.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-539_jpg.rf.8a10843ed0ba634eb8befe5d248d5d7e.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.6ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-539_jpg.rf.bb1217541c4c4616d5b4e0c14c516e3c.jpg: 640x640 4 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-539_jpg.rf.bc9d1c0c0d57c4e96f3593cb5f23a0e2.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-539_jpg.rf.c4dde422442a9f912f323211e0e8675e.jpg: 640x640 4 Potholes, 9.1ms Speed: 2.7ms preprocess, 9.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-539_jpg.rf.edbd24601333d572604ec30fbf301e2a.jpg: 640x640 4 Potholes, 10.5ms Speed: 3.4ms preprocess, 10.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-539_jpg.rf.f22de82afc54408c0afd5e01f21aa52c.jpg: 640x640 3 Potholes, 9.4ms Speed: 2.8ms preprocess, 9.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-53_jpg.rf.5e38764933962608236aab865191811c.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.6ms preprocess, 9.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-53_jpg.rf.74283b33ea465567490dba552b753d26.jpg: 640x640 1 Pothole, 16.1ms Speed: 4.3ms preprocess, 16.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-53_jpg.rf.a6e023d763022ad826ca948a1854bd9c.jpg: 640x640 (no detections), 14.0ms Speed: 3.3ms preprocess, 14.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-53_jpg.rf.b1811a8055c222f4ab0291553778f7cd.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.8ms preprocess, 10.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-53_jpg.rf.c655a43190ceaf9b597a36bc1b733494.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.1ms preprocess, 15.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-53_jpg.rf.effd920cca808b505387be6725ec0ae1.jpg: 640x640 (no detections), 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-540_jpg.rf.1d4d0b8cad9d9cd927d6529a80116570.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-540_jpg.rf.358dcdf374579e37560376615d021241.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.0ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-540_jpg.rf.4d076b4b36a684c8662ecf362dac8cc6.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.1ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-540_jpg.rf.84219b58ebb3c93961c264f05eef3c8e.jpg: 640x640 2 Potholes, 13.5ms Speed: 2.5ms preprocess, 13.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-540_jpg.rf.fae816350a1e66e7c085e24bf8a1f413.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-541_jpg.rf.0b824e029947f90894caeb1c07467d50.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-541_jpg.rf.0fce94ff3f9090b597f7b9280c1b3a09.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-541_jpg.rf.44336d1d330cb071ac61fa7e63ee513f.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-541_jpg.rf.49dc286447250a0082b55d3542def7c5.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.5ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-541_jpg.rf.5cbcf5fa35ccee70610b780e2cac00e1.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-541_jpg.rf.c3b5be7eb1f003d0597bd72beb2e9814.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-542_jpg.rf.20329d71b4105c71b8839655452dd008.jpg: 640x640 2 Potholes, 9.6ms Speed: 3.2ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-542_jpg.rf.2b2f9ae3f9891618c68fd6f372f021e0.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.7ms preprocess, 9.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-542_jpg.rf.76f0dc5a198e3842cf1864f139317201.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-542_jpg.rf.7ba7ac1e68e6e689c80c925c185c3f2f.jpg: 640x640 2 Potholes, 18.1ms Speed: 2.9ms preprocess, 18.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-542_jpg.rf.8426fd03212dfddb708a55ea10869b37.jpg: 640x640 2 Potholes, 9.5ms Speed: 3.1ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-542_jpg.rf.a52167fe3951fe56faea55c158bd963d.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-542_jpg.rf.adb994a01fd6e5301d7f8195e681e755.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.07317888be29cff71f3ad2f39d40bda3.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.1b309703a0fa20889d32966972de9eab.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.373723121ac68895c47d035aa022667b.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.4ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.4776dc0cd4f4d609e7d62ffe31ab8f8c.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.a83266dfb2d41d4f083292909bfa3683.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.9ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.b0c5f027b44797992f92e9a5297a033a.jpg: 640x640 3 Potholes, 10.8ms Speed: 2.1ms preprocess, 10.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.b5d9d7283a74125548150783df6e2b87.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.5ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.d6493ff04aa4de50c41ad5d7ce75400d.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.4ms preprocess, 11.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.fbcd6895b43c53f40d77229be48d2042.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.0a8e75754de7ca9d736e0ec5d76817af.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.0f13e9a2bcaa828a63fd74f194eb1b86.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.26e08d412ff0879e4133cb7e0c9828fe.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.512086fa531d10afcc9db3f01d0fa2e7.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.3ms preprocess, 11.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.5f5962fcbb9b67378a9839f9dad2b2f1.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.6dcf609ce01ffaac743a4acf0eb90617.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.4ms preprocess, 15.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.7cc2cf07f54d1ca53fd5bf2e7b0a439c.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.7cc30b15d7398a41d5a0f99a75fdec99.jpg: 640x640 1 Pothole, 9.1ms Speed: 3.6ms preprocess, 9.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.7d268dbf3953bd8a272253822719822f.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.0ms preprocess, 17.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.921b1516811b2bc51e91c6698df282aa.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.6ms preprocess, 9.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.a4b32738e611b3ae9baf9026ec26f817.jpg: 640x640 1 Pothole, 17.8ms Speed: 3.4ms preprocess, 17.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.a685a7912e0daa8d508773d281134ddd.jpg: 640x640 3 Potholes, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.beab251892b385790207a9513c6c387e.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.4ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.c1d366a36c6b4b014f48b84e3cf6ed89.jpg: 640x640 2 Potholes, 11.6ms Speed: 3.9ms preprocess, 11.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.de22ca49dd325dd1cd1627220beea7fa.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.f6955542990eb9e4215b85e70b520674.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.048f87c0ee5f17b07f81c9549e141e81.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.6ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.0d0a62af36a1de42faf4a07c6faec667.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.50ba4145697ce43b8cf6dbb53def3109.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.5ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.5853405ee24ed10b1f4c43199a3d8bb2.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.6c1b76e672c40db817d0bd05a2b4da0d.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.5ms preprocess, 8.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.6db5f8d7a8551eea4cff5a4964b4cfbd.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.820ba160a9f75cfc0ad44d3f12973719.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.0ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.878dcbc363360d7e0cb52dc5155100d9.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.c896bb08b8e3d9f8f584ba3a2a17e5e4.jpg: 640x640 2 Potholes, 8.6ms Speed: 3.3ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.d3249fabc93d16a635773e64f015bbbb.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.7ms preprocess, 13.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.f8f6246d534cd5d6e4c95f7cdfd4a274.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.3ms preprocess, 10.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.0b9b4f1d0484a398b697cc136dfedc16.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.45881579235ca1e3e6b2e30c46dfb388.jpg: 640x640 (no detections), 11.8ms Speed: 3.3ms preprocess, 11.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.591383d64e7ba4682ce11fe85994ec0e.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.5aa4fa291e273571c5f3348a4fa1714a.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.8ms preprocess, 13.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.6eb7d8da1f44671475ddc8fc6165d44d.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.84ecebd8e2b2ee6f27143cd0f1f5b4f0.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.4ms preprocess, 16.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.8840a37a897d50ea735338c9e182173a.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.6ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.a3a23d4bfc7e8193e869d72e54f9b42a.jpg: 640x640 2 Potholes, 12.2ms Speed: 4.3ms preprocess, 12.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.a968ac37933b00b97508169c29d7be73.jpg: 640x640 1 Pothole, 8.7ms Speed: 3.5ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.afd784d5a515019193a9147cfb6b1bfb.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.0ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.d1fef40aa5488a78823899f71c5c502b.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-547_jpg.rf.21dd55708471d2e31f0d85d5122c75d7.jpg: 640x640 3 Potholes, 13.8ms Speed: 2.9ms preprocess, 13.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-547_jpg.rf.41a0681ddb68b6384e475306ac821b8a.jpg: 640x640 3 Potholes, 10.5ms Speed: 3.2ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-547_jpg.rf.5a2cab6419e932e575901be8f3974323.jpg: 640x640 3 Potholes, 14.3ms Speed: 3.8ms preprocess, 14.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-547_jpg.rf.8aef2e8e83af5f70212f960e83bb12c0.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.9ms preprocess, 8.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-547_jpg.rf.c14e25d71438e71b3058861a65863c11.jpg: 640x640 3 Potholes, 13.7ms Speed: 4.3ms preprocess, 13.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-547_jpg.rf.cb602832c6936cde7101917a1a5d93be.jpg: 640x640 1 Pothole, 8.8ms Speed: 3.6ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-547_jpg.rf.ccecac1fc7618e97cf13caae180ffef7.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.3ms preprocess, 9.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-547_jpg.rf.d7b3c9a11d05c1c397c992926173c36b.jpg: 640x640 2 Potholes, 13.4ms Speed: 4.5ms preprocess, 13.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-548_jpg.rf.02293a75781c61284898586991d8116d.jpg: 640x640 2 Potholes, 12.0ms Speed: 3.0ms preprocess, 12.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-548_jpg.rf.1e242dbcedf980de5dcc168c7582f012.jpg: 640x640 2 Potholes, 18.4ms Speed: 3.2ms preprocess, 18.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-548_jpg.rf.3d97ae044695cb3d6e3f7adb5cd03af7.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.6ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-548_jpg.rf.58ead7d1e672905e19ab9e5006c5d997.jpg: 640x640 2 Potholes, 19.0ms Speed: 4.1ms preprocess, 19.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-548_jpg.rf.776e574cced367f8f1d7337de1d26a67.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.6ms preprocess, 13.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-548_jpg.rf.be9fdecda6bface600029aa915f7b4e7.jpg: 640x640 2 Potholes, 9.6ms Speed: 3.2ms preprocess, 9.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-549_jpg.rf.09a73b6268cdf75b4c34703557245ba2.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.8ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-549_jpg.rf.3e64d756b053a4b01f97de7f113620d3.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.2ms preprocess, 12.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-549_jpg.rf.e204f9e928b6bea3d8e79f8393f8fca2.jpg: 640x640 3 Potholes, 12.0ms Speed: 3.0ms preprocess, 12.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.03289b151a1eef8353692d56bd2f0254.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.0938aab343b7244d05e131429821633d.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.36d7ac9f560da5c762eb6984e9909191.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.3b79161ea7cad8b2975aebb2a63d2000.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.4e10a2801500a3c1b24b980f55b7eb03.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.58ebbb46abdfd505e825bdd6f0355789.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.6cae814b7f6a55e9db6df49a031d6878.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.6ms preprocess, 16.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.6de4a179e93cccdebe1603e992f44fc8.jpg: 640x640 1 Pothole, 18.1ms Speed: 3.1ms preprocess, 18.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.927e1332789eb8fe4e76db5ecde6c5f1.jpg: 640x640 1 Pothole, 14.8ms Speed: 3.0ms preprocess, 14.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.9f47b67aa29ac93d2c3d397c65310936.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.7ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.ef268967d679e685ce3bc57e35030577.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.7ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.fc55d5f792bcb2761563d01f89f24271.jpg: 640x640 1 Pothole, 17.8ms Speed: 2.4ms preprocess, 17.8ms inference, 6.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-550_jpg.rf.0824db02326ed8b96760e65483a98bfb.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-550_jpg.rf.390ec08124d5a2e001dce5643826f124.jpg: 640x640 7 Potholes, 8.7ms Speed: 2.0ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-550_jpg.rf.9c819a4b9cff54280cd70c5cfbf9c7fc.jpg: 640x640 7 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-550_jpg.rf.f51e994757d5f9a7ca9d97b57053db4d.jpg: 640x640 6 Potholes, 9.2ms Speed: 3.7ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-551_jpg.rf.2987b977bfa2e9693d4ac2d540f5a3a1.jpg: 640x640 10 Potholes, 13.6ms Speed: 4.5ms preprocess, 13.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-551_jpg.rf.612327a969d3916026c5482d68066939.jpg: 640x640 8 Potholes, 10.3ms Speed: 2.7ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-551_jpg.rf.628824cff0d40aa788527eb45f4bd9c7.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.9ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-551_jpg.rf.9c3d19af9e4395a06c236e22b93bd803.jpg: 640x640 8 Potholes, 17.5ms Speed: 3.0ms preprocess, 17.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-551_jpg.rf.ae07a8ec1c93cd593b230bd52e01e51c.jpg: 640x640 10 Potholes, 9.0ms Speed: 3.5ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-551_jpg.rf.eab892e3c9ada0861317a7296f78589b.jpg: 640x640 (no detections), 12.0ms Speed: 4.0ms preprocess, 12.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.2e049beed333e26799100f1301bafad5.jpg: 640x640 17 Potholes, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.39c66a4063453b9302f7dce443b39268.jpg: 640x640 2 Potholes, 8.7ms Speed: 3.8ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.4689f3c144f10ad1e8ead5aeb80ff0e1.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.475f9145a419f5111b54719ace634496.jpg: 640x640 18 Potholes, 11.0ms Speed: 2.6ms preprocess, 11.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.71308955d43fd851b03926e90933e9f8.jpg: 640x640 17 Potholes, 8.6ms Speed: 3.0ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.b436dde0b6f2af9ee10f3f700fef8eb8.jpg: 640x640 18 Potholes, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.b77f73a4423f00053bc9e1c871e4b5b5.jpg: 640x640 10 Potholes, 22.1ms Speed: 3.8ms preprocess, 22.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.b8d6d6efac51b130b3fa37ee96249f33.jpg: 640x640 2 Potholes, 14.2ms Speed: 3.0ms preprocess, 14.2ms inference, 7.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.b9379c96a873e8f38c0db11e69494950.jpg: 640x640 2 Potholes, 15.4ms Speed: 3.1ms preprocess, 15.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.d7f6af69a7d3c6d576642577ee786f12.jpg: 640x640 17 Potholes, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.ff2503b61e8265a86df59a9eb186946f.jpg: 640x640 18 Potholes, 8.7ms Speed: 3.1ms preprocess, 8.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-553_jpg.rf.2bfb8c442ab2e24953c82ca71b177334.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-553_jpg.rf.a5c52e0d3e391c91ec6e26749e5362e0.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.8ms preprocess, 9.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-553_jpg.rf.c699ae4b765e62c463f3bf69cc9fd9fb.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.0881c7d9f80585835dc391ac2420adc3.jpg: 640x640 6 Potholes, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.1371209bc887e148ae6e82dc03c54f09.jpg: 640x640 6 Potholes, 9.0ms Speed: 2.8ms preprocess, 9.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.1a04a3893b15173596094b427a13cf96.jpg: 640x640 7 Potholes, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.4408a2f59938699b6214a9055566b2f1.jpg: 640x640 (no detections), 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.472c2cfd814ba7f11c0a92d00715c68e.jpg: 640x640 8 Potholes, 8.9ms Speed: 2.7ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.4f0357ceb03bc0ad5ed6578f756df3c9.jpg: 640x640 4 Potholes, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.7c934ae7759fecf4cb53496f2c2641cf.jpg: 640x640 6 Potholes, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.a3edf0bc0e408405e2ccd2bd26be4836.jpg: 640x640 6 Potholes, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.d3b7b33664a728674361bc2630df4808.jpg: 640x640 6 Potholes, 13.2ms Speed: 2.2ms preprocess, 13.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-556_jpg.rf.131fe60b14e78aa1ffa78d82e8782e5d.jpg: 640x640 1 Pothole, 18.2ms Speed: 2.4ms preprocess, 18.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-556_jpg.rf.2c6f2eb8387e530ab68963c738e8b9b7.jpg: 640x640 3 Potholes, 13.0ms Speed: 2.7ms preprocess, 13.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-556_jpg.rf.3b522a2baaf28d46a6b747be14f642f5.jpg: 640x640 3 Potholes, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-556_jpg.rf.f33d569d1e77454c7f3a8f46e0e064c7.jpg: 640x640 5 Potholes, 11.3ms Speed: 2.9ms preprocess, 11.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-557_jpg.rf.6a9914cef93a89cbc48d045ee2b6fd19.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.6ms preprocess, 9.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-557_jpg.rf.a446d183fe6b13a9c2a6883764e4940c.jpg: 640x640 1 Pothole, 13.1ms Speed: 6.2ms preprocess, 13.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-558_jpg.rf.32c1ddf6a20ac2296272fdb9f58fc4ce.jpg: 640x640 (no detections), 10.1ms Speed: 3.4ms preprocess, 10.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-558_jpg.rf.80bea88ee3307247fd2eb2afc9d9a44a.jpg: 640x640 1 Pothole, 12.0ms Speed: 4.0ms preprocess, 12.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-559_jpg.rf.1be8f84828b4fa1ead867148370e8986.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-559_jpg.rf.243eeb8f1835ac6f00f66b084817068b.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.1ms preprocess, 11.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-559_jpg.rf.331033434b4397d496b696fda8a779dc.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.7ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-559_jpg.rf.65f03494776267500d47077651861860.jpg: 640x640 1 Pothole, 16.0ms Speed: 2.3ms preprocess, 16.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-559_jpg.rf.6a5a49f6508ba2ec5d618fd16f090dc0.jpg: 640x640 1 Pothole, 9.2ms Speed: 3.0ms preprocess, 9.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-559_jpg.rf.9556cf29088d192b3e313370affea853.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-559_jpg.rf.990f29904d254ef1ae03f768940038f1.jpg: 640x640 1 Pothole, 9.1ms Speed: 3.1ms preprocess, 9.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-559_jpg.rf.a98106ae3462cf564b45e1283f7608c2.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-55_jpg.rf.94499ae5f971128f8a88eeee209eeb70.jpg: 640x640 4 Potholes, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-55_jpg.rf.b542bc5d8c21aea7b3336463495e956f.jpg: 640x640 2 Potholes, 9.3ms Speed: 3.4ms preprocess, 9.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-55_jpg.rf.c593fbaa8fc3fa5cf2f54123161eb4e4.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.0ms preprocess, 9.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-560_jpg.rf.70e093ffd04d1c7b43b27b1fc84a0945.jpg: 640x640 5 Potholes, 17.4ms Speed: 2.9ms preprocess, 17.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-560_jpg.rf.a93f6fc0d5088eef4e819c74200751f1.jpg: 640x640 5 Potholes, 13.2ms Speed: 3.9ms preprocess, 13.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-560_jpg.rf.cdc9ccddcf1ff0fe841af155224d980a.jpg: 640x640 1 Pothole, 9.3ms Speed: 3.8ms preprocess, 9.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-560_jpg.rf.e6d5dd35ee18205f81b744d7010ec6aa.jpg: 640x640 4 Potholes, 9.3ms Speed: 3.0ms preprocess, 9.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-560_jpg.rf.f54978ccc5fca577e5948a3e7e53ea75.jpg: 640x640 4 Potholes, 9.0ms Speed: 2.3ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-560_jpg.rf.ffbfcbab77de4ac30d67353ed45e5f5b.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-561_jpg.rf.752c76a202f74a4b8ae075de5c5e9919.jpg: 640x640 8 Potholes, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-561_jpg.rf.ebbd76f2d040e40b50402f7986a0ec91.jpg: 640x640 8 Potholes, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-561_jpg.rf.ed21538e0f516ca7c6929087ce3540af.jpg: 640x640 4 Potholes, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-561_jpg.rf.f3b099b8db7d5e0b17be56f082205730.jpg: 640x640 3 Potholes, 9.3ms Speed: 2.6ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-562_jpg.rf.03795b4a1730baae462679076eb199eb.jpg: 640x640 3 Potholes, 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-562_jpg.rf.823b5cee1ca0a22951a7b2c768701266.jpg: 640x640 1 Pothole, 9.1ms Speed: 1.9ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-562_jpg.rf.ee50d6bd0a8cf16d7d2ba48046a832d2.jpg: 640x640 (no detections), 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-562_jpg.rf.f5f74e413fbc0a9e75966dd6f1cfc2f5.jpg: 640x640 4 Potholes, 13.5ms Speed: 4.0ms preprocess, 13.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-562_jpg.rf.f70bfb184686067f27b24934feab4b61.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.0ms preprocess, 8.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-562_jpg.rf.f850ef1a35d868d740ecd000997db48b.jpg: 640x640 (no detections), 8.9ms Speed: 1.9ms preprocess, 8.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.0359744391b7e88047652e252104eb5a.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.18fb03c3b0c7a9522b3d5481e551b19f.jpg: 640x640 2 Potholes, 9.1ms Speed: 3.1ms preprocess, 9.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.1f017ae13a36fe3e470c259a4c3d685c.jpg: 640x640 2 Potholes, 10.1ms Speed: 3.9ms preprocess, 10.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.20f9fd10644724050f8f350accb06312.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.8ms preprocess, 9.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.6dec807d1a05d0aefda97c491d6d97ee.jpg: 640x640 1 Pothole, 9.3ms Speed: 3.7ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.830b086b3510f3c71e0f61d0a28030fb.jpg: 640x640 2 Potholes, 16.9ms Speed: 4.2ms preprocess, 16.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.cc031698ba96b395969ff13d72cc96d2.jpg: 640x640 2 Potholes, 9.2ms Speed: 3.4ms preprocess, 9.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.dc0f0758bead0830c978360515661037.jpg: 640x640 3 Potholes, 11.0ms Speed: 2.4ms preprocess, 11.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.ed95e7ee5ddf2414d92767eefefebe2b.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.9ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-564_jpg.rf.2f158ff8565d0b447e06a070d93aebf2.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-564_jpg.rf.3b1d2d253a91a74f421d7216e6f9f49a.jpg: 640x640 12 Potholes, 9.1ms Speed: 3.7ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-564_jpg.rf.6579b0445b35db97273453b9641c38e1.jpg: 640x640 7 Potholes, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-564_jpg.rf.c9b302f05fcd25c247752b975da5c2b5.jpg: 640x640 7 Potholes, 14.5ms Speed: 3.4ms preprocess, 14.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-564_jpg.rf.d3b4af5fbd7a18cf20df22baa703f51d.jpg: 640x640 9 Potholes, 12.7ms Speed: 2.1ms preprocess, 12.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.07dc1670353db7f3cae243dde54a88a0.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.15c8ab7ad95f8dd6df59d7b3a1110f0b.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.1e605e0cf60e7fd83217b802642eb1ea.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.5a82decfe18ffabd9704658a3e7b9584.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.87f01e4a5de0e42b865f748c0259e82e.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.8b9e89397b84bccf95ef0f38be41caa3.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.0ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.9b6768e858a301a83291abbbca87b47b.jpg: 640x640 (no detections), 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.f150edda99c066fe86e559175fb3e722.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.ffbc0503056a791473b9e6967eb74482.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.9ms preprocess, 9.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-566_jpg.rf.4dd3579b2201981b183575ebbd47ed72.jpg: 640x640 5 Potholes, 9.8ms Speed: 3.1ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-566_jpg.rf.be88161d20fa0993fe131218a5d871fc.jpg: 640x640 3 Potholes, 9.8ms Speed: 3.0ms preprocess, 9.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-566_jpg.rf.d82b52bb2e25556e4d510b8526c46d2f.jpg: 640x640 6 Potholes, 11.3ms Speed: 4.0ms preprocess, 11.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-567_jpg.rf.494aee005b20ff3975865c55e7f02101.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.7ms preprocess, 9.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-567_jpg.rf.4f9bc1b4ec14a9bdaa4d66af7e849bb9.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-567_jpg.rf.968510f760fb47e03ef13f8551656cfd.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.9ms preprocess, 9.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-567_jpg.rf.aacab29e028b4e279c74fe24ad2abea0.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.8ms preprocess, 9.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-568_jpg.rf.07391971247e5dc5b3e2cbd819a5fdc5.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.7ms preprocess, 11.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-568_jpg.rf.68cfded2f929e1310255b97d2a627d58.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-568_jpg.rf.7e56df50d400749d62fab2a5696e0d7e.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.2ms preprocess, 14.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-568_jpg.rf.b5aaa2f84be43875b13690ce18143cf9.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.5ms preprocess, 9.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-568_jpg.rf.bcc949de8caa110ba7b275e677b3b712.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.5ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-568_jpg.rf.f2628959d97dbbe99e82f96d604ea566.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.0f09bf18eaaec0ccbfea9795bd2d611f.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.6ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.2de0c924bc7e1389d4f52d4532de1b5e.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.8ms preprocess, 8.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.323a266d48657eabbeae5761acc0da2b.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.8af1f3e3c620032d330815df8f3a620f.jpg: 640x640 2 Potholes, 11.4ms Speed: 3.1ms preprocess, 11.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.971020440d36622aa7fb9f0a25fca6aa.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.8ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.e0f9ec942bf8038f99b81f11e41a189f.jpg: 640x640 2 Potholes, 13.3ms Speed: 3.2ms preprocess, 13.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.f3c104eb9719acf7608a63111bb81474.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.9ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.f93c047199876f0741ecf92da8f96fe6.jpg: 640x640 2 Potholes, 9.1ms Speed: 3.4ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.fea791e69ab147ca315f33a68e533e7c.jpg: 640x640 (no detections), 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-56_jpg.rf.31e03f78bfedf0bb69a26070e76d2478.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.3ms preprocess, 13.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-56_jpg.rf.a43ef2118102902e31c2277842e73d38.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-570_jpg.rf.28296c58b2c100c102cb1a59b70b8b6e.jpg: 640x640 4 Potholes, 15.6ms Speed: 3.3ms preprocess, 15.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-570_jpg.rf.72b92ba64734e9565b374294dbab973e.jpg: 640x640 2 Potholes, 11.7ms Speed: 2.8ms preprocess, 11.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-570_jpg.rf.7ae8773e6c71c5b3c3eab553356f49cc.jpg: 640x640 4 Potholes, 9.0ms Speed: 2.6ms preprocess, 9.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-570_jpg.rf.7dd7b7e2a61c02bd3fe3fce548809e10.jpg: 640x640 4 Potholes, 9.0ms Speed: 2.7ms preprocess, 9.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-570_jpg.rf.a5fb4d4096e0483eb2bad0c8084ac337.jpg: 640x640 4 Potholes, 8.9ms Speed: 2.5ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-570_jpg.rf.b75a4349b285362a1510aa40a60fbb17.jpg: 640x640 3 Potholes, 9.2ms Speed: 2.9ms preprocess, 9.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-570_jpg.rf.c793878088eeefc1657b660dcd0c17b5.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.5ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-571_jpg.rf.04abcd245156239c3062bdad9b9be21d.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-571_jpg.rf.41a22a2092605e3769409eec2de0cfb6.jpg: 640x640 15 Potholes, 10.9ms Speed: 3.5ms preprocess, 10.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-571_jpg.rf.5f628b05f9a45593747d842ad86c4226.jpg: 640x640 14 Potholes, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-571_jpg.rf.602cfbbcac2990f5a6c5f12dae3b89f1.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.9ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-571_jpg.rf.6639a59f723ccea2b3764ad6505001e2.jpg: 640x640 15 Potholes, 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-571_jpg.rf.72ec2758b48b1d0672249e38fb46ae66.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.8ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-571_jpg.rf.935983a6daeb27a82d824d9d682530a3.jpg: 640x640 14 Potholes, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-571_jpg.rf.ae549ad6aef82c0b8157a0641f6e4a27.jpg: 640x640 4 Potholes, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-572_jpg.rf.0d1ac8fe461a6f988bf4fc24ea5de0f6.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-572_jpg.rf.41117e1e54bb22bc427bcfccd543c1e1.jpg: 640x640 2 Potholes, 9.1ms Speed: 1.9ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-572_jpg.rf.45409e96cd71130a5c9d87e7fd480275.jpg: 640x640 (no detections), 9.1ms Speed: 2.0ms preprocess, 9.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-572_jpg.rf.5b7809b26ced1e2046f8dbc041ac8fec.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.0ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-573_jpg.rf.10c7eb1cb5af4e2435b81a603e6b5768.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-573_jpg.rf.e015290cf7a9af5144805a1490d85e41.jpg: 640x640 2 Potholes, 13.3ms Speed: 3.0ms preprocess, 13.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-574_jpg.rf.3d16f8d884bf629296b10dcace640040.jpg: 640x640 9 Potholes, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-574_jpg.rf.3ef912a871bd810af22d1117e8c5f5ed.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.3ms preprocess, 11.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-574_jpg.rf.a39ec864e85cf7cdbd51ca98df1cc471.jpg: 640x640 8 Potholes, 16.4ms Speed: 2.5ms preprocess, 16.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-574_jpg.rf.cd6a2f7f3783481ea324867fbb2fdf6a.jpg: 640x640 9 Potholes, 17.6ms Speed: 2.6ms preprocess, 17.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-574_jpg.rf.f4330f4ae7b10d7a21481cecdca78d2c.jpg: 640x640 9 Potholes, 9.1ms Speed: 1.9ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-576_jpg.rf.8901c4730350dbbc74fccfcf2a2dc47f.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.1ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-576_jpg.rf.bf4f3b1f57c7398a5d562615d2a27bee.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.1ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-576_jpg.rf.c35cbf33dec683098627d198698d65e7.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.5ms preprocess, 16.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-576_jpg.rf.cc314214f29e3a26b9f6daf1c87e3f67.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.2ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-577_jpg.rf.56b4eaf1539dfadabb19636f57bfe5d6.jpg: 640x640 9 Potholes, 9.5ms Speed: 3.4ms preprocess, 9.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-577_jpg.rf.d37e9f0eef7e918f03f559e703a20754.jpg: 640x640 15 Potholes, 10.2ms Speed: 3.7ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-577_jpg.rf.fe98031b3e21b2eed4315d664e5e01ac.jpg: 640x640 14 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-578_jpg.rf.34e1d770f7b2604915f6e0d849c52df9.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.5ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-578_jpg.rf.66fc0ed8a5b6eba9c20dd0dad163f96e.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.3ms preprocess, 15.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-578_jpg.rf.8422dc2ca08ff5a54fd0ddce4af0c9b3.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.8ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-578_jpg.rf.8d695f8b3652cf6ebaa0c71758b0282e.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.1ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-578_jpg.rf.a35bdd5503e3c26bd07f053be4c9a104.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.3ms preprocess, 10.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.0308ace430accc963398d43389b58545.jpg: 640x640 (no detections), 12.4ms Speed: 2.5ms preprocess, 12.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.107a131f636e1e9890d3126970ca104c.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.4ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.167bf7b9a1125500b6aca19a4c0a012c.jpg: 640x640 1 Pothole, 9.3ms Speed: 3.0ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.1a63a38bb232d32e0e37ee7e442bbf55.jpg: 640x640 (no detections), 11.5ms Speed: 3.4ms preprocess, 11.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.1d900ab898d84c689e6ab55138f814b2.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.5ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.346747e033c5ec2305e0baab8808a45c.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.7ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.3ef66531c032857f25268596ef59429f.jpg: 640x640 2 Potholes, 12.7ms Speed: 5.2ms preprocess, 12.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.5055ae38606b8b8d801c8473198755fe.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.4ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.59ca37869a3d9e8ee784208bb3e352cc.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.3ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.a3d46d5ec56e2f7c183e36a95cc0a1c2.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.b2901afa4de607bba19863abd46de04c.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.bceb59d266251cb204dc5fc0b5fbc439.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.cb6df403230c363168348ff4e7629595.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.debcc3431184078652b82a7e56a172c8.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.f76f43a4d502f988b03691eef36f0748.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.fb946bdf558b5bd2236ff1a561c6fbca.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-57_jpg.rf.13bc8499b925599155fd702e63ed2275.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.9ms preprocess, 9.6ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-57_jpg.rf.3c3ab558d0ebd8e7aae1050c60e18fd9.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.1ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-57_jpg.rf.76bc5ed07b451f40743ff36c44eb792f.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.2ms preprocess, 10.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-57_jpg.rf.8354cf4ec09396e59e1cfe99b52d1f22.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.5ms preprocess, 9.3ms inference, 7.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-57_jpg.rf.89208144724d2add80e74ab0407a7f2b.jpg: 640x640 1 Pothole, 9.3ms Speed: 3.0ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-57_jpg.rf.95ab2aec27ca707bf9575f2042f442be.jpg: 640x640 2 Potholes, 16.2ms Speed: 3.0ms preprocess, 16.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-57_jpg.rf.cc60fb9048d445f74f9535237bb5d87d.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.8ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-57_jpg.rf.ff636a4d696bcc6beed688c0dbd7b685.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.9ms preprocess, 12.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.110c8e0a86817e48bd47b953b6a281bd.jpg: 640x640 1 Pothole, 10.7ms Speed: 4.8ms preprocess, 10.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.124450e8d1404039b8909e619ae285b9.jpg: 640x640 3 Potholes, 9.3ms Speed: 2.6ms preprocess, 9.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.1879ceda9009b9beee7343db295d1cbd.jpg: 640x640 3 Potholes, 9.7ms Speed: 3.0ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.5202361e0013993b40672ce59a088e0c.jpg: 640x640 2 Potholes, 16.4ms Speed: 2.5ms preprocess, 16.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.7d370a06816bcf0fd2af6eb5dd3d8976.jpg: 640x640 3 Potholes, 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.7fcf9b8ccec382b99e7c42851f0a2548.jpg: 640x640 2 Potholes, 9.4ms Speed: 3.4ms preprocess, 9.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.8c99c404945dc94b7b01dcf66cc0ba73.jpg: 640x640 3 Potholes, 13.5ms Speed: 2.4ms preprocess, 13.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.a0043019b62104aa777b7110276dd692.jpg: 640x640 3 Potholes, 13.7ms Speed: 2.5ms preprocess, 13.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.ccfecadbfa7856c376394c8405c90717.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-581_jpg.rf.31115c6ee8331433e0e77511350bc07c.jpg: 640x640 9 Potholes, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-581_jpg.rf.bd2d03d50ff35049b2b30433ae66871e.jpg: 640x640 12 Potholes, 9.0ms Speed: 2.0ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-581_jpg.rf.c1201fa3ec14ea55abc50b05b5edcd97.jpg: 640x640 3 Potholes, 11.0ms Speed: 2.4ms preprocess, 11.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-581_jpg.rf.c2d02b7c2a70ef45972b7df2da75f727.jpg: 640x640 11 Potholes, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-581_jpg.rf.ce78b88d7c0f9ef6863cf9749d1a70bc.jpg: 640x640 12 Potholes, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-581_jpg.rf.fc314f24f664517791536563a72bbe97.jpg: 640x640 2 Potholes, 9.6ms Speed: 3.7ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-582_jpg.rf.f4a4e12c79d3a03619f9b92015dba207.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.4ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-583_jpg.rf.401aa0f2e2e87890b32bf0e553fb6caf.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.6ms preprocess, 14.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-583_jpg.rf.56e2f4a0435cdb0a23839ace74cc2b0e.jpg: 640x640 (no detections), 16.2ms Speed: 2.8ms preprocess, 16.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-583_jpg.rf.776a0c0b8ec9950dc34496bbdc366398.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.1ms preprocess, 12.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-583_jpg.rf.9339dd442fe30646639db468fecbffe6.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.8ms preprocess, 9.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-583_jpg.rf.abe310a0a789545ac33838a26822a1f3.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-583_jpg.rf.c0a85bb9d407a8b6e08642a5f34b233c.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-583_jpg.rf.e3f1113a103f40509f679e064fdd0b1c.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-583_jpg.rf.f40eeeb51451353673f86298a11941e7.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.3ms preprocess, 9.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.09987231432f41d8f4555907a5a8214a.jpg: 640x640 2 Potholes, 9.7ms Speed: 6.2ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.0f437084b317bab76ca46c434f579160.jpg: 640x640 (no detections), 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.1f2633b233d151a7cc56d504eabaaf02.jpg: 640x640 3 Potholes, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.1f520dd437705f477bb4adcea9c0087f.jpg: 640x640 (no detections), 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.29d038cd15f1c5451b10d56c767bf46f.jpg: 640x640 3 Potholes, 13.2ms Speed: 2.0ms preprocess, 13.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.3e1d526531fe76d9a58d8e7fceab64ee.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.5adca47848887e73ba34132924348cab.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.5ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.688ccc3a742fc5219f1ef32b824357fb.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.714e5f8448952ae52dd395fefb3d73d6.jpg: 640x640 2 Potholes, 9.0ms Speed: 4.0ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.7e3ab5c0890ed11fe37cf74804ed4ab8.jpg: 640x640 2 Potholes, 18.0ms Speed: 4.0ms preprocess, 18.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.940c715ac365df07bfb2beb8a394ce96.jpg: 640x640 2 Potholes, 9.1ms Speed: 3.1ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.a1f698b8050c82bc0d10dde3b1a0d92b.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.2ms preprocess, 12.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.b4507fb29b54823cebb68eabee2167fb.jpg: 640x640 2 Potholes, 14.0ms Speed: 3.4ms preprocess, 14.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.e4bc625472a07e7e1bca75ef09b34cee.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.5ms preprocess, 9.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.1cf3fc6be12c27d1502dc962b1573ab2.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.28650b27d93593729c252caf99836d18.jpg: 640x640 5 Potholes, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.420e296901d3474dedc4e499641ea4ea.jpg: 640x640 4 Potholes, 8.9ms Speed: 3.0ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.5446480d2521cff43bc8589fd5153a76.jpg: 640x640 5 Potholes, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.9858cc9e04a55da7c1e94877351fc639.jpg: 640x640 3 Potholes, 13.5ms Speed: 2.2ms preprocess, 13.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.9e898bdcb880df06c117a365a42ff5ed.jpg: 640x640 5 Potholes, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.d04ccd52ffea9f6c7fea942862f79e92.jpg: 640x640 3 Potholes, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.d54f85cfc6b6f56328c427b138446b84.jpg: 640x640 5 Potholes, 10.7ms Speed: 2.4ms preprocess, 10.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.ff711aeb572b79ac7caffa775027ad11.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-586_jpg.rf.0e5a0f26abf49e227ade4afa2ec7ef11.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.5ms preprocess, 11.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-586_jpg.rf.107bf6ae0d8c5e00bcb9f5d111b8b081.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-586_jpg.rf.19071e2eeced22c878b40912a48162a7.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.9ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-586_jpg.rf.34d58b43d9f334b8f5f1519f1fc6551f.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-586_jpg.rf.e83bf98b2506db323b539bb8d1e8b48a.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-587_jpg.rf.7b7c3a66c49782d5d65a0222a937d752.jpg: 640x640 2 Potholes, 12.0ms Speed: 3.0ms preprocess, 12.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-587_jpg.rf.80b40d518ffc0ab0b7ca58d830975167.jpg: 640x640 2 Potholes, 15.6ms Speed: 4.1ms preprocess, 15.6ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-587_jpg.rf.ace414aa2e41a2f979644d0d0ee0e83d.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-587_jpg.rf.c7c3cac7d0cdf5177880ec7f3a258be9.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.5ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-588_jpg.rf.9c9585bbfec26a809fc33059ede446c1.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-588_jpg.rf.c19955ca0d56d4e31cff776fc454093d.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.2ms preprocess, 12.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-588_jpg.rf.c98f99dbf6aac48ee8b26f370dc0157d.jpg: 640x640 1 Pothole, 8.8ms Speed: 1.9ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-588_jpg.rf.d246bb22adb679fb99ecc9fd5e9027f2.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.2f04f6a6576a86737c8fdba7c04f782c.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.3e71ddb802a40b00dbb5694721393ebb.jpg: 640x640 11 Potholes, 12.8ms Speed: 2.3ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.441a011fbb6017e9997c087f78bb82ae.jpg: 640x640 10 Potholes, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.552eb8a5c4abfbd713947af121f94a77.jpg: 640x640 3 Potholes, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.68002574b235e2dfa2a26b58e97c5368.jpg: 640x640 13 Potholes, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.ad4d5e9eebb6ad6acba43d002063e4e9.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.c2ca998d1d4d7f81ab51932cf56c776e.jpg: 640x640 12 Potholes, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.f678e4f583e3041732b3479806a15fa1.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.4ms preprocess, 13.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.feaec494eb084292d537817f7040acae.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.9ms preprocess, 10.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-58_jpg.rf.00dcb4babe5525e7caa05ceef4574fef.jpg: 640x640 3 Potholes, 8.9ms Speed: 3.3ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-58_jpg.rf.48e1343c2707c234bc19726848c49d8d.jpg: 640x640 2 Potholes, 11.1ms Speed: 3.7ms preprocess, 11.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-58_jpg.rf.60bb07d5feb2b83d948d66a01db4464b.jpg: 640x640 2 Potholes, 11.0ms Speed: 2.5ms preprocess, 11.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-58_jpg.rf.7ddce0dff4a658ad4ffeaee17c4eb768.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-58_jpg.rf.d20225d623ee591092fc538878de64e2.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.3ms preprocess, 11.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-58_jpg.rf.de7c629ecc9002a734781fd662f9d9d0.jpg: 640x640 4 Potholes, 8.9ms Speed: 2.8ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-590_jpg.rf.1282dc96d4098ad5de06fc91b3ebb60c.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-590_jpg.rf.22b2247fbc57a747735ebeb114b63694.jpg: 640x640 1 Pothole, 8.9ms Speed: 3.2ms preprocess, 8.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-590_jpg.rf.3ccce933d33e6640fd5ec37abb3202e1.jpg: 640x640 1 Pothole, 9.0ms Speed: 3.0ms preprocess, 9.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-590_jpg.rf.5591a3c828f5e379fe68313288a9e040.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-590_jpg.rf.66f7296e3af81772cb600e5ceef956eb.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-590_jpg.rf.b0f5ae1ce84173418ed3ba6ed124cb94.jpg: 640x640 1 Pothole, 9.0ms Speed: 3.4ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-590_jpg.rf.bacce0620a75c1a51f6961eaf1d7ede3.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-590_jpg.rf.ce077bb9294c97fa897be106a032fb11.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.0d42a915bbdce7bbf870cb61b7f8e2ee.jpg: 640x640 4 Potholes, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.394e993a0e3dab0670fb8255541b0ae4.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.0ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.396b8a2436832ed8db65196860721fd3.jpg: 640x640 4 Potholes, 9.0ms Speed: 2.6ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.426a464f210fc39851a8a40d36f2f277.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.1ms preprocess, 9.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.77cbadca137db0999bdaf1536310c678.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.97ce242a9e6640112a9b707eb95b242e.jpg: 640x640 2 Potholes, 9.8ms Speed: 3.2ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.bd3ed8af54860f0df9fb2384e38a97e0.jpg: 640x640 3 Potholes, 16.7ms Speed: 2.8ms preprocess, 16.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.d0a0a126a85f3aae7486049091704b7e.jpg: 640x640 4 Potholes, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.dd07cccf128a0da7b624d17883b6cd27.jpg: 640x640 3 Potholes, 10.0ms Speed: 3.3ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.fe26904c3ca904641e538eb4951cc297.jpg: 640x640 4 Potholes, 9.8ms Speed: 2.9ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-592_jpg.rf.e4806b0cafb408885b0178beeabed811.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.3a0ba5779d602f843490e28f5352441a.jpg: 640x640 3 Potholes, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.498e1b238fabdf7db800227972923d4e.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.54c4217f6d9f841cddc30aa8281e8c5c.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.630a248de35927694933645baaa2f6b7.jpg: 640x640 3 Potholes, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.66722155f7b3ff155e2b8a2b0a84ac91.jpg: 640x640 3 Potholes, 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.6eeb6ba3a911b347946cefb13ceeb28b.jpg: 640x640 3 Potholes, 10.1ms Speed: 3.6ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.74bb6aca8a2b481789ad3f3f49fc8a09.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.86c4f3c3c8e932d63f3a4ab005d447cf.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.904a7591ede13a760e478816fe23d53d.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.9e4fce57029c641570485da907f29cab.jpg: 640x640 3 Potholes, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.b27409273254f8f34736592f8a3a3c25.jpg: 640x640 3 Potholes, 13.6ms Speed: 2.5ms preprocess, 13.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.b83898d0c00f9120e8345dbce5e12ce4.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.c3bf9e822535f509c8c79d636c9af776.jpg: 640x640 2 Potholes, 10.8ms Speed: 3.4ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.e6681bda51cc272f39ecf278457f0c5a.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.0ms preprocess, 12.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.e69eb8424e5a7ff9f3a85dfe99f07ac4.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.ee320e012b6871273a707b980674ee50.jpg: 640x640 2 Potholes, 14.1ms Speed: 3.5ms preprocess, 14.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-594_jpg.rf.07a8cdb0b28519b7eabded3faeb687b8.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-594_jpg.rf.3c610f03f9fa236d635a0419515a3134.jpg: 640x640 4 Potholes, 10.8ms Speed: 2.9ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-594_jpg.rf.dbc34af88065e9ff186dbf0861388179.jpg: 640x640 (no detections), 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-595_jpg.rf.25393518f0a905a63f66e54768ff51e1.jpg: 640x640 28 Potholes, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-595_jpg.rf.3a2d05d38fe14397b16f00fa2f98da7f.jpg: 640x640 7 Potholes, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-595_jpg.rf.4fb1536246d533ced5b20c149b3b5fb8.jpg: 640x640 27 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-595_jpg.rf.6465f758ca307b2db4b8dc96a341114c.jpg: 640x640 27 Potholes, 10.2ms Speed: 4.7ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-595_jpg.rf.a42057498ef3af5ac17004e5ee26aba6.jpg: 640x640 5 Potholes, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-596_jpg.rf.750099212ca83ea0031bedb550a8a0d7.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-596_jpg.rf.f4f70414d20c7889b2966c7af2c31dac.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.6ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.0e2f6e162ddb47918f4a939a3fdbce3e.jpg: 640x640 2 Potholes, 11.8ms Speed: 4.2ms preprocess, 11.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.1208089c3a8881aa616ae7381b1b6a34.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.1561be615e5ece458999b5c308e10e27.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.55d2fda9d4c378bc068b273a9b92dc7b.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.1ms preprocess, 11.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.58571b7777eb34357f8ce2578eccf927.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.8ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.66a057b694395e2b6b852c1877e39b7b.jpg: 640x640 2 Potholes, 9.5ms Speed: 3.1ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.6a65a2c06637cd4e4bf3792907c2fe1a.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.73d89e9e633a4286b9c5beccdce32368.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.5ms preprocess, 10.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.7a6a6cc4af29d2737c760f6338296b54.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.8ms preprocess, 11.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.9cfdd93da399cf1fc793452f86d6269e.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.1ms preprocess, 12.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.a3226bec334bff8bed0017f0edf21e8d.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-598_jpg.rf.2353a900870caf9a4564e7e6933182b0.jpg: 640x640 5 Potholes, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-598_jpg.rf.25d7c4309d49bd6f549a66482529392f.jpg: 640x640 3 Potholes, 9.7ms Speed: 3.6ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-598_jpg.rf.4f06ac425dab66a2d37d522226109f89.jpg: 640x640 2 Potholes, 12.3ms Speed: 3.2ms preprocess, 12.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-598_jpg.rf.503b0a4a8a33b8a6d746ae367c20ac9f.jpg: 640x640 5 Potholes, 12.7ms Speed: 2.7ms preprocess, 12.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-598_jpg.rf.a4fef9a19ecf6d6adc4bcc876504933f.jpg: 640x640 6 Potholes, 9.8ms Speed: 4.2ms preprocess, 9.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-598_jpg.rf.a621cb6456d89c836212abff7b8e0768.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-598_jpg.rf.c8beb2ad6bd71d9bcf1c1a630c6f3c38.jpg: 640x640 6 Potholes, 17.8ms Speed: 4.1ms preprocess, 17.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-598_jpg.rf.f2ba932d331d9a5fc306985ac68cef81.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-599_jpg.rf.654e4ccce40aa2c397fc40e3da061a2e.jpg: 640x640 5 Potholes, 14.4ms Speed: 3.3ms preprocess, 14.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-599_jpg.rf.86add4758ec298727bd39c334f3b67a7.jpg: 640x640 15 Potholes, 9.7ms Speed: 3.3ms preprocess, 9.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-599_jpg.rf.d57f21c722e510d162fc878e16d4d9c1.jpg: 640x640 4 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-59_jpg.rf.0f766345cfbe28e413c3e25b4e626f4f.jpg: 640x640 2 Potholes, 9.5ms Speed: 3.2ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-59_jpg.rf.3b1f846c4b3104516a4118e717652053.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-59_jpg.rf.3fe707ad3b8f594f20c0b8d3d4b4fc98.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-59_jpg.rf.60e6c94479d66dc520f1c1f8b2a4efdb.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.4ms preprocess, 10.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-59_jpg.rf.c2ac1f3ff17e877354eb8186d3a48696.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-59_jpg.rf.d78e3b544c8febe122511b55ad874099.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-59_jpg.rf.e208864dabbd9e270a1570c8501ca829.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-59_jpg.rf.f7c52153c9b43294d7fb63faa9c4586c.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.9ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-5_jpg.rf.28fb23bf97fd9c22230529d98a8ee58b.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-5_jpg.rf.3c124b857fe4ba7bd33147fb8978b72b.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.9ms preprocess, 9.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-5_jpg.rf.911d42b449b0a47cb1af9663ed776412.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.6ms preprocess, 12.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-5_jpg.rf.b119739beaec62be9a18692bd559566c.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-5_jpg.rf.b2edde4683c2b9ce397e8f2d0e1082ee.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-5_jpg.rf.bbdb1ff73c912ece02a5a28ffbafe992.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.9ms preprocess, 9.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-601_jpg.rf.0025b31e50701e5de38e53b3c553c40e.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.7ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-601_jpg.rf.5fb5ef66f3a0ec00b60e0b30c83b272f.jpg: 640x640 2 Potholes, 9.8ms Speed: 4.2ms preprocess, 9.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-601_jpg.rf.6ca46fecee01fa55c2d35d89b3f290c5.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-601_jpg.rf.93544026ff09ed3e7ee5ad6a11abe2f7.jpg: 640x640 2 Potholes, 10.1ms Speed: 3.1ms preprocess, 10.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-601_jpg.rf.c0963bd4e988e6177531923201330068.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-601_jpg.rf.ec44c1aa6f2afdbc80e022c4df59a280.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.0d3270836b37ac62b78cbde0dd045d67.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.3d1093c2587744fecce0962206b863e5.jpg: 640x640 (no detections), 11.5ms Speed: 3.2ms preprocess, 11.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.4016205f63815a64088e60f4da19d5c8.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.441c54580354014306aee06aa1579f8f.jpg: 640x640 1 Pothole, 11.4ms Speed: 3.7ms preprocess, 11.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.4b3f80d3e750783f913a42d07215ed67.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.55d682ae23d4d8cd73342f5ab11bf8ef.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.5ms preprocess, 11.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.8589f38d0b2faacf6c34fd5e25504e02.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.9c1371da7d55f243d30078ffafeb3deb.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.a81d6a2b5cfe7c97130afc7cf780105f.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.b2c929a3106691ad715bcf535b9e8d4a.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.e52a5beb5db3915ff293846f38f511e1.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-603_jpg.rf.135b00a12f6a235d3dd66781b5b2251c.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-603_jpg.rf.2380b524ff0085e312bdd21a0b8adb9e.jpg: 640x640 2 Potholes, 9.7ms Speed: 3.6ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-603_jpg.rf.49293b53d80ffe5a1614814ca4cd4f54.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-603_jpg.rf.712a6e6e18da425408d351d7b7c2860c.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-603_jpg.rf.8bb7adcace2a01da197dfefcc636e25e.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-603_jpg.rf.9c647faf6ed46979e7d68806873dcea5.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-603_jpg.rf.cd55a28cc9b4fec38b72b1be8b919e08.jpg: 640x640 2 Potholes, 9.7ms Speed: 3.6ms preprocess, 9.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-604_jpg.rf.2fbee5cc1c1e0752115cfcf47de2439a.jpg: 640x640 11 Potholes, 9.6ms Speed: 3.1ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-604_jpg.rf.7093dd17b1e90ded82ed1c7d77037d83.jpg: 640x640 11 Potholes, 26.5ms Speed: 3.5ms preprocess, 26.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-604_jpg.rf.9b47fbb2e5dd233d56da94d1bbae6f50.jpg: 640x640 12 Potholes, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-604_jpg.rf.e3b5e2075e4a78f9a3bd552de425d977.jpg: 640x640 12 Potholes, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-605_jpg.rf.422f28edbe2105f8ed9ce7e5b50bee2c.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.4ms preprocess, 12.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-605_jpg.rf.844e57df1481ecdb4263f672e0694ca9.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.7ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-605_jpg.rf.a11567b22a24a49f30594492daa08b06.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-605_jpg.rf.b3d63093dce646717d28ed1ad0b8a81e.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.7ms preprocess, 13.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-605_jpg.rf.c7d21eeacda1d7bb70466529ddb71677.jpg: 640x640 3 Potholes, 10.4ms Speed: 2.4ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-606_jpg.rf.0ec8584f69bb13996ae68f3283ce6e23.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-606_jpg.rf.8e4e9797c275e120054fd023947f2bd2.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.14351e8dc8893fcc25eb40bdc725e682.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.1f5a93ea17bae0041ef1ec328b4d081b.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.339392a2bb2f008136110fd77b7d53cc.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.4efb0761bae948fa5c1b08084cecd614.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.9ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.6a9b792d94928727bb1d4f1a048dcb5b.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.8ms preprocess, 12.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.88cde6024960bd587db4543272ee250d.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.9ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.933700a75366d86e1bb02f30a5e1b4bc.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.9969e671fc4c60aaf7186042120d0244.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.4ms preprocess, 11.1ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.c04fce2db95d185f870f2190ab9b208b.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.c7de05166b1cd7ec4350b68a3ea2736b.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.c94dbd4b2b976aa7ac8fbc856766811d.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.7ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.ca6b38f0a284262a1234c9d6e893e11e.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.5ms preprocess, 10.6ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.da805e34288993e383b79bb29370ac36.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.9ms preprocess, 15.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-608_jpg.rf.263019563f6240197cd220a1cae075ab.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.0ms preprocess, 13.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-608_jpg.rf.4ca753d8be7c26d58ab858cf81a193d9.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.8ms preprocess, 11.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-608_jpg.rf.a2b05482cf2775618e270dc4fc71419b.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-608_jpg.rf.f49ce98f7c8cd3051d0a5aed57c89c7e.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-609_jpg.rf.0a72872fedb225c74b2fe0551db7b716.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-609_jpg.rf.352b413cfd662fdb12b97038ab8c4c83.jpg: 640x640 6 Potholes, 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-609_jpg.rf.6694c1b64a2f85a8d83d049550c2ddfd.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-60_jpg.rf.00d33502f6a6c980a920febced7e163b.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-60_jpg.rf.1549a55e6ce3f54b98504496a99308fa.jpg: 640x640 (no detections), 9.3ms Speed: 2.5ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-60_jpg.rf.21096fbdfd3617ead2f3171fc7fe4b1d.jpg: 640x640 3 Potholes, 17.6ms Speed: 2.6ms preprocess, 17.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-60_jpg.rf.b2d3f0c15c921ac3933a0b250e3beaf8.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-60_jpg.rf.d89b57b88098d5a34fa36f7afff7df1d.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-60_jpg.rf.e4127caa3a34e8053990af496453eb33.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-611_jpg.rf.0054da5098278c0f37e7f2ab3024873a.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.7ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-611_jpg.rf.11216818c4a663cea386ce02ca7d7291.jpg: 640x640 1 Pothole, 11.2ms Speed: 3.3ms preprocess, 11.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-611_jpg.rf.23abf4d0fad9af699c7ed08b113fabf5.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-611_jpg.rf.4af592ab351d704e97f0d721671054f1.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-611_jpg.rf.6b68729962f38c421a86da9c1dbe3cb1.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-611_jpg.rf.915672169c9dc2d7b31e237534ac1192.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-612_jpg.rf.1f20d4d7e535964eb459d145e407695a.jpg: 640x640 4 Potholes, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-612_jpg.rf.2368574ed57a01d6aa7e3ed2a68bb705.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.0ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-612_jpg.rf.24e1877fbe957023dbb8adba2f5c4639.jpg: 640x640 4 Potholes, 13.6ms Speed: 2.4ms preprocess, 13.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-612_jpg.rf.35fe0fc8304fecb27f64ae49e0af9f2e.jpg: 640x640 4 Potholes, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-612_jpg.rf.4971d2e6eb99ce014d279b9c388cff6a.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-612_jpg.rf.4cb817e98131c10af714c341c3e01a6d.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.3ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-612_jpg.rf.543146506949c9f84e91d7c5f1331c54.jpg: 640x640 4 Potholes, 10.6ms Speed: 2.4ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-612_jpg.rf.d10b542de5baf1422a64828e0c3eb68c.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-613_jpg.rf.0be9f9f43bd3816c8967ed22ec2abd26.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-613_jpg.rf.0e9095cd204ff748e9e1ada0ae0af59b.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.1ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-613_jpg.rf.3ff69c7d93b4b303b5b521ef5c3ba0d3.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-613_jpg.rf.4f532f0ada38e4d71e38e022e785ffc3.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-613_jpg.rf.7700497215fc65ac8cc03ccef8df7ae0.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.4ms preprocess, 9.3ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-613_jpg.rf.862e3426dd4d96113900b9839de06e5c.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-613_jpg.rf.c0568e0fa8cea9f66de9c289c1c3aff6.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-613_jpg.rf.d4406455b551c12b80c204c062d149b7.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.6ms preprocess, 13.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-614_jpg.rf.06da455775e182b545497253f9a1fd5f.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.4ms preprocess, 10.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-614_jpg.rf.21ecfece46ef713ff7223cc3d47c484b.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.6ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-614_jpg.rf.3243defa640c3697224111b1a3b7bc4a.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.7ms preprocess, 17.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-614_jpg.rf.d65ed3c021242c06cc609085a330f729.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-614_jpg.rf.d79a311ed9db4bad03bc54c7e4ed5756.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-614_jpg.rf.d84c80265d816c77ec908e56e1e3f7c3.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.7ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-614_jpg.rf.fc011484da861aceca2b9d74b3866af6.jpg: 640x640 2 Potholes, 11.9ms Speed: 2.6ms preprocess, 11.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.16cac26b58c8b6eca36e24b434d9059e.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.427f21c0a517261d314a6445b39ac194.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.8ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.5c02fcc5f002a17cf65bd44f63404137.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.76ab135eb15125aae2ff79e3b799bdd9.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.1ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.984d0e11a19659d099e14d428d2ea20d.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.9ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.9918a58d9b69361ae4115acbe4afceb8.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.acbe52d5807f42ead96294646f23c1bc.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.1ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.c4f410faf5e51c59dcca9a0c89999833.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.d48267c3f238e5f2db6529e637737082.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.3ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-616_jpg.rf.0d2701c824bf1972f9fb15b0b8ab56d9.jpg: 640x640 3 Potholes, 13.7ms Speed: 2.4ms preprocess, 13.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-616_jpg.rf.32446b981ba4ad91f2a2706bddf4bac2.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-616_jpg.rf.802aac759d2aaa3096236b0521148092.jpg: 640x640 5 Potholes, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-616_jpg.rf.90e958f88abbdc202da083d66e2a6cac.jpg: 640x640 4 Potholes, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-616_jpg.rf.af16faa35d500c0f3ee7a1c937340949.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-616_jpg.rf.b62c85cc018c8c2f9f5707119416cd0d.jpg: 640x640 4 Potholes, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-616_jpg.rf.f174b131d675a5a63046b4cdea750514.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.03c2187549998f15852b318a29836440.jpg: 640x640 1 Pothole, 9.2ms Speed: 3.2ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.47d3d4fe3608abf220f218be5683c51c.jpg: 640x640 8 Potholes, 9.9ms Speed: 3.0ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.4c3ad26537ec81dfd84da93617c2adde.jpg: 640x640 5 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.52f6c2d361faa679e1b2cf9df03b253f.jpg: 640x640 5 Potholes, 13.0ms Speed: 2.8ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.68d49ed59a7047bd585192d5782512e0.jpg: 640x640 5 Potholes, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.8339c489b3109358e2eabfd35992a4e2.jpg: 640x640 5 Potholes, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.85ba9ad26346a6e6793970090a5baf2c.jpg: 640x640 7 Potholes, 12.0ms Speed: 2.7ms preprocess, 12.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.927a59131809176ca20968f627044841.jpg: 640x640 8 Potholes, 10.3ms Speed: 3.2ms preprocess, 10.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.927e1934634a2c4a52a5216f9fa9485e.jpg: 640x640 7 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.95a6e9b0098ff7418d18d6448e6563c6.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.b28f2997c30c1c9fec935d0dc9b49b24.jpg: 640x640 6 Potholes, 11.5ms Speed: 2.1ms preprocess, 11.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.c996f441527760de450ddb69bdb0d6a1.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.2ms preprocess, 12.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.cabdff95037c8522fd34e750ef25081c.jpg: 640x640 8 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.d61eacb96fdde2bb756e93d456cb46d2.jpg: 640x640 5 Potholes, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.3617a9da8ecd11f24814dce5b44f4b39.jpg: 640x640 7 Potholes, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.3e4176d4dd46919aaa66e99645c81604.jpg: 640x640 6 Potholes, 9.3ms Speed: 2.9ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.5819fcf3a43903d25d08e31142828cf4.jpg: 640x640 7 Potholes, 9.3ms Speed: 2.8ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.7f02928e6b3fadf87103078e6065e53c.jpg: 640x640 7 Potholes, 12.0ms Speed: 2.7ms preprocess, 12.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.91bc1c48db4a7a6e03ac5db38765d770.jpg: 640x640 3 Potholes, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.9e867c71c8718e34fa286aa398421dc3.jpg: 640x640 6 Potholes, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.a388f2c13d8896c735f23b4238464358.jpg: 640x640 3 Potholes, 12.8ms Speed: 2.9ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.ab80ae4cff45ecb2991d2520e2c49402.jpg: 640x640 6 Potholes, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.b4e219a0bdd33d18501be01022971ebb.jpg: 640x640 5 Potholes, 17.0ms Speed: 2.6ms preprocess, 17.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.b97e58d28adc4bf62edc537418e00d31.jpg: 640x640 7 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.bd01fe88a0fa73834cbeacc6ed7dc515.jpg: 640x640 5 Potholes, 14.6ms Speed: 3.3ms preprocess, 14.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.f49bb1cee017fbd48eb070e26ee166a0.jpg: 640x640 5 Potholes, 9.2ms Speed: 1.9ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-619_jpg.rf.064a5cd435e78f58b929132fb97ae460.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.0ms preprocess, 9.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-619_jpg.rf.200f8a03f6ea0328ed536d1c78a524ea.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-619_jpg.rf.289dd19aad984ddc2d6bb8d5625fcafb.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.0ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-619_jpg.rf.622b52fd005a44fdc6b1df48ebbf9e78.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.8ms preprocess, 11.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-619_jpg.rf.65747c428290c5ee82b71f4791aae710.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.3ms preprocess, 9.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-619_jpg.rf.8c6641ca92649241c09cabbb75ace816.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-619_jpg.rf.998c4f4e8b273c9ce77280c80d5afa09.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-619_jpg.rf.dd106d879dcaf765787394c578482344.jpg: 640x640 1 Pothole, 9.4ms Speed: 1.8ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-61_jpg.rf.b7efcb1de30cb2a1f5bc3b654f505fcd.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.7ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-61_jpg.rf.c81bfc19951735982b0cbb0b776d0d15.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.21f312fb4cc4c03c6a889614aad85b38.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.3ee7103463a614687add57b82c2cc415.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.4699d28723be75d9ad256211668014b0.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.6202740f1951b0a8f070adcf719b7dbb.jpg: 640x640 (no detections), 19.5ms Speed: 3.7ms preprocess, 19.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.6f9531bb4bd10627f43b6ecfd01c967d.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.98f0750bd3d1c032898584bd4cfce24d.jpg: 640x640 2 Potholes, 9.6ms Speed: 3.1ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.a02e6c869bec0880e6367899d495c47d.jpg: 640x640 2 Potholes, 9.4ms Speed: 3.1ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.b3257aafb9c70c42bdfb4c65f7cfce6e.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.bc374725d5d5c44312dea973f960673e.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.d00c159f8344c15fd9fb9fd16fad9f02.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.d7d159309b3ad6513d05a52839214ec0.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.db8aad8bf4f177532a27aa33d9e56f02.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.5ms preprocess, 15.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.ea13beca17c2113e9f1e8954ca2b7f71.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.7ms preprocess, 12.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.eeb4fdf9d1825c0d357cf6c8f0cdcadf.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.3ms preprocess, 11.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-621_jpg.rf.0c8bddc4e10afaeb95c75fa6a27fea4d.jpg: 640x640 7 Potholes, 9.8ms Speed: 3.1ms preprocess, 9.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-621_jpg.rf.3269baa1484d905c384c3128d3eb0503.jpg: 640x640 7 Potholes, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-621_jpg.rf.58d7969878ebd3b09bb2da7ad724d4cd.jpg: 640x640 7 Potholes, 12.9ms Speed: 4.2ms preprocess, 12.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-621_jpg.rf.67cf578d8f302ac15347c151818a59f9.jpg: 640x640 7 Potholes, 9.8ms Speed: 2.9ms preprocess, 9.8ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-621_jpg.rf.70ebe97e576edef2142d52216e6946a4.jpg: 640x640 10 Potholes, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-621_jpg.rf.a3eaf25af1d6877c1da82bb7abbed63c.jpg: 640x640 (no detections), 9.6ms Speed: 3.6ms preprocess, 9.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-621_jpg.rf.d20f2d6153fd16632099083464426abe.jpg: 640x640 7 Potholes, 9.7ms Speed: 2.8ms preprocess, 9.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-621_jpg.rf.e16d34cf2f1d17519ebf123355c656b3.jpg: 640x640 (no detections), 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.221a3eb7016e5ccc6385a1e0d0d22b8c.jpg: 640x640 11 Potholes, 12.6ms Speed: 2.1ms preprocess, 12.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.23761c767e2dcc8a45ecabe0eb939255.jpg: 640x640 11 Potholes, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.281161cbf23425703840b4856f8e30f2.jpg: 640x640 11 Potholes, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.299b5956c1c9945250e338f9b1c15999.jpg: 640x640 11 Potholes, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.5a77773d357f4d53c0a4e86e43ffef50.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.5fe0ab044051af8a4b175ae74402b75e.jpg: 640x640 11 Potholes, 15.7ms Speed: 2.5ms preprocess, 15.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.77021b3f85bd43be080175f3f5751c5a.jpg: 640x640 5 Potholes, 9.6ms Speed: 3.2ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.806a71cd6ef457df69abd5cd2054a0b0.jpg: 640x640 8 Potholes, 10.1ms Speed: 4.0ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.8f819585002ba3278f804f9da52e0843.jpg: 640x640 7 Potholes, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.b385e84b473d82a51d22c345f0a8e04c.jpg: 640x640 4 Potholes, 10.0ms Speed: 3.3ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.c8f8429afba000038237173a6ab5fb41.jpg: 640x640 11 Potholes, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.dc569bf7998d427b7d7d2c445dd1b4c4.jpg: 640x640 4 Potholes, 12.6ms Speed: 3.0ms preprocess, 12.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.df77e0bb125c18e66b304adaf8a5eb39.jpg: 640x640 11 Potholes, 12.8ms Speed: 3.0ms preprocess, 12.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.f0dec5d94967114d4943a08544098535.jpg: 640x640 11 Potholes, 9.5ms Speed: 2.7ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.122c9178ebfaaecea6fb0432d3fd0ef5.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.2341457ab16ef7e6f004f8d3e3603da2.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.8ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.2cc0b9520c2d8928098cfd5b5097fac6.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.4ms preprocess, 12.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.38b7853f9b3c9e492d065d125f24f70d.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.a638dd3bfb97f61f1c1f2bbcd849004b.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.6ms preprocess, 12.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.b3525469c577ac246e8e6f814757416f.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.b862467393c481bd1e5215fcaeef7c69.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.0ms preprocess, 13.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.c74a83aafcc690131034aed0991257d2.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.3ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.e6b0bbfec08e43e55990b769e9d1d2cc.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.0ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.ed919b8cd3ba577f899f6693c092c4f3.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.6ms preprocess, 10.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.f50b10e55a66df85690c4adc8109be35.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.5ms preprocess, 10.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.f584723baa84282c9d4f8411b56676fe.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.0ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-624_jpg.rf.ab7f0b7255233b16a4e6486dcd8b98cb.jpg: 640x640 17 Potholes, 11.6ms Speed: 2.6ms preprocess, 11.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-624_jpg.rf.d11da4cc8a46a910003c08f214a95e06.jpg: 640x640 16 Potholes, 17.3ms Speed: 3.0ms preprocess, 17.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-625_jpg.rf.e90ac795c64eee559c3efc45ed1eb3a2.jpg: 640x640 3 Potholes, 12.6ms Speed: 4.1ms preprocess, 12.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-626_jpg.rf.24341e3eddd0055f4cb47066f570aeff.jpg: 640x640 2 Potholes, 21.4ms Speed: 2.7ms preprocess, 21.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-626_jpg.rf.26f7aee88a2ec130037366ffbd375593.jpg: 640x640 3 Potholes, 11.2ms Speed: 3.3ms preprocess, 11.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-626_jpg.rf.2e54ac21f1a70cf60277eeb86a822ece.jpg: 640x640 2 Potholes, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-626_jpg.rf.519aecb79b0a4ecf59e0a6c977a6cdc8.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.7ms preprocess, 14.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-626_jpg.rf.5402082ea676d5b236b527b6c44a0ae5.jpg: 640x640 3 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-626_jpg.rf.9402ec00561ab2571fb28b3d028c9efe.jpg: 640x640 2 Potholes, 10.8ms Speed: 3.9ms preprocess, 10.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-626_jpg.rf.b3957749fbcb2825e3e99c79e609b23f.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-626_jpg.rf.e32be0f2307eab0f2dbca1bb90fe28cb.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.09e2112e49e029644a917ba68b61f24b.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.4ms preprocess, 16.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.4c95456f5279f3778c679fd622095d2d.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.60269296dfc0314c90fcc6fc8f82be13.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.61a6b828a60569ae42069c93f550d78d.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.751e3b833307c37af179140dfd17c200.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.7fbbe864cbbc812cd840d894edc00638.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.9ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.af96ac73ea843b1a733b7ff5a037ad5d.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.7ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.c734a0bb821daec56240171b294ec1e8.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.9ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.e2bb9c947f91712cba1cb7b7a51d6858.jpg: 640x640 2 Potholes, 9.6ms Speed: 3.8ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.e3e01ea6d4c104d47619515853ec2b0a.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.2ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.ee084a031b0df87150c3988dae554a37.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.efdcb3060ee415359c1cdb0fbb4b9df2.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.fcaee3e448ad661e31043771f84e138f.jpg: 640x640 2 Potholes, 11.4ms Speed: 3.3ms preprocess, 11.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-628_jpg.rf.59a13aa88b173b55335413a4ad7f2bb6.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-628_jpg.rf.85a72e3846b4501094f83efa7a7b5cf8.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-628_jpg.rf.bd81096342c87782da736f6c6d773e7b.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-628_jpg.rf.c68311ac1a1a51fd5d029f118bdf5571.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-629_jpg.rf.1c96cdaa3c52f8a74944008f487f7694.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-629_jpg.rf.1dcb68322ed398f96992d86adc9559f5.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-629_jpg.rf.7e0de5705cf1928f2723537de0f9a562.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-629_jpg.rf.ef49030e22b67f6332f7e5cd19135634.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.1ms preprocess, 11.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-630_jpg.rf.7e43e9d025e3283f5bc69c15432ad2c1.jpg: 640x640 2 Potholes, 11.8ms Speed: 2.9ms preprocess, 11.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.00a6672b079589b53927b9a79012d6fb.jpg: 640x640 4 Potholes, 9.4ms Speed: 3.1ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.097f75c627ab8674c910bd1ae2ee516c.jpg: 640x640 4 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.3ec90f9bba98228a27bc9f52313e1083.jpg: 640x640 4 Potholes, 10.9ms Speed: 2.8ms preprocess, 10.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.3f027333572bc7177863d535666c4d52.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.425fc6914311fe8da62fe6f17564b11f.jpg: 640x640 3 Potholes, 9.9ms Speed: 3.3ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.452896e489341ab6cf3455837d2436b1.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.8ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.614dd631ec6cbc3ec62f39683160dbbc.jpg: 640x640 3 Potholes, 10.4ms Speed: 3.8ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.a5888de545e97dca6be2d9fc4ae53f6f.jpg: 640x640 4 Potholes, 9.6ms Speed: 3.9ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.b66199f2728404bb22c3bd987a669a24.jpg: 640x640 4 Potholes, 11.6ms Speed: 4.1ms preprocess, 11.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.b758273143cabbb0397b535d72ed3d09.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.c01baa24e02edbd57eaf9b86e6b233c6.jpg: 640x640 4 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.cd342fcb1800ce60544749431279d086.jpg: 640x640 4 Potholes, 9.5ms Speed: 2.9ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.d63b0a512214d20741b4708f92baab60.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.e5a9de4681c5b560dfe3809cdcbf889d.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.f1d26057174a16155143cf2f210782fc.jpg: 640x640 4 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.f7c3f21688a03988c06a44a6696323fc.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-632_jpg.rf.43a74e2f29951e682f65795a0c75aaea.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-632_jpg.rf.75812ed1431fe4fe03b9d6ebe3c70ea9.jpg: 640x640 1 Pothole, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-632_jpg.rf.af745435e0a6a35b48da75841b8b907b.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.29d345179430c4c1a58ed603a5e52965.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.4cf56b9b14631ab54e44c21366cbf77a.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.4fe458af47fe314e514b32ad9efa2f2d.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.2ms preprocess, 9.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.5fccbc0b2b1a738b31bf92319d3bce24.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.4ms preprocess, 11.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.810697f3c6cd26030ccb96ee425296d3.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.5ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.860fb34a091fd405ffd8b2c4fb7f4005.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.9ms preprocess, 13.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.a330285b0f4a7c546a07ae608a48ff0b.jpg: 640x640 1 Pothole, 11.6ms Speed: 4.1ms preprocess, 11.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.a4091ac0352a38d3c07993b5810949e8.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.5ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.ae661a1eec4ba624ab4d50e29ff45ad6.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.6ms preprocess, 9.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.b9b178b07af8bdf414393c01aab72db3.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.be44325baf1ca18d148ca5810d5ac23a.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.c6fe3a612af037f1e0c1136b097c1b3d.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-634_jpg.rf.2240bdeed58a3964f6f14b57fc1425d2.jpg: 640x640 7 Potholes, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-634_jpg.rf.8ac9c2766a06526a274def9c9fabeab5.jpg: 640x640 11 Potholes, 9.7ms Speed: 2.8ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-634_jpg.rf.b559b3e3d7cd663f4193032721a3095d.jpg: 640x640 7 Potholes, 10.0ms Speed: 3.0ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.0eaf478f4ec4949de9627ea65353b595.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.2d0327f237bbfcd011f238cc029bfe04.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.4adc30bb7054b320cea8385b2b5816e0.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.5645b1ebc57e8446e6576e97fc929214.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.5cf6775da06dc8c9458da8463003946d.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.79b125e4bea7963afe7ddba3b09c0bb4.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.4ms preprocess, 12.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.a774b813d4cc31083c8624d58e759d7c.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.4ms preprocess, 14.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.cfef6fffa6b14db5d967d6c2aecac117.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.ddbf63dcfea7f0ce18b54bcc10abe168.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.8ms preprocess, 16.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.2015c6ad5e31b372958a214de0d6c45d.jpg: 640x640 7 Potholes, 9.5ms Speed: 2.8ms preprocess, 9.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.23a4b9a130336ff444c0a770b31fd661.jpg: 640x640 2 Potholes, 16.3ms Speed: 4.9ms preprocess, 16.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.3ad24dd671478cb7c22f30b90cbd9339.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.518a725e3eb48d3e47e0a3c80887a6d9.jpg: 640x640 9 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.636bcc5281ac0ebd9ff641eeff4c3fe3.jpg: 640x640 7 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.65917fb323f30127b5ca87a1281677d4.jpg: 640x640 7 Potholes, 9.9ms Speed: 3.3ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.7f6f1b77d87764a117351a1ce2cf8210.jpg: 640x640 7 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.b0557c7175687d284d2ecd9419891d03.jpg: 640x640 7 Potholes, 9.6ms Speed: 3.9ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.b5287be85c1978ccd9c882e583e37f18.jpg: 640x640 9 Potholes, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.d588748a1cc246bfdb471248ac30308a.jpg: 640x640 9 Potholes, 10.9ms Speed: 3.5ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.062b69fcc12ac4ae55f4e612e7aaf6f7.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.2ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.28953ebfe75bb46affdd3919ab0bb340.jpg: 640x640 3 Potholes, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.611352e8fa62260d9b482ce5379c6d9c.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.7763501b05fb233982d211b50c847605.jpg: 640x640 4 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.78ba9c9c5ab9d23a5d5a6d1743586c2a.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.7d0971eb86b47ec54ca394a4fb3bab1c.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.4ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.b64b30cc94dabed48cf250819a130ea9.jpg: 640x640 3 Potholes, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.ed5e84a7872148579ef917604aa4e60f.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.f20925dc279e5d1ea3a45cf1261ac9c7.jpg: 640x640 4 Potholes, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.feaffd7e20162168d908d3c6e787f7a2.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-638_jpg.rf.089066948635d47aa156c14ee1d6a4f9.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-638_jpg.rf.2cac6978b618f58b4e1d5005bc6b04ef.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-638_jpg.rf.a53412c719cf6849da1884b71a016980.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-639_jpg.rf.55beed5cc1014b26ce04c63b25444f83.jpg: 640x640 2 Potholes, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-639_jpg.rf.8c0222c22abd112650374a7388af7654.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-639_jpg.rf.b81b4405d9e640f6f90920d7bd041e38.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-63_jpg.rf.49613c4cf75dcd00ff9e6dd49c49a8d8.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-63_jpg.rf.5895a01fd39e2f76c95b0a51a1e994ed.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-63_jpg.rf.5990dbce8881f7fb6f37958129063e6f.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.5ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-63_jpg.rf.66ce7aff6ddac2d110c63dc317532652.jpg: 640x640 2 Potholes, 13.4ms Speed: 7.6ms preprocess, 13.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-63_jpg.rf.c69f6eb346381366dac75dd4bf7698bf.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.6ms preprocess, 9.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-63_jpg.rf.d01a56c6b340edd4a890ae6ead3b4438.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.5ms preprocess, 9.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-63_jpg.rf.f35487e7c536739c6d887011844629f9.jpg: 640x640 2 Potholes, 11.9ms Speed: 3.4ms preprocess, 11.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.0201cbd4361066c7e18e4980a87ab23b.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.9ms preprocess, 12.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.5f0ba4309cbdd273383adefc830fec1c.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.8ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.64b7ec81e4b4fb5782d7ea14aa4308f2.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.6ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.7ad8ad5b6acd74325516e2bab998ded3.jpg: 640x640 1 Pothole, 10.2ms Speed: 4.6ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.7ecfd9ac42288e7fcdca68a48ef6b37c.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.0ms preprocess, 13.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.801aeee25a99c27a7204f4933de41494.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.aae4fd3af6e3fadc86ed6361eabbbe41.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.ac5f5ce3e461687c67068e3e06e81b8f.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.0ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.c433b623917deb4a1fede2f7ac3b498c.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.c8422c28e3a33a06cc7522b3d6f1e803.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.2ms preprocess, 11.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.cc7d1c5226f055064e23d4e64d8513e9.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.d3053ddcfd21b6c23b913a328eee3bdb.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.d5c4a91c9c27ce63f86fcb2baafd058c.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.d85dcdb0a1ab03373ac55aee5decaf22.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.e94dff70a267d09ec685405e54c2d75b.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.f8303ea567e4c8c54b81c097626a7719.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-641_jpg.rf.61e370a935a39a36790a11bd4768aa81.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-641_jpg.rf.881e067a9883dfe75f81c66ce3a94c83.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.8ms preprocess, 11.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-641_jpg.rf.b0b158b9a32c0214669daecc4cb8bb98.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-641_jpg.rf.f09ce77de2737d1550f886a1738d6b6b.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-642_jpg.rf.08dbc13d97235f584e18eeb7bf53b528.jpg: 640x640 4 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-642_jpg.rf.3ae54369291ec94131b06ff828100228.jpg: 640x640 5 Potholes, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-642_jpg.rf.4fef674916485820886b45e55d07f7d1.jpg: 640x640 5 Potholes, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-642_jpg.rf.6072103dc83b7704227d437263cf9456.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.7ms preprocess, 9.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-642_jpg.rf.64392420b3b319e332246095aed0ad0e.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.6ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-642_jpg.rf.72f7513067b0ac2a020212f27450bf78.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-642_jpg.rf.7ed5486ef5a357a0023bc799e798b993.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-642_jpg.rf.ba77724d46c552c536959a53a37fb12b.jpg: 640x640 4 Potholes, 9.2ms Speed: 2.1ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-643_jpg.rf.0600de11790a970aba06670fe2aebe35.jpg: 640x640 (no detections), 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-643_jpg.rf.1b322ab501491b6d9b6ae17373067d33.jpg: 640x640 2 Potholes, 11.3ms Speed: 2.7ms preprocess, 11.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-643_jpg.rf.486f77ebacdc1cadb3d879bc1cf0f6e6.jpg: 640x640 2 Potholes, 9.6ms Speed: 3.0ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-643_jpg.rf.6611bae7893e9ff1e2e1d8afaedcaa3d.jpg: 640x640 2 Potholes, 11.2ms Speed: 2.5ms preprocess, 11.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-643_jpg.rf.ef115168b9723d57e901cb6959b3c8bc.jpg: 640x640 (no detections), 11.2ms Speed: 4.5ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-644_jpg.rf.77d933eca31ee392dd32edd852970a76.jpg: 640x640 3 Potholes, 16.4ms Speed: 4.7ms preprocess, 16.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-644_jpg.rf.af60fd98ea58bad8c7f7d3e8c947fe86.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.7ms preprocess, 9.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-644_jpg.rf.dc00fe21b5d780884dee24b025453b41.jpg: 640x640 3 Potholes, 10.0ms Speed: 3.9ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-645_jpg.rf.5f5723a353ea256c981522299ede1cf7.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-645_jpg.rf.616e8427dc9187bfed11f258893ef232.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-645_jpg.rf.79a2bb6862691e536375c4d4e686dde7.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-645_jpg.rf.7d866610169653e6b2b9823bfb42599b.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.4ms preprocess, 9.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-645_jpg.rf.8e6d9620b607d1de1036564d4c5bce45.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-645_jpg.rf.9913e30d642e9da86bcdda940dc39020.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.0ms preprocess, 9.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-645_jpg.rf.af0fb619e17960a192cb0078dcc02008.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.6ms preprocess, 12.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-646_jpg.rf.ec3c244308926490d0349e75640aecef.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-647_jpg.rf.2915ebd77d98e364b004a548e506a779.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.6ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-647_jpg.rf.2f559cb22a62e5ba917b9ed89571e492.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-647_jpg.rf.a84f7424c49ce659bd0721c5c3a80ad5.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.3ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-648_jpg.rf.4f00a771e07f8104c82234d91ff53d7f.jpg: 640x640 19 Potholes, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-648_jpg.rf.6953056eacea7b7ea44cf75aa0ae7b53.jpg: 640x640 (no detections), 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-648_jpg.rf.6cc938b9144584e360b33cecf6aef1be.jpg: 640x640 19 Potholes, 9.7ms Speed: 3.0ms preprocess, 9.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-648_jpg.rf.cd4ffa02bf11aa4747a7cd01aa8d532b.jpg: 640x640 20 Potholes, 9.8ms Speed: 3.4ms preprocess, 9.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-649_jpg.rf.04fc7955d7f3c15b0e6573a42a4ab7b8.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.2ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-649_jpg.rf.278b44b4db3c1bde4d4490f2ec1433d9.jpg: 640x640 2 Potholes, 16.3ms Speed: 4.2ms preprocess, 16.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-649_jpg.rf.745d801f023969a1929c6c72fc144afb.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-649_jpg.rf.a3ec8da4482229d6b0193255f3cdb9e1.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-649_jpg.rf.be4a07e97ee128e49c13579f034242f3.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-649_jpg.rf.c65d1777c6224cd63c20d4bc4a054934.jpg: 640x640 1 Pothole, 9.4ms Speed: 1.9ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.26b2f50d2df769d61aceae7fa9328577.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.2d456212554124c1aaa8a32c3c0b26c4.jpg: 640x640 1 Pothole, 20.4ms Speed: 2.3ms preprocess, 20.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.3118fcb973ef41e9a2ee15b7cb829de3.jpg: 640x640 2 Potholes, 14.7ms Speed: 2.7ms preprocess, 14.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.31980dfd0f3701e90b12abe05f04ccd1.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.46377c9e28d919f583ffc3bd58f475ca.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.63da7379332cbe38d71fd4b4e67ca74d.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.8ms preprocess, 12.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.67193a79adfede2d5bc972240c5f98d5.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.700a2db3ae74acb5342927369ce38d93.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.8b13fd8a31373362ba7babc22518fc58.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.94c0c05ca51bdee0eade287695a6a9e3.jpg: 640x640 (no detections), 14.4ms Speed: 3.4ms preprocess, 14.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.9507c9c5e2e9630ec8448f276355fb0f.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.967c4d0f73b6c5a6d84abde331e1e62c.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.b06a70fc7952450e71d9cf0881e8d41e.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.b3a35566be7b6e061e0f192b009759cc.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.db2ec8e1117e202a4aab63069c1f6c2b.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.f7a5cf1f46b8a684c6b06dce046924d3.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-650_jpg.rf.60a2fd987bb68675b0f81f6a21e3dbe2.jpg: 640x640 3 Potholes, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-650_jpg.rf.928ce852603b4af1acfae39eec92e769.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.0ms preprocess, 12.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-650_jpg.rf.98eb2e8a9715bfd3c4eb962b538ba1c2.jpg: 640x640 2 Potholes, 11.9ms Speed: 3.3ms preprocess, 11.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-650_jpg.rf.e451a461073e51b3b389e90b6a98d37f.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.2ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.10902bddcdac24277cf74089ff564388.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.0ms preprocess, 15.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.20c83b7c8f936a8cc0756e042baaecc0.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.30ef2e875a0ef146f2fdf03082e8b35a.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.5ms preprocess, 10.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.48ad95387b5da31f7ae2aa175507e56c.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.5e404353ce135b0dd4404ec5f5aa75ff.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.83d4cd4b180fe4517d29cda86c1c91af.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.0ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.a7a0a411525e9c0e34dc24dc52c590f2.jpg: 640x640 (no detections), 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.eac374fb5a6b7f8d7d8429eb3ebf206c.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.5ms preprocess, 11.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.f98bdbef3abfdebe5ab284558ca798a1.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-652_jpg.rf.415008d2fcf45d9b2261525c30a1a585.jpg: 640x640 2 Potholes, 11.2ms Speed: 2.4ms preprocess, 11.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-652_jpg.rf.4918a784a08af374eb07c4b771529cf1.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-652_jpg.rf.824cd174d3abe129251a247eb17df1be.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-653_jpg.rf.04558aae24983c73bf2ca4b964332ff9.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-653_jpg.rf.2beeeec840caa81f8bcb00088048180e.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-653_jpg.rf.2eb430692f4776d965ae8dceaf62223f.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-653_jpg.rf.a1d1e70d87b310a6b6731626d3d20733.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-653_jpg.rf.a8285bb5284dd058bcd808c256070daf.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-653_jpg.rf.e79e50e4a782b9a68e6270bb0dbf12bc.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.4ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-654_jpg.rf.3172652e52184b0aac7dfaf6257995f7.jpg: 640x640 4 Potholes, 14.2ms Speed: 3.3ms preprocess, 14.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-654_jpg.rf.420cfea26cb640a3e9043de3098679d4.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-654_jpg.rf.4d88577135254e2262cc83e62b3ca199.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-655_jpg.rf.199de874e37f936d6812b2db84636734.jpg: 640x640 11 Potholes, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-655_jpg.rf.1baf9aecf9628375f1af6e42aad17117.jpg: 640x640 11 Potholes, 10.5ms Speed: 2.8ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-655_jpg.rf.2d78e79d51c88909d4686bf7938404a8.jpg: 640x640 11 Potholes, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-655_jpg.rf.2fb21b2158423764a7a132fe7b6f761d.jpg: 640x640 9 Potholes, 10.4ms Speed: 2.4ms preprocess, 10.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-655_jpg.rf.746948c2e899f255189b7a2c9eed1828.jpg: 640x640 9 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-655_jpg.rf.90c123134078eea5b6b23740e57a674d.jpg: 640x640 11 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.0c125b58a5cea0729b07ea945710c812.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.109bbb30c7e9b9e040a8c682e62545d8.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.123b9f133d9f14ae691417a41a0dfed8.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.2256b2713d187f71a58e8f32b93a58b6.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.336739033ff2dc980a386d2d6adafcce.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.337797973e974ff8c1ea83a884f6aa92.jpg: 640x640 1 Pothole, 11.1ms Speed: 4.5ms preprocess, 11.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.68c8a1d5659dd71fd24529751a9f3fec.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.4ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.6c1a41f2c0081c3b7a46b57ba93e68fb.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.7a3430b13aa531e047b1d85f3baeb59e.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.9ms preprocess, 11.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.9fc4edb8ddb8e4db6f72520fb8a4e649.jpg: 640x640 1 Pothole, 9.8ms Speed: 4.1ms preprocess, 9.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.a7d660c7d957d11c43372938033ec32a.jpg: 640x640 1 Pothole, 9.9ms Speed: 7.3ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.bb911ee1fc7e476b7c2ffcace36657b4.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.ec6a43e2e62947431d56f141a400b639.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-657_jpg.rf.031eab5c14dcf666d6e80ed00896a96d.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.7ms preprocess, 13.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-657_jpg.rf.266b042c2ceaac1c5d7bcae60d45f6f2.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-657_jpg.rf.3e74db6a2f4b3f51ce5f8537b83c1ff9.jpg: 640x640 1 Pothole, 9.9ms Speed: 5.7ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-657_jpg.rf.c224269250e2b17d937053b0ed752fb0.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-657_jpg.rf.cf938ca3bf99389fbd31b226af8cc128.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-657_jpg.rf.f8dbad9a9fef084ee65735e5c4073a5c.jpg: 640x640 1 Pothole, 9.8ms Speed: 4.5ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-658_jpg.rf.5702d14aa944ccbae42198782cefa28b.jpg: 640x640 5 Potholes, 10.0ms Speed: 3.8ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-658_jpg.rf.7d969ddd675067f061eb6ba73564319c.jpg: 640x640 4 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-658_jpg.rf.7e123037d2a29c926927972a36c2e3b6.jpg: 640x640 3 Potholes, 9.7ms Speed: 3.8ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.06b837cf6ae6272743046cfa8d0a45d1.jpg: 640x640 2 Potholes, 10.1ms Speed: 4.1ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.09bacb30f2245c7f6a21e22b125d217e.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.1dad892ff76d25f7318c08bb8cee6b9f.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.24183e0f8f2d7a59d4df9ef46ebdb2c8.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.4ms preprocess, 13.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.6ce78b21ecd45b1c4df7d7754d56b130.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.98cb7bf6399039eca61333c98d097fe8.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.aac5b01504db69f47ef73d51f4bac710.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.5ms preprocess, 11.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.cef8d1b23f0780416c5c0f86061ed51c.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.0ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.d1b259d564c553514eb6c7415cbe9bf2.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.2ms preprocess, 11.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.d91f096a31c1157ddc333252a5f50b2d.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.202a4cc6a95c3d329995e50067b139ee.jpg: 640x640 (no detections), 12.9ms Speed: 3.9ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.3522cb10922158ac1f168ef951404c51.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.4182b91d6fb7f3300321aa03db002269.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.53bad9023e53db84b106e12d5db278dd.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.557c81cd239ee132f47e223d357d75fb.jpg: 640x640 1 Pothole, 17.7ms Speed: 2.1ms preprocess, 17.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.67cc6c98f8d09369bf1d00af5ccdbad4.jpg: 640x640 (no detections), 9.4ms Speed: 2.8ms preprocess, 9.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.6836a10a423fcd6b9775a829b893ea81.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.92b80039b55dd5e7e68dafbc9539464a.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.0ms preprocess, 15.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.9792bd97362766f47030247de70914b1.jpg: 640x640 3 Potholes, 9.6ms Speed: 3.4ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.beea59d275d5e82e9ba203109f5761e1.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.d801a695c649e98baf1c377490693671.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.01d4492a87baee9dbdf3effb9aefd035.jpg: 640x640 2 Potholes, 11.5ms Speed: 2.4ms preprocess, 11.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.136e03122020eeb3713b16b78541e9ac.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.4ms preprocess, 12.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.231a081b8ff7cd5a5d6de68b4df6d5be.jpg: 640x640 1 Pothole, 11.4ms Speed: 4.9ms preprocess, 11.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.2e2a1f7f53607acf941298e658d722b9.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.5e786ccee9c41c2735b3cea416c695ac.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.5ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.c3bdb83b7221b579ead3545b5f610f4b.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.c74289e5c10cda421114592c6a607c7f.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.d2aa92dd981b11b33445f79f539a58a5.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.d5a8b3b9b711387d6ed0283e276e1fb1.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.4ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.e8eb35224aae959b1b45a75a2ae3dc6b.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.eb8af087feddcca8982cecf5531ed35a.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.2ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.f112ac97a391f167822ff940782c62d4.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.0ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-662_jpg.rf.074f2a1c19d55fecab6e3e0f3f53648c.jpg: 640x640 5 Potholes, 18.6ms Speed: 2.6ms preprocess, 18.6ms inference, 9.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-662_jpg.rf.2a05376c05f8eba27ea5d0aea557471a.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.9ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-662_jpg.rf.3033c608d1d1912cb9fdd0aef14c96b2.jpg: 640x640 (no detections), 13.4ms Speed: 2.7ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-662_jpg.rf.33de2df7ff22a8d94fe70d2a4ba1243f.jpg: 640x640 1 Pothole, 14.8ms Speed: 4.6ms preprocess, 14.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-662_jpg.rf.3bb1a735d858e52c3fce37ab61e38e84.jpg: 640x640 7 Potholes, 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-662_jpg.rf.7588039f8752f073ace06f0db4be228e.jpg: 640x640 7 Potholes, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-662_jpg.rf.861b86dd97dfcd43e12a33495a9b3d31.jpg: 640x640 7 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-662_jpg.rf.c335fe50b050ee31ef4d69f477ce9f64.jpg: 640x640 7 Potholes, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.0ab5750379328ce6447eb18fe3a66c1b.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.16b9b0b2e2c416c3d1ec595c4ad966e4.jpg: 640x640 12 Potholes, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.1d1472df52d0952c5c4430670f490b35.jpg: 640x640 10 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.1f74a1d7e43bdf4a98ae03e971fd6aeb.jpg: 640x640 13 Potholes, 10.9ms Speed: 2.5ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.2499e52596d21fec8030f569f99af330.jpg: 640x640 9 Potholes, 11.1ms Speed: 2.6ms preprocess, 11.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.28d445d75d4b9f48acdd6efd8e5c22e7.jpg: 640x640 3 Potholes, 13.5ms Speed: 5.2ms preprocess, 13.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.2fd9ece5bdfe5551ec930a3993a4e58e.jpg: 640x640 11 Potholes, 14.5ms Speed: 3.5ms preprocess, 14.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.30bf63dc43d4b3c92db81843cab26e6f.jpg: 640x640 12 Potholes, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.837a767b3484339b9e7b7adf6af30292.jpg: 640x640 13 Potholes, 12.6ms Speed: 2.1ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.87d72e38b430ef68cca54832b893aa68.jpg: 640x640 11 Potholes, 13.4ms Speed: 2.7ms preprocess, 13.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.8a8565245f2f26d0aa62250bbfa29952.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.a1f9ffa26a415f534017e1cf61dd8a13.jpg: 640x640 13 Potholes, 10.0ms Speed: 3.0ms preprocess, 10.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.aea80958b5a8afbd87638d582e6b865b.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.c2e9dab45bb682a1350f6cb59882cc00.jpg: 640x640 7 Potholes, 9.9ms Speed: 3.0ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.c5ccf61a93b560a2284b1b356d2563ed.jpg: 640x640 5 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.dcc2045237f8809d85c4e6993deefc9b.jpg: 640x640 13 Potholes, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.098c51c9d6738f1d08e6e13d6541277b.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.2ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.1061f80b6f0e4d5fc37d37a107fcf7d0.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.40d7c9cd168817a438f610178906cd56.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.6ms preprocess, 13.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.4b1f6551fd48689c61072196022c7295.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.8ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.70f5112ff57fb6294f295ffdf2026724.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.8ms preprocess, 11.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.76638856363a3656159027e3209c8b24.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.1ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.7a24a2c438705233e115b1437c3b97e7.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.5ms preprocess, 14.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.7bde91257af679b4d087cf53980fd69b.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.9ms preprocess, 9.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.e1a964c4b4cba19736b66d681598e5dd.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.ec0b3ff8df46d941d85f85f5e906d79a.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.fb08f59e0e2488e044e254cb5ef0ea06.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.8ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.fde5f506b5c9a146d8f8332249900a4b.jpg: 640x640 1 Pothole, 20.3ms Speed: 4.1ms preprocess, 20.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-665_jpg.rf.226472633b1538a866941a4b0b95b1f9.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-665_jpg.rf.4afb303bfcba68ae8aabb20ae750b306.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-665_jpg.rf.78ebdf98f901418dd32bb3c40b61ee2d.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-665_jpg.rf.79184ff18ddc5ce15a042c0f9ce2074b.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-66_jpg.rf.0b795451a9e93a86b27d049fb77f1776.jpg: 640x640 5 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-66_jpg.rf.156d22bff787c8e0c86135ee1afafddb.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-66_jpg.rf.6717eda703b74f20c2696d85f0965324.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-66_jpg.rf.a663a003c2124c3b208d88d16eef3e72.jpg: 640x640 4 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-66_jpg.rf.a9926a6cf209e434e0db247de67e4930.jpg: 640x640 4 Potholes, 12.5ms Speed: 2.1ms preprocess, 12.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-66_jpg.rf.ac50390a4d8cf14a0b1bf5b87a14730f.jpg: 640x640 4 Potholes, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-67_jpg.rf.d49cc2d604f92b68ee381a61fb4759c7.jpg: 640x640 2 Potholes, 9.9ms Speed: 3.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-67_jpg.rf.f9f44b58778b6ef9dcc7aa91de809a0f.jpg: 640x640 4 Potholes, 13.4ms Speed: 4.4ms preprocess, 13.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-67_jpg.rf.fec63dce12e77713dad0d84a54df545a.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-68_jpg.rf.3ac2963c58cc8268f492f396659acabb.jpg: 640x640 3 Potholes, 12.2ms Speed: 4.0ms preprocess, 12.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-68_jpg.rf.6b1b9c5f76ac949c66af4907d23b4cd9.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.8ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-68_jpg.rf.7787ceb3be937b014fd212530f8f00a5.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.9ms preprocess, 12.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-68_jpg.rf.7971a7984d1f77bf86365f9c701c9b91.jpg: 640x640 3 Potholes, 17.5ms Speed: 4.7ms preprocess, 17.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-68_jpg.rf.96f78d0ec75a837d712548d691a34330.jpg: 640x640 4 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-68_jpg.rf.f256f77fe712434ffdcfccfc30aa8fbd.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.8ms preprocess, 14.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.64a9f99fc49a4df048a5d47d664378c4.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.6ms preprocess, 11.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.65bb2a6e0d9554e18500a2ae7cddb9a5.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.5ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.7baecf78a613c172b6f360527e4c2648.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.3ms preprocess, 12.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.803ac6617e344a6271b1638f46142821.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.8ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.8811a73083ec0a87fe48820363b9b1e2.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.1ms preprocess, 12.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.8bf547913f51dc62743cb46f3a63641b.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.2ms preprocess, 14.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.a933d5e5f2586be165968a54cb1fc38a.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.b7a53062fa769fee930156f90778ab3d.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.9ms preprocess, 13.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.fc8ebd40c4fb026bf1062aef5864bb0a.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.1487581ae354401846622f05101a1288.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.2e66fa436802ba6de33ad68861b84434.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.5ms preprocess, 12.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.3bd64a895a9de81d5c853cb2a2636889.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.633a19ede999ed74540666dc7a752a5e.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.892442050cf9877b4c2a84ed528a8839.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.94b2e0eedf8cd30f7c327ccd66203e10.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.a060bef4169c55ec961d7d62af9e68bf.jpg: 640x640 3 Potholes, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.a9ccff55dad9cdd9ea3fd5f7d5bbbbd6.jpg: 640x640 5 Potholes, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.b442f1d4d82edcee3eb889e4b233d2dc.jpg: 640x640 2 Potholes, 11.5ms Speed: 2.4ms preprocess, 11.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.c37090d11491da9d977a097862245f32.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.c93b33515444b93aba42387db8a91d5b.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.dd82d4881d176b8dbefc01931820b366.jpg: 640x640 2 Potholes, 9.6ms Speed: 3.9ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.ebeb2627b4185d736e8a6d3ecfd296f7.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-70_jpg.rf.0dfc25a13e4b94b760044572712a8e09.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-70_jpg.rf.5a6eebea395e1ea1978dd282b532195a.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-70_jpg.rf.6b4f14186875a02be42fad168284df18.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-70_jpg.rf.822e9fc5aa57db905c904a97efa86e63.jpg: 640x640 2 Potholes, 10.6ms Speed: 3.4ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-70_jpg.rf.ee839d3b74519a578821a1a2823825ca.jpg: 640x640 1 Pothole, 16.4ms Speed: 2.9ms preprocess, 16.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-71_jpg.rf.3d27669075970c3a221bad14cf171f23.jpg: 640x640 2 Potholes, 9.5ms Speed: 3.0ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-71_jpg.rf.65a70cf372e67f2f86bcfe9b99824f69.jpg: 640x640 1 Pothole, 18.8ms Speed: 2.5ms preprocess, 18.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-71_jpg.rf.94d60c53241f5e79b7b984a3bfb1700c.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-71_jpg.rf.b6506c2b2808c583ea101d645657c81d.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-71_jpg.rf.b8feb03266c7926f8bf160eb8e269232.jpg: 640x640 3 Potholes, 9.9ms Speed: 3.0ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-71_jpg.rf.b9b9c9c062e7ec3619cd07b0617080c7.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.4ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-72_jpg.rf.311ec0ca9e519694980069aa7eae6702.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-72_jpg.rf.4fd42f347a380af0dd3d7031b7f1f976.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-72_jpg.rf.eb94983f3a25d223b365791a23cdd34a.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-73_jpg.rf.18f1c7a3c6eb1c22ce89cb788ce925c8.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-73_jpg.rf.c460f14dc4b648e52f3cec916a8b8a1c.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.215bf6a10d8a9ddeace2ae43f278a8d5.jpg: 640x640 2 Potholes, 10.1ms Speed: 3.5ms preprocess, 10.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.21f9b5d0d8f550d06b8b8f32779dc3e7.jpg: 640x640 (no detections), 17.2ms Speed: 3.3ms preprocess, 17.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.3d48f529431904b7e7b11ce82be79f03.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.8ms preprocess, 15.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.44e191f1b98c29432c7674f9c8e22c7e.jpg: 640x640 1 Pothole, 13.2ms Speed: 4.0ms preprocess, 13.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.454c18cfab96a742deebab692f0b3480.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.911f23f5863e9392a3af60adda1216f5.jpg: 640x640 2 Potholes, 9.3ms Speed: 3.0ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.962bad8012d89549e03f5a436ba6a066.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.a3726c14a0639dde42ab1e1cd50100d2.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.ac2a37c38ffdd3aa5c0f0f12ecf84d62.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.f4e3a7b66076b66c690505078438ac4c.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.ff8e64e88354a0302664091e5dc74f20.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.245a7f78fd9a75d31f77a583720a9cf6.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.58cf107c9cf9579ecce0ac917f31baed.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.71f6709cccd604a59b4f5baebb9faa6e.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.85cee17f532f035bfb6164580471de93.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.1ms preprocess, 10.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.b266f42ffb28e3c64d5b4b5284b8217e.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.2ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.c7534f40c69f9604850fabe742feec59.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.3ms preprocess, 13.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.dbbe8145379289a806cec0ccad2472f0.jpg: 640x640 (no detections), 9.5ms Speed: 2.9ms preprocess, 9.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.edca62d20477b261e70d5c5d62a4d4b3.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.f59fa8ea2a14ef790b6c8b3a71fde320.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.fd58d8fd83338a6c95025a0a00dbad12.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.febf1f4c7540a22df35967d7e7f1182d.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.1ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-76_jpg.rf.027131d630c15afdcbd0ddaec6a1b109.jpg: 640x640 2 Potholes, 9.8ms Speed: 3.0ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-76_jpg.rf.0ee2a07abb8a869515de3bbcdb6927c8.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-76_jpg.rf.2250ced720d8107a23fa80441f99612b.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-76_jpg.rf.2e5010df048be8bdb09583eb00b52b05.jpg: 640x640 3 Potholes, 9.2ms Speed: 2.5ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-76_jpg.rf.649c4475a4701b5f1dc365e0177f0be7.jpg: 640x640 3 Potholes, 12.0ms Speed: 2.2ms preprocess, 12.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-76_jpg.rf.684115b51b913b24c11755404fec0380.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-76_jpg.rf.eb59ea1ac64ad1bb27428e01201a762d.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-77_jpg.rf.9c137ecf74db51e56e1c524493d71e12.jpg: 640x640 5 Potholes, 15.5ms Speed: 3.2ms preprocess, 15.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-77_jpg.rf.b64be61357981ddc6b52aa29903641b3.jpg: 640x640 2 Potholes, 14.0ms Speed: 3.2ms preprocess, 14.0ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-77_jpg.rf.cc5e8500b4ac226c5306fd20488a3495.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.0ms preprocess, 12.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.263523a7bc2d1cd57f56e9e1c670344b.jpg: 640x640 2 Potholes, 11.5ms Speed: 4.8ms preprocess, 11.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.26a7ddcb980c0de8ebf527627c7687f0.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.32253a581c4656980a4145ef05f295f8.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.469c04d9c0b1875790560d6a3336a0e9.jpg: 640x640 1 Pothole, 9.8ms Speed: 4.1ms preprocess, 9.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.615b79f0e478775379028793a73042f2.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.8637569a24b6083218e4ce7b72044c17.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.cc3028902b9d4b79195363b780633170.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.e26aef64e005ce74fe5d42fb755b2f87.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.ed12948ac5afe0073d591e07534d03f5.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.9ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-79_jpg.rf.05ef91fe758dc2ce4dff2ced0325da9a.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-79_jpg.rf.39752839a95abee3d3ed101fbb758a15.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-79_jpg.rf.3f3bbdcf96cede1e3be80951725ed48a.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.0ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-79_jpg.rf.68fced7efe5f43bcdb71c91ad1ff7f08.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-79_jpg.rf.a756280ba68e5146f37a2f0d69592cb5.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-79_jpg.rf.afee021e6eb4f7b880c0dafd2a558b91.jpg: 640x640 1 Pothole, 13.8ms Speed: 4.1ms preprocess, 13.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.06170c7cad76d17380baef0843227a8d.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.0ms preprocess, 9.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.59f09f3a0e9aa4163f4466401de85f4c.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.5fe2c52bc1cb7a0a4e29205146bbd1b9.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.2ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.733d9c7e6bbeb2cb6dd5914f4c331b3e.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.8e0c293fd6403e4287c242efed8e8dd3.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.99194041e586b0a8245bbf72791be4dc.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.4ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.bf432cf3fc709c9cbb431c0a922974ac.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.5ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.c8b20efa83801ad6cdb47f90f5db26bd.jpg: 640x640 (no detections), 10.2ms Speed: 5.3ms preprocess, 10.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.d65111bc349ea3aa306c722e1b86359d.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.e626b297abd79052745a91b75bf10a92.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.e7e5fbad0dc14cc38e713e141f26e6b5.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-80_jpg.rf.2a94d33a8d0a10d924232e6bde8b9bbf.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-80_jpg.rf.2db4e5a2b9a651d5d2f4d11fad69a0e8.jpg: 640x640 (no detections), 15.1ms Speed: 4.5ms preprocess, 15.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-80_jpg.rf.37572cda952fed3746498bcd9315fb88.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.2ms preprocess, 11.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-80_jpg.rf.4acffa70c5b31360584443ab49a023ae.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.9ms preprocess, 10.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-80_jpg.rf.abab93744cfb781e0b69920166a37c4d.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-80_jpg.rf.b092879580b9ebb162da67d44dd05081.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-80_jpg.rf.b4a781b79af426bd9e23d90c692ff8c0.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-80_jpg.rf.bff33bedbe35e6765e643838907c4726.jpg: 640x640 1 Pothole, 9.3ms Speed: 3.0ms preprocess, 9.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-81_jpg.rf.15e0b83bd32df8ba26f5712962e4347d.jpg: 640x640 2 Potholes, 10.1ms Speed: 4.1ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-81_jpg.rf.4ea35cf3120e0314efeb5f0ea5800c2c.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.8ms preprocess, 9.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-81_jpg.rf.6506a2ae277f39ce33a6b12292c3f605.jpg: 640x640 2 Potholes, 9.5ms Speed: 3.1ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-81_jpg.rf.88bfeb068f8f55653093e7476152b500.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.9ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-81_jpg.rf.9e7998480de96bc9ed183645d542b95d.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.2ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-81_jpg.rf.a47980517390eece7a5e72c896e5a7c3.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.0978fafb174c1c1025889714e7eb1b6c.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.0d6bbabeb5687ee6aa46f25c6d9090d3.jpg: 640x640 2 Potholes, 9.5ms Speed: 3.0ms preprocess, 9.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.164972a66f368956ff5b49cfda5f56e4.jpg: 640x640 3 Potholes, 9.5ms Speed: 3.0ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.593911bd015b94fed99f03f8100f4438.jpg: 640x640 3 Potholes, 9.5ms Speed: 3.3ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.95db76f17a162f4d10ea33e5124536c6.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.c469f479dc9a82a5a22f3f32244b13fc.jpg: 640x640 3 Potholes, 10.6ms Speed: 5.0ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.c6c656616fd9af8b392f6ff2379f3f9d.jpg: 640x640 4 Potholes, 9.2ms Speed: 2.1ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.ca8d562c1d6a050f2f72936a907dd567.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.d110c01db9a181cff245f162d0d324b0.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.e44dd92ddce7ea15d7676c3aced35c70.jpg: 640x640 4 Potholes, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-83_jpg.rf.2d0f31c716d0c5ac27d8a5f5efbee68c.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.7ms preprocess, 11.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-83_jpg.rf.3d887772fe61c497e54b38d0717fba59.jpg: 640x640 1 Pothole, 22.8ms Speed: 3.2ms preprocess, 22.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-83_jpg.rf.461169399cf283911988801b2723792c.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-83_jpg.rf.660604a510ffdbc8aa04642b445bc046.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-83_jpg.rf.d9e1c3115194476c10565a4462c71f15.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.4ms preprocess, 9.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-83_jpg.rf.fa452d6129c72e2f72939a311a8906d3.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.3dd96765c5ecff0f78179f69d181c2cd.jpg: 640x640 3 Potholes, 9.9ms Speed: 3.7ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.3ff9080bb93c2b57c8b845473b36f679.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.41a7b27d5aa44bd4a463b3970da54470.jpg: 640x640 3 Potholes, 9.9ms Speed: 3.5ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.530667c73e4577c202a21874b48f68c4.jpg: 640x640 3 Potholes, 12.8ms Speed: 2.3ms preprocess, 12.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.6bcb8ee4027c450984ced2f3ea417576.jpg: 640x640 3 Potholes, 11.0ms Speed: 3.9ms preprocess, 11.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.783760378eace818fbbc11357fc5c8e2.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.91e99c3758cd4065ba782f9d6e33a4da.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.a9232ef44eeb68879785384aec0e8fe0.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.b2b77d43ad5858c830415dee1c8032b3.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.ffc86f5a17f74f0d394bf982d7086e8d.jpg: 640x640 2 Potholes, 10.2ms Speed: 4.2ms preprocess, 10.2ms inference, 10.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-85_jpg.rf.39123aa943b01368bf5cdcc8a5996388.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.8ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-85_jpg.rf.ca1c48aefe9501d89518a11bbcdae863.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.9ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-85_jpg.rf.e44f9b22d9c215a995a33bcd0ad8daff.jpg: 640x640 2 Potholes, 11.6ms Speed: 4.4ms preprocess, 11.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-86_jpg.rf.092f6f1d4aa5742c64d9819bbd75d3c5.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.7ms preprocess, 14.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-86_jpg.rf.14c53f5614f6a0d95c76c879c063d8ba.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-86_jpg.rf.56c8052cf7d286cccdd54806b3c700bc.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-86_jpg.rf.71efe739eb6e37d4e8a0977d784ab782.jpg: 640x640 2 Potholes, 11.2ms Speed: 3.6ms preprocess, 11.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-86_jpg.rf.b8e07e0e9e37c3654883d4468a83dbaf.jpg: 640x640 2 Potholes, 10.3ms Speed: 3.0ms preprocess, 10.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-86_jpg.rf.c34ce8d53984b382bb0997de7042ba88.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.8ms preprocess, 10.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-86_jpg.rf.e712507043b618a4189f50309f025bbd.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-87_jpg.rf.1d283b935c2aabe6f23e58815fc3e02c.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-88_jpg.rf.0f43bbd4c968d2a7df178c40926dd447.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.4ms preprocess, 16.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-88_jpg.rf.ef3e90f5ac98032e4370260db0b8ec10.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.4ms preprocess, 15.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-89_jpg.rf.5226a09a8da253702dc8bccd7ef9868c.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.9ms preprocess, 12.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-89_jpg.rf.6912a63c32d23e99a45302cb9b97116f.jpg: 640x640 2 Potholes, 10.4ms Speed: 3.3ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-89_jpg.rf.8c9e867a99a2beaa09eda4c1046d268a.jpg: 640x640 2 Potholes, 11.4ms Speed: 3.8ms preprocess, 11.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-89_jpg.rf.ab2003778f1786fd212524f973bdd140.jpg: 640x640 2 Potholes, 12.6ms Speed: 3.0ms preprocess, 12.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-8_jpg.rf.097dc7bbedbda385ce901548110e311a.jpg: 640x640 2 Potholes, 16.0ms Speed: 2.7ms preprocess, 16.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-8_jpg.rf.adda95c62650514c9c15e3441e6d4952.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-8_jpg.rf.b90db16a15827dc540681f04ea33d8e8.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-8_jpg.rf.eb6ad03d5a04abb4f7c6e11692f1d5e1.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.05f7ae956d26946924d85d7e1dc09c29.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.15e2a4ed278be63ba66c85df6ed3bf03.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.0ms preprocess, 10.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.16c77d7085a82891a3cb1ded06707749.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.7ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.3098b76ee0453d61182fc6deb86a605d.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.8ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.40684b8f96f4131ed4934ae435120ee9.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.2ms preprocess, 14.9ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.5fb758e148e27e8d3602fa767d221710.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.3ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.64f637a7385f5a765f4f1633e44d2bd0.jpg: 640x640 1 Pothole, 10.5ms Speed: 3.7ms preprocess, 10.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.7f77099f05d9b04704995e3e8eae387d.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.7ms preprocess, 10.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.811fdd542809159bf32036954aa28b06.jpg: 640x640 1 Pothole, 19.1ms Speed: 3.0ms preprocess, 19.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.9ca02fa014c856f0cdc93ce8b559b8b7.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.8ms preprocess, 10.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.9f721cd1a77d34b9475f7ffff64dd415.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.0834e8ee985b7f101f515f52e8d375f5.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.5ms preprocess, 15.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.12d613d840596eddd72bb92d5a17d500.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.18b48f7d78daf03acd73dae20bab00df.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.8ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.3b49e38bc2bcebfe4c2c801f0112e8be.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.4548ec546f58d3ce566dcc6db6e12f64.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.0ms preprocess, 12.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.6669cc936a5b3e6b57e56f2011eb7afe.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.8ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.8411c5e941af7a71c1750ceb54cc8222.jpg: 640x640 2 Potholes, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.8cc812ffc94e049ba7f72a6699e8b30b.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.4ms preprocess, 11.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.a072fc424a5cf62aaeb4aca806e02ce4.jpg: 640x640 (no detections), 10.6ms Speed: 2.9ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.fe42a7c2680671ec6824055b9a62e85d.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.7ms preprocess, 14.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.0137ec6dd1b7db698fa9156ed8920265.jpg: 640x640 3 Potholes, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.11bf6f28865c3aa1f348c6eb5fad565a.jpg: 640x640 3 Potholes, 11.8ms Speed: 3.0ms preprocess, 11.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.2addcd7ffcd52c8daedf80468cce6a42.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.4ms preprocess, 11.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.42af8964fa2ad5c3ebd04ca15cb65ba8.jpg: 640x640 3 Potholes, 10.6ms Speed: 2.8ms preprocess, 10.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.56f3ab1c1535e04a62e35cac57834408.jpg: 640x640 3 Potholes, 14.9ms Speed: 2.7ms preprocess, 14.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.6d1623584d9d7be9588f591e280303e5.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.6ms preprocess, 10.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.7f0d1906ff305e4a6b67ad5bafe4346d.jpg: 640x640 3 Potholes, 14.5ms Speed: 2.7ms preprocess, 14.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.87121d4df16b7dd5aa7171ef4f0b1449.jpg: 640x640 3 Potholes, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.8b39f5ea3dc3e0c14a7fecf4497b9dff.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.1ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.9d1c08886dc02a7b92919fa3644f49d6.jpg: 640x640 3 Potholes, 12.9ms Speed: 3.1ms preprocess, 12.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.b54c08c34324ccca2f48b85006b0ec4b.jpg: 640x640 3 Potholes, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.db8981ef15d5f345303593a72694ebc8.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.ddd31854b19796a9c7a39a93011db2bc.jpg: 640x640 3 Potholes, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.f45d6ca884c51d061d5ff4c1d1e0083a.jpg: 640x640 3 Potholes, 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-94_jpg.rf.5c105df9888ecdc159b653717417b803.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-94_jpg.rf.5ca21e804bae5a9a26417a015c50f97f.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-94_jpg.rf.dae24386e1b30e5483d67577a9c947e7.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-94_jpg.rf.fb4bb171d9b7bf2017f43537d362caed.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.9ms preprocess, 14.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-95_jpg.rf.162dcf1ec145601b0c592c52c2fd45b0.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.4ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-95_jpg.rf.16e01a2bfabfd6a3b91e890c4a7acb42.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-95_jpg.rf.4e7e16cf54c446ab7f572ce70d74af4d.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.9ms preprocess, 10.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-95_jpg.rf.7d3b223449298a5ddd94818c0b998721.jpg: 640x640 2 Potholes, 11.2ms Speed: 2.6ms preprocess, 11.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-95_jpg.rf.bf6f15c456e24ce81bfd52ac0f8a73eb.jpg: 640x640 3 Potholes, 11.9ms Speed: 2.8ms preprocess, 11.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-95_jpg.rf.daecc40ae3e850e247139e9766c57604.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.38136ca6af78a41ab7a53d290280753b.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.481753729d5de8af8aa6134a2b0f540e.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.8ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.5f9dc813b09c7064386923eb8b780c07.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.9ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.8bc2397a3539e59becb766c4688f7c99.jpg: 640x640 2 Potholes, 16.1ms Speed: 2.3ms preprocess, 16.1ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.8c64f1aba5d388a9450a9265dbe784a7.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.8e816f79b978f7f512a4f382f7d717a4.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.9d6e89c0e5b7f29bd58b703bdf136667.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.ade4f8b0a66ab0bf305acbe2018065d0.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.5ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.d255272c116836008cbebeabdf9259ac.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.d75c2840bf77300f46875e1a450dc8af.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.fc38ad18ea0631835b0ee43ffcdcd54e.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.fc3d6a6a4bb416d41e7fc484a42d9a04.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-97_jpg.rf.ab1d56df6d9217827534c2308db28a85.jpg: 640x640 3 Potholes, 13.1ms Speed: 3.8ms preprocess, 13.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-97_jpg.rf.d4040b6bba81fc4d98a6ab332cd21993.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-97_jpg.rf.fc7c58419171aa2b21c799012f18334c.jpg: 640x640 5 Potholes, 16.7ms Speed: 2.5ms preprocess, 16.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-98_jpg.rf.1299eec21be64c65b69b8a31579a3589.jpg: 640x640 5 Potholes, 13.2ms Speed: 2.6ms preprocess, 13.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-98_jpg.rf.6b9d7e2ad8d198a9e6d1cd0794e1912d.jpg: 640x640 3 Potholes, 10.9ms Speed: 2.4ms preprocess, 10.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-98_jpg.rf.6df1a8d869189327e615b8bb5b217ffc.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.8ms preprocess, 11.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-98_jpg.rf.cc3b38a7912120080ff0f3fc12f3cce5.jpg: 640x640 3 Potholes, 12.3ms Speed: 3.2ms preprocess, 12.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-98_jpg.rf.f1e4a8dcd0610c9e1861050a06e18f27.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.6ms preprocess, 13.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.061354231861bfd5c2fdc125a2c6617a.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.0c7c82c90a3091507216140045d4a1a5.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.1c02164c0cacb3d80256c4be302f1bb1.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.2ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.30b008bfe63fe181b5c8e9bcb64303fb.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.4c6e53b1d4e9f4b6278d991b37da5e36.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.4d83f103e226f40d97e09e17c7b0d2d4.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.8ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.61bec9e442ae117e72d0491b1dd37c61.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.631ce6cf3416387fca35546b9224a9ea.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.9ea17c632a15614596c86d6b4a037445.jpg: 640x640 1 Pothole, 10.0ms Speed: 4.6ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.a7ee2738f9e91f49ad97c7c29cd0734d.jpg: 640x640 1 Pothole, 10.4ms Speed: 6.9ms preprocess, 10.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.b6b5b8e45727db223e512fbdbe6fd829.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.f52fc2a95cd514a3b5ae0ec1461484fc.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.8ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-9_jpg.rf.00f7686d0c7010e5a5c953173b71b83d.jpg: 640x640 2 Potholes, 10.4ms Speed: 3.0ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-9_jpg.rf.50a56b94e978d1ea36f44213ae93fecc.jpg: 640x640 2 Potholes, 11.0ms Speed: 2.9ms preprocess, 11.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-9_jpg.rf.b80bb5e5c0715a91f921fbdb14d08d57.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-9_jpg.rf.ccf7cdd3539106f6e7bc3923ec1515e0.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-9_jpg.rf.e9da9e4443f5f8dcb2a60a848bd9f2c9.jpg: 640x640 2 Potholes, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-9_jpg.rf.fe35776192616e7f5e11ec43a0d6ea5b.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.7ms preprocess, 12.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_01_jpg.rf.0bb2ae0663edbaad7425ea14a5e25f86.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_01_jpg.rf.9bedcc53ea1b56319886fbc3e1aa9876.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_01_jpg.rf.ec3e00edff76d6720c15d437c54e828a.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.6ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_01_jpg.rf.f42b66b8e16a7e2b25d9e87d4690c925.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.7ms preprocess, 10.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_02_jpg.rf.a00d5177e19bee0b0d63110f28b4d851.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_02_jpg.rf.dcecb734025c741a8ff2ee07ddf4115b.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_03_jpg.rf.1a45434e1418089c9a47b6a81eef026b.jpg: 640x640 (no detections), 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_03_jpg.rf.3bcd188bc5c9ab352606b7006c27352d.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_03_jpg.rf.568dc23877ca56c647f0422b10b8c723.jpg: 640x640 (no detections), 9.6ms Speed: 2.0ms preprocess, 9.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_03_jpg.rf.5bbc7f5ac4287c1d8e82e8788a283b02.jpg: 640x640 (no detections), 9.7ms Speed: 2.8ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_03_jpg.rf.7bef4077d8ab6ee50fab7626c1e58486.jpg: 640x640 (no detections), 9.8ms Speed: 3.2ms preprocess, 9.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_03_jpg.rf.c1480d5651f01eb435ea6639f4a7df42.jpg: 640x640 (no detections), 9.9ms Speed: 4.3ms preprocess, 9.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_03_jpg.rf.d738ffefca6c32373a6f5079b82aa583.jpg: 640x640 1 Pothole, 12.2ms Speed: 4.4ms preprocess, 12.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_03_jpg.rf.fa21ccff40d79e97d9e970416a51da38.jpg: 640x640 (no detections), 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_04_jpg.rf.532243ea4b25716a3db862df59aa4ee3.jpg: 640x640 (no detections), 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_04_jpg.rf.8226db899227094e6b7b1fa3d9779687.jpg: 640x640 (no detections), 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_04_jpg.rf.c0f452da2459fdea67047279d580f69a.jpg: 640x640 (no detections), 11.6ms Speed: 4.0ms preprocess, 11.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_05_jpg.rf.3136c86c318a3be75bb4d81573189ff5.jpg: 640x640 (no detections), 18.8ms Speed: 4.9ms preprocess, 18.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_05_jpg.rf.461ffa0934abbc3d2419424ed0718232.jpg: 640x640 (no detections), 11.8ms Speed: 2.5ms preprocess, 11.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_05_jpg.rf.8edfcd61f5a248fec293c94f957ef798.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.4ms preprocess, 11.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_05_jpg.rf.a1d9d200ff2ddd796a8737b368f1f16a.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.5ms preprocess, 10.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_05_jpg.rf.b7e29e3eceda69d6f67cbb43eac910fb.jpg: 640x640 (no detections), 12.6ms Speed: 4.2ms preprocess, 12.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_05_jpg.rf.cdecca8aba445b144e70191f6d4a2e66.jpg: 640x640 (no detections), 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_05_jpg.rf.d8782bc9c6c54c35be3fe19fa073ef0a.jpg: 640x640 (no detections), 17.0ms Speed: 2.6ms preprocess, 17.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_05_jpg.rf.e72b4523dbf0e02373eabf0816c57fed.jpg: 640x640 (no detections), 11.7ms Speed: 2.6ms preprocess, 11.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_06_jpg.rf.2ed5783ba17c01ac263f35d0129f9ed0.jpg: 640x640 1 Pothole, 16.7ms Speed: 2.6ms preprocess, 16.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_06_jpg.rf.6468333d610378d9c46d4fe693605f41.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.3ms preprocess, 13.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_06_jpg.rf.6b8250743f7e356f20d0ef44ee40a5eb.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_06_jpg.rf.6f20710c48ad51e96bb28af561b65958.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_06_jpg.rf.8ca57d3b8dfaf82d717a839ffc819518.jpg: 640x640 (no detections), 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_06_jpg.rf.c2ed905b13ff38e0bbf6c3b0471310e0.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.8ms preprocess, 10.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_06_jpg.rf.c3f35f6526429ce9361056ece91d0e5d.jpg: 640x640 (no detections), 11.2ms Speed: 2.2ms preprocess, 11.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_06_jpg.rf.d7e2dc8cebefdde24b947426d221e147.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_07_jpg.rf.6461d49b6e37d8cea18cb77971d0da13.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.8ms preprocess, 13.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_07_jpg.rf.9e3c519eed128eceeb1b3c8299f9dba1.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.1ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_08_jpg.rf.478e11ddb6301b5fdfef245c52f76b68.jpg: 640x640 1 Pothole, 19.4ms Speed: 4.1ms preprocess, 19.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_08_jpg.rf.8d87ce8c8f809a18bfe38d2e7ee9b70a.jpg: 640x640 (no detections), 16.4ms Speed: 3.6ms preprocess, 16.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_08_jpg.rf.946be6deab593eae1b34aaef3598da31.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.8ms preprocess, 15.7ms inference, 6.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_08_jpg.rf.9a3511bb44dca635486bbdecdc1f17d7.jpg: 640x640 2 Potholes, 11.6ms Speed: 3.7ms preprocess, 11.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_09_jpg.rf.6387388f3c33c7e9111fcd08de353ddd.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.7ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_09_jpg.rf.655d7a9289a20e1253eb5e7f9ef76d97.jpg: 640x640 (no detections), 10.3ms Speed: 3.7ms preprocess, 10.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_09_jpg.rf.a56b4e0026ecff6235a0f5b748ac489c.jpg: 640x640 (no detections), 9.9ms Speed: 3.0ms preprocess, 9.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_09_jpg.rf.a6b4bb3e07050bff4db74413ee64017a.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.3ms preprocess, 12.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_09_jpg.rf.abccc5d26b6d0e14d15210e810c190aa.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.7ms preprocess, 12.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_09_jpg.rf.b1609877e4b597b24077b677e08f2e71.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_09_jpg.rf.bd7032cbf2e454a1608aa585a72cb21e.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.5ms preprocess, 10.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_09_jpg.rf.fbeb947c4c82e684b3476ec0be742c7b.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.0ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_10_jpg.rf.55218a9407a83ca2ca5204bf0d98bb8b.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.9ms preprocess, 10.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_10_jpg.rf.8f5010133dd6f5167b60b8f438b2e90e.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.7ms preprocess, 9.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_11_jpg.rf.07a1be50da3dc0e5613db11726481506.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_11_jpg.rf.109eb975eb47258400116a378cc1dd4c.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_11_jpg.rf.25723ea8990452b3e224c07332e39c4f.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.3ms preprocess, 12.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_11_jpg.rf.5536f97e360f9bf7fe72b4a7f3d83abe.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_11_jpg.rf.7544974e2e1e76ea3b64d7722850509d.jpg: 640x640 (no detections), 11.0ms Speed: 3.4ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_11_jpg.rf.97ebeb238225f28b7828ad714197f0d5.jpg: 640x640 1 Pothole, 9.6ms Speed: 4.4ms preprocess, 9.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_11_jpg.rf.f4017857a71a3bf282f7f6ad907260f9.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.1ms preprocess, 9.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_11_jpg.rf.fe167c20a13b6fa34ccaf4e6784d1e36.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_12_jpg.rf.073bb2472ad10ad54b9fe41b5bd38c5e.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.5ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_12_jpg.rf.231be4b29fde8f96032d257fdb5e2809.jpg: 640x640 (no detections), 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_12_jpg.rf.7480e82a2d69783340004bee28f3be2a.jpg: 640x640 (no detections), 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_12_jpg.rf.a47c4be9c5a6d539ebdaaa7ff43da860.jpg: 640x640 (no detections), 11.2ms Speed: 2.3ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_12_jpg.rf.cbcfbe6f024e0ee669aba66e427ad01d.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_12_jpg.rf.fd23131a5cb2e43ba8dfd2941806cce9.jpg: 640x640 (no detections), 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_13_jpg.rf.02fc5c2bc617dd0d9cc823f14035c959.jpg: 640x640 (no detections), 9.6ms Speed: 3.1ms preprocess, 9.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_13_jpg.rf.0aab620104533dec1ad664393f540007.jpg: 640x640 (no detections), 9.7ms Speed: 3.3ms preprocess, 9.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_14_jpg.rf.048ba44dd616dc8f6ad93d0f0424ff16.jpg: 640x640 (no detections), 16.8ms Speed: 3.4ms preprocess, 16.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_15_jpg.rf.6e00f229948a18b9f9c9904c08d39586.jpg: 640x640 (no detections), 9.9ms Speed: 4.3ms preprocess, 9.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_15_jpg.rf.e02f0a7577d5478b2a6d82f87ae621dd.jpg: 640x640 (no detections), 16.2ms Speed: 3.5ms preprocess, 16.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_15_jpg.rf.eda76c31a8f13184102b22e34070603b.jpg: 640x640 (no detections), 14.3ms Speed: 3.2ms preprocess, 14.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_16_jpg.rf.0c0ea7cff4362e79c29d7ccec403125b.jpg: 640x640 1 Pothole, 11.4ms Speed: 4.1ms preprocess, 11.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_16_jpg.rf.1f2e4f7a6f1a015f86223bb6b5b61f00.jpg: 640x640 1 Pothole, 10.7ms Speed: 5.2ms preprocess, 10.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_16_jpg.rf.2fe4064c53374ebc76231e13b543dd56.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_16_jpg.rf.76d4cc69c31a52bfbbd05b63561d869e.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.2ms preprocess, 10.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_16_jpg.rf.88839a1e8754526b4da1b4abd4b83f05.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_16_jpg.rf.be0a03226e858f4d7049c65ec615f104.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.1ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_16_jpg.rf.eff381a1ccc53288ba953e6a8175bf17.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_16_jpg.rf.f8ecf97157a834372016016140b1495d.jpg: 640x640 1 Pothole, 10.8ms Speed: 4.4ms preprocess, 10.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_17_jpg.rf.2c5ff37f5d64d116c9035b8c74205c5c.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.4ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_17_jpg.rf.32878c4f4ce6636820240b89644e30a4.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_17_jpg.rf.56677c4bfeec47225f734aad11690868.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_18_jpg.rf.4c3c74ba8cc348c0f65c8fce1dd8f461.jpg: 640x640 (no detections), 10.3ms Speed: 3.7ms preprocess, 10.3ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_18_jpg.rf.51ba4a6fa4da336d8c5ea94116670990.jpg: 640x640 (no detections), 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_18_jpg.rf.66906c659a6b87b6d9a85c6d10f67d32.jpg: 640x640 (no detections), 14.4ms Speed: 3.6ms preprocess, 14.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_18_jpg.rf.bf6cc251b8a8cedd971038c1879972de.jpg: 640x640 (no detections), 11.1ms Speed: 4.3ms preprocess, 11.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_19_jpg.rf.6781c9b03b2f5132f89cb8843cd66062.jpg: 640x640 1 Pothole, 10.3ms Speed: 4.4ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_19_jpg.rf.c5b92d3d1e37aee84540d7b25df3526a.jpg: 640x640 (no detections), 13.1ms Speed: 3.9ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_19_jpg.rf.f09c1376937265b269ef6cefbc4fe001.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.6ms preprocess, 11.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_20_jpg.rf.2db1819e3b607c0390a232b986507b4e.jpg: 640x640 (no detections), 10.3ms Speed: 3.7ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_20_jpg.rf.84658fc30ceb8f8953d3a40ddf7020d3.jpg: 640x640 (no detections), 10.6ms Speed: 2.1ms preprocess, 10.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_20_jpg.rf.a8cb7c3a8154fb490748091800458298.jpg: 640x640 (no detections), 15.5ms Speed: 2.5ms preprocess, 15.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_20_jpg.rf.d9445370b819e931ae47d8131c47dff4.jpg: 640x640 (no detections), 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_jpg.rf.097f887bae0d4b705131a43d697ca00a.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_jpg.rf.20a8c38e54163f1f9c0e29cee2bda6cf.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_jpg.rf.2867b3936393cb984ac826f136169de8.jpg: 640x640 (no detections), 10.1ms Speed: 2.6ms preprocess, 10.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_jpg.rf.3be48a7f6baaaeccc77c2c599ebd1b2f.jpg: 640x640 (no detections), 10.2ms Speed: 3.2ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_jpg.rf.b85aabab15a40c3b3f38df11eca37403.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.9ms preprocess, 11.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_jpg.rf.bf8c2e88c802fa4a154dfd450ed46209.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.4ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_jpg.rf.ded8f700b53346f0d9caf2ebe9ad1390.jpg: 640x640 2 Potholes, 10.4ms Speed: 4.0ms preprocess, 10.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_jpg.rf.e2c442d1bd2f46b48f9b25ca85bb860c.jpg: 640x640 1 Pothole, 18.9ms Speed: 3.8ms preprocess, 18.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_01_jpg.rf.839cefb213b12b56b06ce7c2ca2fea1c.jpg: 640x640 2 Potholes, 14.6ms Speed: 4.1ms preprocess, 14.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_03_jpg.rf.40d0e43888f1a22332c445e63ec8c6c5.jpg: 640x640 (no detections), 11.2ms Speed: 4.4ms preprocess, 11.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_03_jpg.rf.5d0880365c15ccf32a6f2dd742874891.jpg: 640x640 (no detections), 10.9ms Speed: 4.6ms preprocess, 10.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_03_jpg.rf.901bb7acb166f550e9108ff93f8443eb.jpg: 640x640 (no detections), 10.5ms Speed: 2.6ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_03_jpg.rf.a1d19b51d25a1687ee4d6a1373026ff2.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.3ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_03_jpg.rf.ea950fd97780ab30d2abf674f218f43f.jpg: 640x640 (no detections), 10.5ms Speed: 4.2ms preprocess, 10.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_03_jpg.rf.fcaa4ccdc88f161b9a04d04e7fdb98d1.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.7ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_04_jpg.rf.31d78026bdf15d916df0ae2b10a53b3d.jpg: 640x640 (no detections), 16.3ms Speed: 2.4ms preprocess, 16.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_04_jpg.rf.d2118a00d26f71885790f6ad9060026b.jpg: 640x640 (no detections), 10.4ms Speed: 2.9ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_05_jpg.rf.84838efd6c2875727e3a7633b1eb1d64.jpg: 640x640 (no detections), 15.6ms Speed: 3.3ms preprocess, 15.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_05_jpg.rf.b3ad141bfd70e049c44c9e070debdd56.jpg: 640x640 (no detections), 10.4ms Speed: 3.0ms preprocess, 10.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_05_jpg.rf.d296408c04b9433e712a019f4146658e.jpg: 640x640 (no detections), 10.5ms Speed: 4.0ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_06_jpg.rf.39d98ec1b2f8ee980fc3dc14d8cc91d1.jpg: 640x640 (no detections), 14.6ms Speed: 4.7ms preprocess, 14.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_06_jpg.rf.56a19a8a6348751e97c6d87857627f59.jpg: 640x640 2 Potholes, 13.7ms Speed: 5.6ms preprocess, 13.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_06_jpg.rf.5d6bc9b001f8528c22dd2082444ceeb6.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.8ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_06_jpg.rf.86021d1b0eb0c77d156abff158e8cda2.jpg: 640x640 2 Potholes, 10.7ms Speed: 3.0ms preprocess, 10.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_06_jpg.rf.8bdd227111bebae197434b1cabbd14a0.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.9ms preprocess, 12.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_06_jpg.rf.9b52ebb01a216e2792bb0d8370969ff6.jpg: 640x640 2 Potholes, 12.4ms Speed: 3.2ms preprocess, 12.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_07_jpg.rf.4cddf1e11d4e74df6df958b5b016ba62.jpg: 640x640 3 Potholes, 10.9ms Speed: 4.4ms preprocess, 10.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_07_jpg.rf.61ecc9b580ce7867e71568721c143e48.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_07_jpg.rf.a3cabea8ea47f977ab62ef6189f49bd0.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_07_jpg.rf.c18b14aaf068b7b1ce469bb6d233fe3c.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_07_jpg.rf.c7caf4ae7737a1ad6c6cfbce0b49db78.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_07_jpg.rf.e2c2a70841e5ec75035dfb86070ab9d6.jpg: 640x640 3 Potholes, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_08_jpg.rf.1456f2ef2fd6b9413b4f4c8b2701fc86.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_08_jpg.rf.2f9d483b36298b30857df420e0767c80.jpg: 640x640 (no detections), 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_08_jpg.rf.775d2de2d4c5680da25dc9b4169f7f51.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.6ms preprocess, 12.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_08_jpg.rf.cb7a07a7006f196a147db36b304f4680.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.6ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_09_jpg.rf.17197901780e4da7c1f1c5be788693ff.jpg: 640x640 (no detections), 18.0ms Speed: 4.1ms preprocess, 18.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_09_jpg.rf.7281e2b2e5954aee1734ce1a8c3c43f2.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.3ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_09_jpg.rf.b0c2a2b6e00d223e25f400703dda49dc.jpg: 640x640 (no detections), 22.3ms Speed: 4.0ms preprocess, 22.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_10_jpg.rf.a8889abc6bf2d92dfa5e4c9316f4a7b9.jpg: 640x640 (no detections), 10.4ms Speed: 3.5ms preprocess, 10.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_10_jpg.rf.fceca986bf02d0c0e757edff2b751e4b.jpg: 640x640 2 Potholes, 10.7ms Speed: 4.2ms preprocess, 10.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_10_jpg.rf.fe88ed346e1c06a9f1c12017d1b4fde4.jpg: 640x640 (no detections), 15.4ms Speed: 3.5ms preprocess, 15.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_11_jpg.rf.5914d6104e2afbcfb98975276c306823.jpg: 640x640 (no detections), 11.5ms Speed: 2.9ms preprocess, 11.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_11_jpg.rf.6aa6e63ba4bed87d264bde4bc739a468.jpg: 640x640 (no detections), 14.0ms Speed: 2.8ms preprocess, 14.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_11_jpg.rf.79645b107dccc7b167ca77802817da8a.jpg: 640x640 (no detections), 10.4ms Speed: 2.5ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_11_jpg.rf.f64de9a6100a35b20b8db63420d3498d.jpg: 640x640 (no detections), 10.7ms Speed: 3.6ms preprocess, 10.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_12_jpg.rf.112cbb0f930b021dcee8d9021f3c1343.jpg: 640x640 (no detections), 10.4ms Speed: 2.5ms preprocess, 10.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_12_jpg.rf.3a3ab93d6b6108072633f9100b5b8d1f.jpg: 640x640 (no detections), 10.8ms Speed: 2.7ms preprocess, 10.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_12_jpg.rf.3c835b5d511e8504675fb5c2e2cdf6fc.jpg: 640x640 (no detections), 10.9ms Speed: 4.2ms preprocess, 10.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_12_jpg.rf.3cd68788b66b468c9d63a0f15ac3e92a.jpg: 640x640 (no detections), 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_12_jpg.rf.574e04b5e36b6594bc1389238001af5c.jpg: 640x640 (no detections), 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_12_jpg.rf.93d3bbf5c04626bf89d49187dff4caa1.jpg: 640x640 (no detections), 22.8ms Speed: 4.5ms preprocess, 22.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_13_jpg.rf.38fa434727b1419e56abd77fe3ac3b8e.jpg: 640x640 (no detections), 12.2ms Speed: 4.1ms preprocess, 12.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_13_jpg.rf.643072ee774ced7d1ba317729b879e38.jpg: 640x640 1 Pothole, 17.0ms Speed: 3.7ms preprocess, 17.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_13_jpg.rf.6eff44bbf46e8f2cf7b1c76528851e1d.jpg: 640x640 1 Pothole, 19.2ms Speed: 5.2ms preprocess, 19.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_13_jpg.rf.76cf96066345691955e10231a5387e6c.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.5ms preprocess, 10.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_13_jpg.rf.86814fc63381e6dea2a9c7c6a987b927.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.5ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_13_jpg.rf.991796708e9b6e7a0a4f7f6bd6150447.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_13_jpg.rf.d38190493fce1668d7a9ba9b060464ee.jpg: 640x640 (no detections), 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_13_jpg.rf.fb54cd5af8db548908d0b34c72684b8b.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_14_jpg.rf.0cb9639b6de3ce48b5f5350bfe18fe2d.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_14_jpg.rf.539b98beca97f1ac80fe6348d098c8f8.jpg: 640x640 (no detections), 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_14_jpg.rf.954d903df4887290ddcba0e0f59402bb.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_14_jpg.rf.bcf1924a294371e9b402dae44b07c604.jpg: 640x640 (no detections), 10.6ms Speed: 3.2ms preprocess, 10.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_14_jpg.rf.c6f54231e988e7f57f2c4f87539bf4d2.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.9ms preprocess, 10.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_14_jpg.rf.f110b751978ae94e0b86443c5c04aaf3.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.0ms preprocess, 12.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_15_jpg.rf.115c0ada64368699d915a19a7eae3ac7.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_15_jpg.rf.1d388f3d222327ffd9224410feb46ef6.jpg: 640x640 2 Potholes, 10.1ms Speed: 3.2ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_15_jpg.rf.21fb2129c338a9b8fed34f3df2eb7ef4.jpg: 640x640 3 Potholes, 21.1ms Speed: 3.0ms preprocess, 21.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_15_jpg.rf.3af34d3ef021f5bbbf6e4df7923e1c2a.jpg: 640x640 3 Potholes, 13.2ms Speed: 3.7ms preprocess, 13.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_15_jpg.rf.4e30dc662dea9072ee55271f6159c2ef.jpg: 640x640 2 Potholes, 14.9ms Speed: 3.7ms preprocess, 14.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_15_jpg.rf.acb2ea5ed56756ec2a46a229892cbad8.jpg: 640x640 1 Pothole, 9.9ms Speed: 4.0ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_15_jpg.rf.ec127d4bf5343a488fea015c316e389a.jpg: 640x640 3 Potholes, 11.9ms Speed: 3.0ms preprocess, 11.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_15_jpg.rf.ed3775f42c6ae9fc672cc584e4e2ec7e.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_16_jpg.rf.039ce972b1115a29c74f862f3bfaff3c.jpg: 640x640 (no detections), 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_16_jpg.rf.37e3a4988e810b9dfbd33e48d9a844ad.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_16_jpg.rf.a322562488f7af2576f21c93376e4f7d.jpg: 640x640 (no detections), 9.6ms Speed: 3.1ms preprocess, 9.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_17_jpg.rf.240364653228cec959d41248ba27a00c.jpg: 640x640 (no detections), 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_17_jpg.rf.535c07ea4ebd4ad1a4cc43b67d9690b2.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.2ms preprocess, 12.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_17_jpg.rf.96a35eaa1f2354f2b27b9d45c6eb32ea.jpg: 640x640 (no detections), 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_17_jpg.rf.b1e66f32acc8abab26d90780d9df5cc8.jpg: 640x640 (no detections), 10.9ms Speed: 5.0ms preprocess, 10.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_18_jpg.rf.7c67a004b4959b8ea79b6be63d6a06bf.jpg: 640x640 (no detections), 9.9ms Speed: 4.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_18_jpg.rf.c13e90bcb51c8240de2e186b426d0218.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.7ms preprocess, 13.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_18_jpg.rf.f43914f46c4d92cdec127e046f96a324.jpg: 640x640 2 Potholes, 12.6ms Speed: 3.0ms preprocess, 12.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_19_jpg.rf.208c79071f182b69c983084ca7149fb8.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.9ms preprocess, 14.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_19_jpg.rf.419a58c23c50a1831932c515102166cd.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.1ms preprocess, 13.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_19_jpg.rf.da093220e34f859b507e517a3dbab5ab.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_19_jpg.rf.fe8fc7f497ca7d9afe1efeeb81e6271f.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.6ms preprocess, 10.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_19_jpg.rf.ffdb67878664d83bfc16d522148becfa.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_20_jpg.rf.15c0e22d3170e923468892deea2b40f3.jpg: 640x640 (no detections), 13.7ms Speed: 3.2ms preprocess, 13.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_20_jpg.rf.31e0e6a1606c3aaa3b04997c4730a1f7.jpg: 640x640 (no detections), 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_20_jpg.rf.357b1067aed75b7f49cc4d02a9c0388d.jpg: 640x640 (no detections), 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_20_jpg.rf.79e47d309e7750155d3085b24b85ad8e.jpg: 640x640 (no detections), 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_20_jpg.rf.adf274a01c0959d89dab4f2c2cc3e38d.jpg: 640x640 (no detections), 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_20_jpg.rf.ca3867902c7b0a9ad53051c5fce21b75.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_21_jpg.rf.0ee9ea8f159f00e358ab47d3e2219f0d.jpg: 640x640 (no detections), 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_21_jpg.rf.140832ddd162dc7281d1d5748f3f4df3.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_21_jpg.rf.2448f758042cfac8cd2c797ce01c861b.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.2ms preprocess, 12.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_21_jpg.rf.5724eeb3bef165c28f1e5ff7662aba0c.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.3ms preprocess, 12.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_21_jpg.rf.6f4aca2e8a991a07ba6a8e91a416741d.jpg: 640x640 1 Pothole, 18.9ms Speed: 3.3ms preprocess, 18.9ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_21_jpg.rf.90388ffc6479d77a27e4dee8a6067df9.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_21_jpg.rf.e10a6c83d9b18a31c7b614cd76463d3a.jpg: 640x640 1 Pothole, 20.6ms Speed: 2.7ms preprocess, 20.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_21_jpg.rf.fc39c579918afe594ccb7126abb82a37.jpg: 640x640 (no detections), 13.5ms Speed: 4.5ms preprocess, 13.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_22_jpg.rf.21da7f8eab158be1e16a0bf9e4ed2333.jpg: 640x640 2 Potholes, 17.9ms Speed: 4.7ms preprocess, 17.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_22_jpg.rf.b4894b20926a17e07f994993ea43ca64.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.7ms preprocess, 14.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_22_jpg.rf.b6157aa421bf5c1e1b89b9b247608a25.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_22_jpg.rf.c4ac124dc25050812b077d55457b3780.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_22_jpg.rf.fc765a941f6a4fc087fe9076e8d64cbf.jpg: 640x640 2 Potholes, 10.9ms Speed: 3.4ms preprocess, 10.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_23_jpg.rf.1f9869c0db80096242c5f590b91d439f.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.9ms preprocess, 9.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_23_jpg.rf.2859274d3e7441a71236896703e6bc1e.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_23_jpg.rf.2c9df99ba755b90c69333bc27a6c02fc.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_23_jpg.rf.5818bff444de14fe8e3efecf401bf6ef.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_23_jpg.rf.739b86dab82c3364ef2c4b6d9a9863c4.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_23_jpg.rf.a4b115b3419fbaf33e7c443626275535.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_jpg.rf.280ba3378040e564f5d3dde17149b6a9.jpg: 640x640 (no detections), 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_jpg.rf.5b9b634fcc44bcfe49592e1bd39d3b0b.jpg: 640x640 (no detections), 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_jpg.rf.d949863de21573a84832b00aef82f9e5.jpg: 640x640 (no detections), 10.0ms Speed: 3.6ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_jpg.rf.fc2030e54b4407aeda22e610a2705c4c.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.0ms preprocess, 15.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_02_jpg.rf.8fe022b32381889846039ff53ac2d345.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.3ms preprocess, 14.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_02_jpg.rf.ad93530bba1a38bc2116f299c056d352.jpg: 640x640 1 Pothole, 22.7ms Speed: 3.4ms preprocess, 22.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_02_jpg.rf.e2964cb2536c108cf71f8319007989ed.jpg: 640x640 1 Pothole, 17.9ms Speed: 5.2ms preprocess, 17.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_02_jpg.rf.f8bd187e44b985869d5e15a836e0c92c.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.0ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_03_jpg.rf.373d836907150fd5d303b61029ad0666.jpg: 640x640 1 Pothole, 14.6ms Speed: 4.3ms preprocess, 14.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_03_jpg.rf.3d3a4adcd168298a42e304259085fe98.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_03_jpg.rf.4fe4a78121f1dfc1c281da2d866d891e.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.6ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_03_jpg.rf.cc5ba4146ce290bc8430f9df206b1e31.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.8ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_04_jpg.rf.397ad1e2ed96074d1763a3027b00b5b5.jpg: 640x640 (no detections), 9.8ms Speed: 3.2ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_04_jpg.rf.427104d9f127229c5d7b7e6ae13e5e99.jpg: 640x640 (no detections), 9.9ms Speed: 3.4ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_04_jpg.rf.cb1ab55f0eda7e21014f52f754dead39.jpg: 640x640 (no detections), 9.5ms Speed: 2.7ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_04_jpg.rf.f087c6b45e5501b736623d63ff60b82f.jpg: 640x640 (no detections), 17.0ms Speed: 3.3ms preprocess, 17.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_05_jpg.rf.89d77b2ddafd29b147d60578b00584ff.jpg: 640x640 (no detections), 13.2ms Speed: 3.4ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_06_jpg.rf.32c97679ef68edf7f68dad954ca55ea0.jpg: 640x640 (no detections), 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_06_jpg.rf.34efa51eaf4c6495eb587a9821804817.jpg: 640x640 2 Potholes, 16.7ms Speed: 5.0ms preprocess, 16.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_06_jpg.rf.6eb4a2b4f506d59bb3b8fcb35358ffaa.jpg: 640x640 (no detections), 10.2ms Speed: 2.9ms preprocess, 10.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_06_jpg.rf.709b06bb3e08303ef326a36e40ed4d85.jpg: 640x640 (no detections), 9.8ms Speed: 2.9ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_06_jpg.rf.74f955cfd83eebf1fbb8beda649ecf8e.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.9ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_06_jpg.rf.93e8f2bf1ecaf343f15ec175351e5a95.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.9ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_06_jpg.rf.de5383b3ad8a72263f3c7bb905b085b2.jpg: 640x640 1 Pothole, 15.2ms Speed: 4.6ms preprocess, 15.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_06_jpg.rf.f0a96622311f09cf66cae08fb996f529.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_07_jpg.rf.2eacffe896b81c0342238875d8d220c5.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.6ms preprocess, 14.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_07_jpg.rf.9285d6cee89aa02c11cf358bd666d946.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_07_jpg.rf.e8b90b70e873b5dece78fd01c8a5fe83.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_08_jpg.rf.05da98b70e1132f3ee6c53a60587ed16.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_08_jpg.rf.434d924d46d6dda91813c7165011386f.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_08_jpg.rf.81c2d2edf9402a1a926b7a39c008c51c.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.7ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_08_jpg.rf.9db11c15dd10fe59a1bab11d9f385657.jpg: 640x640 1 Pothole, 13.9ms Speed: 4.7ms preprocess, 13.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_08_jpg.rf.ce0a9bac88a66dce3629d533f8ffacc4.jpg: 640x640 (no detections), 15.0ms Speed: 2.3ms preprocess, 15.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_08_jpg.rf.df05fe77c554e2503dbbec60a00e0d6d.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_08_jpg.rf.e9f0b60137b2714f83656553b1b30063.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.1ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_08_jpg.rf.ee1c665ae37b5001125b6c7d7d7f642f.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.5ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_09_jpg.rf.22d44ab8ba8158b8242a7714bf17c940.jpg: 640x640 (no detections), 10.1ms Speed: 3.6ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_09_jpg.rf.43cf2d1e46939088fa52f29e3ea70ff8.jpg: 640x640 (no detections), 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_09_jpg.rf.a15e31615e24e61b7703e368387b2f59.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.6ms preprocess, 14.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_09_jpg.rf.c397568d8327bc5e03a6bf33f19f64e8.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.6ms preprocess, 10.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_09_jpg.rf.e3a36d11677734df2c6770d236d78c7a.jpg: 640x640 1 Pothole, 17.4ms Speed: 2.8ms preprocess, 17.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_10_jpg.rf.6c4e773e60897b76cf39f1c71857ac9f.jpg: 640x640 (no detections), 10.7ms Speed: 2.9ms preprocess, 10.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_10_jpg.rf.aecf58419960d5e8f534651481e8f683.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.7ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_10_jpg.rf.d0aef633473143e517a8556f6a4a8615.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.1ms preprocess, 14.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_10_jpg.rf.da16e62e7de2cb2fd494cd5bee05b524.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.5ms preprocess, 10.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_10_jpg.rf.e119b5f4c28716a5bb467b9c9e764c22.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.8ms preprocess, 11.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_10_jpg.rf.e518295b29a950c77e6372c2e8cf9bfb.jpg: 640x640 (no detections), 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_10_jpg.rf.e54a24db46db3887dcc15225624730c3.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_10_jpg.rf.ff7676597cb1d77b3a539e3a5d4e046b.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.9ms preprocess, 10.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_11_jpg.rf.3159045dcc7dd41fd283d620da1633ac.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.1ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_11_jpg.rf.3c528312f6dbbe6554c5ef7ec6a9f242.jpg: 640x640 (no detections), 10.1ms Speed: 3.3ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_11_jpg.rf.62c2ab8e51312801b48350120b23c6ed.jpg: 640x640 (no detections), 17.1ms Speed: 3.6ms preprocess, 17.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_11_jpg.rf.c242184ff49c4d3b5e6074a9c1cc1afb.jpg: 640x640 1 Pothole, 11.2ms Speed: 4.3ms preprocess, 11.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_11_jpg.rf.cba35219bb789b2e2a09838d63fb08c9.jpg: 640x640 1 Pothole, 14.6ms Speed: 5.6ms preprocess, 14.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_11_jpg.rf.ef7a04b7e432fff2bdef914a6156f03f.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.2ms preprocess, 10.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_11_jpg.rf.f064a160d16c6496a971bc069edf5633.jpg: 640x640 (no detections), 10.2ms Speed: 2.9ms preprocess, 10.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_11_jpg.rf.ff2ec782bdd76c0c66faeaed21a3cc24.jpg: 640x640 (no detections), 13.0ms Speed: 4.9ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_12_jpg.rf.3c15b8755e18ad5f05eff66d4709a405.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.8ms preprocess, 14.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_12_jpg.rf.919c6de42be9c572a77e3981af2a12b9.jpg: 640x640 1 Pothole, 11.0ms Speed: 5.3ms preprocess, 11.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_12_jpg.rf.b7264aee22711d29c4dfda1e7f667ab7.jpg: 640x640 2 Potholes, 18.9ms Speed: 5.4ms preprocess, 18.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_12_jpg.rf.db501990d4035b2cc71c2534bdeda97c.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.0ms preprocess, 15.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_12_jpg.rf.ecfc8effca6430a83c60400e67100599.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_13_jpg.rf.3f8bea44b2d0382d6ee2f63d11b128c4.jpg: 640x640 (no detections), 10.6ms Speed: 4.1ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_13_jpg.rf.43e56e75df373f4d7b48a15b4db9990c.jpg: 640x640 (no detections), 10.8ms Speed: 2.7ms preprocess, 10.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_13_jpg.rf.99ae6d6aa0b8ff58c984cc59f9be514f.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.8ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_13_jpg.rf.f9c2e3d6ccb5ada6d4a821db4c889ae9.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_13_jpg.rf.fe26167d07a4af991a2b0b988efc9b11.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_14_jpg.rf.1b015a0628fd23fc5a2cfbc04d7ffbb7.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.5ms preprocess, 13.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_14_jpg.rf.2e5ca38dc6a688c53469edcab8e70251.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.4ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_14_jpg.rf.4d5c6603e0cc024219f1685dbc6da3bb.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.4ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_14_jpg.rf.ce951a05f3f70a19810353eb0e8e0359.jpg: 640x640 (no detections), 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_15_jpg.rf.5e858b325e43145a0f9a03c6dba9cdd4.jpg: 640x640 (no detections), 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_15_jpg.rf.ecc8d3cd49703cc578cec691aa45ee1a.jpg: 640x640 (no detections), 12.4ms Speed: 2.3ms preprocess, 12.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_15_jpg.rf.fe27e29373a8f4f4336c5916ce87f3aa.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_16_jpg.rf.54942eeaf28ffbe12782a7f7bdf84786.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_16_jpg.rf.67e241faba053c211f0616516bece9bd.jpg: 640x640 (no detections), 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_16_jpg.rf.73b310f5c96fcb86db1396ffad59ad37.jpg: 640x640 (no detections), 15.7ms Speed: 2.9ms preprocess, 15.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_17_jpg.rf.894c15abd968a8e1f5c16fa187319550.jpg: 640x640 1 Pothole, 16.6ms Speed: 4.7ms preprocess, 16.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_17_jpg.rf.e14d55371bdecdb6adedb983ab248568.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.2ms preprocess, 10.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_18_jpg.rf.07a385db8e532306d5d8cd43df10b765.jpg: 640x640 (no detections), 20.1ms Speed: 12.4ms preprocess, 20.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_18_jpg.rf.0938b3a5229534499add4aad93ef1102.jpg: 640x640 (no detections), 11.2ms Speed: 3.8ms preprocess, 11.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_18_jpg.rf.40b29ba25e090bdd7bba96f057474a89.jpg: 640x640 (no detections), 13.1ms Speed: 4.0ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_18_jpg.rf.76542b81734ea01e71330bc42757cb68.jpg: 640x640 (no detections), 12.5ms Speed: 4.1ms preprocess, 12.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_18_jpg.rf.7d5eb979cdeb5a3dc4dd4548a7ab10b3.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.1ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_18_jpg.rf.86e5178072e144d6a84e2fa069508958.jpg: 640x640 (no detections), 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_18_jpg.rf.bc1784e9b9aa09e7bb26fd216af479a8.jpg: 640x640 (no detections), 10.5ms Speed: 3.0ms preprocess, 10.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_18_jpg.rf.f61853777a9d57ced0b46bdf196522fd.jpg: 640x640 (no detections), 10.7ms Speed: 2.7ms preprocess, 10.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_20_jpg.rf.1051e99d9e34c2583db94aacd009905d.jpg: 640x640 (no detections), 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_20_jpg.rf.2dd7ac440c60e48b94cf44a0ed821884.jpg: 640x640 (no detections), 12.5ms Speed: 2.5ms preprocess, 12.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_20_jpg.rf.332b7c29885fe0dabcdd7b28461c0319.jpg: 640x640 (no detections), 10.6ms Speed: 2.9ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_20_jpg.rf.59f521f9e833b292c56fa957f5b76de2.jpg: 640x640 (no detections), 10.5ms Speed: 2.5ms preprocess, 10.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_20_jpg.rf.6bf8e4e50732c3d2d7739d8df061b2bf.jpg: 640x640 (no detections), 10.8ms Speed: 3.6ms preprocess, 10.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_20_jpg.rf.b4bcb674d9943c20aa69ac8304e93245.jpg: 640x640 (no detections), 11.1ms Speed: 3.2ms preprocess, 11.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_21_jpg.rf.0afcecc6e31fef45114e01da69af6f2f.jpg: 640x640 (no detections), 14.1ms Speed: 3.5ms preprocess, 14.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_21_jpg.rf.3456529b68a46ba21fe4372bc8199b39.jpg: 640x640 (no detections), 10.5ms Speed: 5.2ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_21_jpg.rf.9932b54781ba2a07b5dc478fdea88c02.jpg: 640x640 (no detections), 10.4ms Speed: 2.7ms preprocess, 10.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_21_jpg.rf.bebc25becc08340e61ad9bca9b098fe9.jpg: 640x640 1 Pothole, 22.4ms Speed: 3.6ms preprocess, 22.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_jpg.rf.01681291ab5babc79e43d4412d3be824.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.1ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_jpg.rf.76e7880b2a51cd97a7396dc732cdd358.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.4ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_jpg.rf.994986ccf476ed93e9f3e6494fb33272.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.8ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_jpg.rf.a4d90f0e9b07449df5d857281708e736.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.4ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_jpg.rf.b4002fb9fb561c52488d9feb806ecd23.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_jpg.rf.e3010d8e9bb2961a29df6084a05fc4aa.jpg: 640x640 (no detections), 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_jpg.rf.e74508f12ac1a240de05a09312648317.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_01_jpg.rf.0a430f5ebf4499aeb1796f626177518d.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_01_jpg.rf.2b2e0248d35c24a0f787bf0cd58a077b.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_01_jpg.rf.79dfdd0830ec7fea45ec794f57f3f57a.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_01_jpg.rf.8cbadba3b84252a2ff6fd163aa9dfa0a.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.4ms preprocess, 12.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_01_jpg.rf.c4905416d583c016c968cb69ff217793.jpg: 640x640 1 Pothole, 11.3ms Speed: 3.3ms preprocess, 11.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_01_jpg.rf.f5658c6af79cffda108ccba2a3a1be85.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.6ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_02_jpg.rf.2d48437e8932281fe00c08c302fc8a97.jpg: 640x640 (no detections), 22.0ms Speed: 4.2ms preprocess, 22.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_02_jpg.rf.4c3a8b232a971840e073a8304db95639.jpg: 640x640 1 Pothole, 26.9ms Speed: 4.1ms preprocess, 26.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_02_jpg.rf.8bf1994af53a46781ef0dfff5039225b.jpg: 640x640 1 Pothole, 10.5ms Speed: 3.0ms preprocess, 10.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_02_jpg.rf.ddd42ef51a51238321d24838f5db63dd.jpg: 640x640 1 Pothole, 20.1ms Speed: 4.8ms preprocess, 20.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_03_jpg.rf.1b48ec4a06e2f409ec34dd8a38646e71.jpg: 640x640 (no detections), 9.9ms Speed: 3.8ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_03_jpg.rf.2752d133ba7ea578f07bd74c233d8606.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_03_jpg.rf.6488045519b901ec181de9d989ccd965.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_03_jpg.rf.84f5c4afbf6dd85a3a3eee2ca0e73f87.jpg: 640x640 (no detections), 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_03_jpg.rf.8612c45dad0a816cd843e87899d67312.jpg: 640x640 (no detections), 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_03_jpg.rf.ab86540c66ef69930aea6118951a2941.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_03_jpg.rf.d7ad20ad80d456464e38c371831ad6dd.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_03_jpg.rf.dd362a73a22e0cce9c0f22e54eccbc81.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_04_jpg.rf.1a8918bbd2ff7f0effca927053f2b197.jpg: 640x640 (no detections), 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_04_jpg.rf.435dda1f1c2e404b3c6ae4d96ef0b4d4.jpg: 640x640 (no detections), 10.0ms Speed: 3.1ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_04_jpg.rf.62ca311af056e9011c0586c15e3af428.jpg: 640x640 (no detections), 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_04_jpg.rf.7ea300e00c1f195a1deb901060fdf563.jpg: 640x640 (no detections), 13.4ms Speed: 7.4ms preprocess, 13.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_04_jpg.rf.8131b13054a61cd45b892d7a8a95399c.jpg: 640x640 1 Pothole, 18.9ms Speed: 3.2ms preprocess, 18.9ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_04_jpg.rf.845297035a285c8be094dfbce5356d10.jpg: 640x640 (no detections), 17.8ms Speed: 4.4ms preprocess, 17.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_05_jpg.rf.0c0936caa659f24b07518629cf55275d.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.7ms preprocess, 16.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_05_jpg.rf.45e560623b6031ed5e7f7537a946e90e.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.1ms preprocess, 15.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_05_jpg.rf.480b0b938a251617474edb6382f1ac21.jpg: 640x640 (no detections), 10.4ms Speed: 2.4ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_05_jpg.rf.6dfff31970ef30fa559e33dc506fdbcf.jpg: 640x640 (no detections), 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_05_jpg.rf.853300b5625f92e8c7c0ec48bcecbb74.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_05_jpg.rf.99b1e40f48d21ac45fd28e58b1c1b675.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_06_jpg.rf.5020adb8d10ede15c04f23f617bee6ea.jpg: 640x640 (no detections), 11.1ms Speed: 4.8ms preprocess, 11.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_06_jpg.rf.57ae4e1c35610723fbbf961dabb608ea.jpg: 640x640 (no detections), 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_06_jpg.rf.9d91af317747a0a40761eea65f71fdfd.jpg: 640x640 (no detections), 9.8ms Speed: 4.5ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_07_jpg.rf.4f8418ef0280acb1aead1c5823c438e0.jpg: 640x640 (no detections), 9.8ms Speed: 2.8ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_07_jpg.rf.712fb9918772d8fc052af29cfe061cd2.jpg: 640x640 (no detections), 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_07_jpg.rf.8f34098666e02a5d9e40e9e88cc5d975.jpg: 640x640 (no detections), 21.1ms Speed: 3.8ms preprocess, 21.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_08_jpg.rf.02c9931c15f60dc400dc91b2a22992fc.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.2ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_08_jpg.rf.16b52cd1d3fffc46148bb8c9a3cdf604.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.4ms preprocess, 14.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_08_jpg.rf.8a81c23b3034133c380e0394e482dda1.jpg: 640x640 1 Pothole, 21.4ms Speed: 5.2ms preprocess, 21.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_08_jpg.rf.f642c0ba0c26e812271dfbf108f83f85.jpg: 640x640 1 Pothole, 12.5ms Speed: 4.0ms preprocess, 12.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_jpg.rf.6da4e46ec634485c9ae1d41d099dba1c.jpg: 640x640 1 Pothole, 10.1ms Speed: 4.2ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_jpg.rf.b9adc9cd87301099ace402d21a64065c.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_jpg.rf.bd0b4fc6b1db04e2b087b3b7bec2d87f.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_jpg.rf.c737afb4bfaf582e3f352d3cc753cb65.jpg: 640x640 (no detections), 10.4ms Speed: 4.1ms preprocess, 10.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-0_jpg.rf.26a2df0d3ba647d258f68ca4bd9d4c50.jpg: 640x640 (no detections), 9.8ms Speed: 3.0ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-0_jpg.rf.58833c37748eb4c34510d8d89e516041.jpg: 640x640 (no detections), 9.7ms Speed: 2.9ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-0_jpg.rf.5a44a5e2323a040b3cded00d90a8cf5b.jpg: 640x640 (no detections), 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-0_jpg.rf.c4371bb4b38ebb5bc9f21d4658e149f4.jpg: 640x640 (no detections), 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-1_jpg.rf.05b7ca4fc7d8789b85477b9f11634f34.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-1_jpg.rf.721ee8ccaf54dfc2bf698b4813580852.jpg: 640x640 (no detections), 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-1_jpg.rf.79296966e0cb36b483778c7b3de155b8.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-1_jpg.rf.e256ff9a74f6ba905af9218a2297b5b0.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.0ms preprocess, 11.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-1_jpg.rf.fe225f928ae53ac5f23c1e4770666409.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.9ms preprocess, 11.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-0_jpg.rf.34cd55069ca7657d90c435cc6dd14984.jpg: 640x640 (no detections), 18.2ms Speed: 3.9ms preprocess, 18.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-0_jpg.rf.4c5bd1276f7f75110c7b8391c565ce73.jpg: 640x640 (no detections), 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-0_jpg.rf.fe628c0f921f2208ab08a8a2184cdb4d.jpg: 640x640 1 Pothole, 17.9ms Speed: 3.7ms preprocess, 17.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-2_jpg.rf.8d929d5cc5a898c1f217ffecbbae91dc.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.6ms preprocess, 11.5ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-3_jpg.rf.1c0036d15ff907918b5c9bc48df565c7.jpg: 640x640 1 Pothole, 11.3ms Speed: 4.1ms preprocess, 11.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-3_jpg.rf.27733340d1842746036758f148849b61.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.1ms preprocess, 16.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-3_jpg.rf.50a97e60e2e3d47343ac75d97e325572.jpg: 640x640 2 Potholes, 9.9ms Speed: 4.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-4_jpg.rf.4b30a32b17397f00f84b0e7312c9f38c.jpg: 640x640 (no detections), 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-4_jpg.rf.ae149fcdf55762222e722746cb240ab2.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-4_jpg.rf.b15df447fba4dce76dfc5700886bf7dd.jpg: 640x640 (no detections), 12.1ms Speed: 3.5ms preprocess, 12.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-5_jpg.rf.6f7c4c7aae81018189475d1b1945daff.jpg: 640x640 (no detections), 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-5_jpg.rf.9f78905ac0b4985ecd68bc4eae28e7b1.jpg: 640x640 (no detections), 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-5_jpg.rf.a5f507967d8bba8d54ce625a1f331b79.jpg: 640x640 (no detections), 12.2ms Speed: 3.9ms preprocess, 12.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-6_jpg.rf.204393042558253a6ec83c8ee5933ec9.jpg: 640x640 (no detections), 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-6_jpg.rf.d98b5ee46d0476f919ee729bc831d8c0.jpg: 640x640 (no detections), 15.3ms Speed: 3.5ms preprocess, 15.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-6_jpg.rf.fb902fb63ab02b705bc043751c1a6356.jpg: 640x640 (no detections), 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-8_jpg.rf.0c877c90afbce46da22f03d1ed9efb3d.jpg: 640x640 (no detections), 10.2ms Speed: 4.6ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-8_jpg.rf.ae2eb5ec6efabb01faa903e97da6cde3.jpg: 640x640 1 Pothole, 15.5ms Speed: 6.4ms preprocess, 15.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-8_jpg.rf.eed258f24e845ee97d30ff3c4dd6a2bd.jpg: 640x640 1 Pothole, 14.8ms Speed: 3.5ms preprocess, 14.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.2cf193505f05972ffabdf4313f33d701.jpg: 640x640 1 Pothole, 20.3ms Speed: 5.1ms preprocess, 20.3ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.41eb621af8dfaf0863380f3432fd54b4.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.0ms preprocess, 10.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.55d038974be45df11b8d5ffe50babf73.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.2ms preprocess, 11.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.9e9d5a614511ed46fbd86042220ecb70.jpg: 640x640 1 Pothole, 14.7ms Speed: 3.9ms preprocess, 14.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.d8eb50c9d81f3f5aef39035a916c9ad1.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.2ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.f580805b251c43d2a4c5eef7fd364fdd.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.f750cdf460ee4a4ddf7391833d88e2dd.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.3ms preprocess, 13.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.f9ef528ba7cfb3a143f161968b6dd262.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.fda9d9e3713e84559864cc7f40e3dc23.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.0ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-002_jpg.rf.7d3480d2bc32c47f237f2f57864519d6.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-002_jpg.rf.9af28f88bb224080d58e97cdaccb7d1e.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.2ms preprocess, 13.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-002_jpg.rf.c297c2aa3e7c74a0957e781ed8a5012d.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.0ms preprocess, 10.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-002_jpg.rf.e42cda6cf2704c4365cb0d0276cf6708.jpg: 640x640 1 Pothole, 11.3ms Speed: 4.7ms preprocess, 11.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-003_jpg.rf.02e069a5db201bb4a8f5f96490bee83d.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-003_jpg.rf.2a6310a668bd431e6adecd99fd8b6821.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.6ms preprocess, 10.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-003_jpg.rf.4b35064dc04d765313c2ea257e4657d7.jpg: 640x640 2 Potholes, 10.0ms Speed: 4.4ms preprocess, 10.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-003_jpg.rf.6e46e8ad25ff6ade6a00528f06d970c6.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.9ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-003_jpg.rf.6f9c751c7bcd993986cbc9da472f973e.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-003_jpg.rf.885fc1f68755a31e53993af2f1c3ed81.jpg: 640x640 2 Potholes, 16.0ms Speed: 2.5ms preprocess, 16.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.05837a41cf220705398580acabed137d.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.0ff387accc66e494099eb81425e6e5e7.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.62284d43c4c70a959605aadf29618c93.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.66ba770db1525755c5d4c54576a66a3d.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.775d1d755d3cf35e94106a54e226f21b.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.a91d057679c75958fa5729a01f967048.jpg: 640x640 4 Potholes, 10.2ms Speed: 2.9ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.dc344be6ad78223d4e5817e585c07ad3.jpg: 640x640 6 Potholes, 11.3ms Speed: 2.9ms preprocess, 11.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.e7cc19fda8b27de50d2237c5d432881a.jpg: 640x640 4 Potholes, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.fe96c33c47335b6c4584d19a4fb35a74.jpg: 640x640 2 Potholes, 22.1ms Speed: 3.8ms preprocess, 22.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-005_jpg.rf.2f1e841ac01be148069d96f48a2d1d8e.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.5ms preprocess, 15.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-005_jpg.rf.574a11203016491f64bea7c12bcd8b0f.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.6ms preprocess, 15.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-005_jpg.rf.63871271372eba9d4a78654ebf3f4ab5.jpg: 640x640 1 Pothole, 12.7ms Speed: 4.8ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-005_jpg.rf.702e05c5134c3a4dee71607f5da11400.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.1ms preprocess, 10.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-005_jpg.rf.b8715bb5aba49d4e0ec6485455a6d5e3.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.7ms preprocess, 11.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-005_jpg.rf.c67ac968d1221aa4714d2f39cb778408.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-005_jpg.rf.fecc7d88cc15a245bdc30eddbda6924f.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.3ms preprocess, 12.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-006_jpg.rf.1738c1da8d65a8443dd8ab6502d660e3.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-006_jpg.rf.ab3afeb9d0bb84d0047361fc6cacb519.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.1ms preprocess, 14.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-006_jpg.rf.d8b20a26342bd86d99442040176a7b83.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-006_jpg.rf.f8434a66f521c951402d59ab5056c37a.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-007_jpg.rf.1f7b4b65d4c5cd7bfc90aeae520ebb72.jpg: 640x640 3 Potholes, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-007_jpg.rf.213076eb830297137ec628268d4f433a.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-007_jpg.rf.629a8e01fa78557ee9a87ac2f378778b.jpg: 640x640 3 Potholes, 10.8ms Speed: 2.5ms preprocess, 10.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-007_jpg.rf.bb6314ad03e732246184972a4b034ca3.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.9ms preprocess, 11.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-007_jpg.rf.ccdc692e7caa2fd582199de63b2fbe3b.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.9ms preprocess, 10.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-007_jpg.rf.ff5adc497774d4c375fdc2f6febb0a65.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-008_jpg.rf.336b49eccc2c8e25001e6836f36c2dfa.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-008_jpg.rf.3a8a77e480e1222bfd930166a4155378.jpg: 640x640 3 Potholes, 11.5ms Speed: 2.2ms preprocess, 11.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-008_jpg.rf.464c0e82d5b9ab0060dc205160bd7a5c.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-008_jpg.rf.7b5386484137d52b27081d9744aea934.jpg: 640x640 2 Potholes, 12.4ms Speed: 3.0ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-008_jpg.rf.9e7214d4748f8d6a4eb71d4a7eac537f.jpg: 640x640 3 Potholes, 10.9ms Speed: 2.3ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-008_jpg.rf.bbbe62a4249b60908be61a3683fe24ad.jpg: 640x640 3 Potholes, 10.3ms Speed: 2.8ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-008_jpg.rf.cd28792e25cf780b87f4a98ad70e9b77.jpg: 640x640 2 Potholes, 12.2ms Speed: 3.3ms preprocess, 12.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-008_jpg.rf.d6091df10758be136863d71c7f547b4f.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.9ms preprocess, 10.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-009_jpg.rf.076e3bb822d14756ad63c1f9889cd843.jpg: 640x640 2 Potholes, 13.6ms Speed: 4.7ms preprocess, 13.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-009_jpg.rf.36e73e1432cd8e9757d391ba621b85c4.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-009_jpg.rf.37ac528509ccc97852b02886c6890d23.jpg: 640x640 2 Potholes, 11.1ms Speed: 3.1ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-009_jpg.rf.3b435a73490f6c4390909bdf0fcbaedb.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.5ms preprocess, 14.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-009_jpg.rf.fddfda375a7e9b370976ee79a6c28693.jpg: 640x640 2 Potholes, 10.3ms Speed: 3.4ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-010_jpg.rf.0dea3a4f8051bb7ee4173a1e57ca8b57.jpg: 640x640 1 Pothole, 12.8ms Speed: 1.9ms preprocess, 12.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-010_jpg.rf.4b05f0e5b518204a2ca7606711addc8a.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.6ms preprocess, 14.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-010_jpg.rf.6ddf29901d4420151f7de5c7d5cefdff.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.9ms preprocess, 13.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-010_jpg.rf.7a2ef3d8b344bc5533af7c2ad9f7ad49.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-010_jpg.rf.95fd3f203479817fbc3730a92ecd66ab.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.4ms preprocess, 10.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-010_jpg.rf.df928ddcd18e47aed3986503f6e8d19e.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-010_jpg.rf.e5be5705e079b4f1f69dddf16b27dc84.jpg: 640x640 1 Pothole, 16.7ms Speed: 4.9ms preprocess, 16.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-010_jpg.rf.f0341c39903322b831aae8b8b62dc542.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.3ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.07f0c3a6200fffbb276d7f5549b167d0.jpg: 640x640 2 Potholes, 10.4ms Speed: 3.4ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.2309f412ec5e43eb4e0b911e3508ce31.jpg: 640x640 2 Potholes, 11.2ms Speed: 2.3ms preprocess, 11.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.44d5f9dfb5d29c923f1745bf2b409829.jpg: 640x640 2 Potholes, 11.0ms Speed: 3.2ms preprocess, 11.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.49767d93ed5585587cbceed9618a51ef.jpg: 640x640 2 Potholes, 10.2ms Speed: 3.4ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.5a6847a5fd47bce8ea66b5264866a0ce.jpg: 640x640 2 Potholes, 14.2ms Speed: 4.7ms preprocess, 14.2ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.9697f22125e8d8b638e1edf9a9226ebd.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.6ms preprocess, 10.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.a4092cb87cab4fbe62c5607f79384b00.jpg: 640x640 2 Potholes, 15.0ms Speed: 4.5ms preprocess, 15.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.a62691033ad332739056f57b880be6a4.jpg: 640x640 2 Potholes, 17.8ms Speed: 3.1ms preprocess, 17.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.b1852c500da14f884970971c506b7f25.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.2ms preprocess, 11.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.b936013ca421d7dc064c54c7a04c0a2f.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.4ms preprocess, 10.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.bbf8843673132587cf090602e9bb2542.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.7ms preprocess, 10.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.0fdc596e786a6796ce290d24a747aedb.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.143e1c7b064e9ad993da6a570dc05146.jpg: 640x640 1 Pothole, 17.8ms Speed: 2.7ms preprocess, 17.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.37e864d035bb6bedc76c5ca5e80b9b44.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.7ms preprocess, 10.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.3a1ceb782f3bd65e970167218dd45900.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.4ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.66c953a39d827d8542505eb656e1c065.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.6ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.6b6cd7fab9ba11f6305308822aa14f89.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.0ms preprocess, 13.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.71a97b08ff5b723f3f2df3d427d379a2.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.9ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.ab994ca0cbd8c70d63bfe3cb6f69c640.jpg: 640x640 1 Pothole, 15.1ms Speed: 7.9ms preprocess, 15.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.b8716f6812c0291598f47e425f24a97d.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.0ms preprocess, 16.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.d13eb5cd43c76259ed54b6a2fa2d828e.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.5ms preprocess, 10.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.d6f13319c8b97f39f39cebd4b8ab901a.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.3ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.e48e7f26bc1a3ce9e0e3830cbb55b5f8.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.5ms preprocess, 11.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-014_jpg.rf.0fb345ba796f7100bcfce9b7bdd70de9.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.2ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-014_jpg.rf.218c1b603c6f4f79ab0570e0e62867fc.jpg: 640x640 2 Potholes, 14.3ms Speed: 4.2ms preprocess, 14.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-014_jpg.rf.7492cbdabd0e2cffcbcdfb76cf960cb4.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.6ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-014_jpg.rf.93552c19c2d1cbbba55a5e6a06903421.jpg: 640x640 1 Pothole, 19.1ms Speed: 4.0ms preprocess, 19.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-014_jpg.rf.add0417311f62848034267b606de8c69.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.2ms preprocess, 10.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.0ccebddcb55d79487743e532fb3e9620.jpg: 640x640 (no detections), 11.2ms Speed: 2.0ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.14873b805723f19a87230f5000a7f9f2.jpg: 640x640 (no detections), 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.220ef20d102180f7a035d30a417fe8a7.jpg: 640x640 (no detections), 13.7ms Speed: 2.1ms preprocess, 13.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.28be2c03f2f07e8406012a8fd248eb8a.jpg: 640x640 (no detections), 10.8ms Speed: 2.6ms preprocess, 10.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.29942d63e7d9d8fcbe809e8534802eab.jpg: 640x640 (no detections), 10.9ms Speed: 3.5ms preprocess, 10.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.3cd4fbcd4dd63cf3cc6c9b09b6c29533.jpg: 640x640 1 Pothole, 21.8ms Speed: 3.9ms preprocess, 21.8ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.3e285340205029273e40e14a08481afd.jpg: 640x640 (no detections), 10.8ms Speed: 3.3ms preprocess, 10.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.4936e7d56a86aff1b8c5df742c3701d3.jpg: 640x640 (no detections), 16.4ms Speed: 3.2ms preprocess, 16.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.5cc3c4901d8ae322832f3f1bbefcc993.jpg: 640x640 (no detections), 10.5ms Speed: 2.6ms preprocess, 10.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.66b3b80d566679cf105dd083d8a128cd.jpg: 640x640 (no detections), 10.6ms Speed: 2.1ms preprocess, 10.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.73693b1e11c458e53cc4b42c866f9eb0.jpg: 640x640 (no detections), 11.4ms Speed: 5.3ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.861d1ce70daa70836b37756fa023365a.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.3ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.a9bab41dbe3d7e2e381e00c3f2456554.jpg: 640x640 (no detections), 11.0ms Speed: 3.8ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.e2bc8afa67dd1efbda6798045ea8213c.jpg: 640x640 (no detections), 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.e44b9b2520313ec63caed151508e764d.jpg: 640x640 (no detections), 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.f2c4cf8662f9bea9bf83256841ec8067.jpg: 640x640 (no detections), 11.1ms Speed: 2.9ms preprocess, 11.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-016_jpg.rf.27d6049260e9205efcd47b6dfe58dc47.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.7ms preprocess, 11.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-016_jpg.rf.2e6da8f6fec316212e4405222936fd88.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.8ms preprocess, 13.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-016_jpg.rf.8c9aa924e027c09c5466f0cdf72278ff.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-016_jpg.rf.e43f4742b2e3acdd227bed42b4197612.jpg: 640x640 1 Pothole, 18.4ms Speed: 3.1ms preprocess, 18.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-016_jpg.rf.e510d0816f04cb870ad34db9974672ad.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.8ms preprocess, 10.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-016_jpg.rf.fb9e375a5e7e01fb9bb71649d9509377.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.3ms preprocess, 16.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-017_jpg.rf.222058292d6f2a2bc138fdca9e99d20e.jpg: 640x640 5 Potholes, 10.6ms Speed: 2.9ms preprocess, 10.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-017_jpg.rf.34ede427a8283acabe35af38c5eb9790.jpg: 640x640 2 Potholes, 15.6ms Speed: 5.4ms preprocess, 15.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-017_jpg.rf.61908a69a9c26cec18a49b3ac40abce6.jpg: 640x640 3 Potholes, 10.6ms Speed: 2.9ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-017_jpg.rf.c226ea91335c3dc8acd2b9a6436686a4.jpg: 640x640 5 Potholes, 10.6ms Speed: 2.4ms preprocess, 10.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-018_jpg.rf.558c5eee5085cbab0928316c75364255.jpg: 640x640 3 Potholes, 11.1ms Speed: 2.3ms preprocess, 11.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-018_jpg.rf.68764ba21c81a2c656aff8cdcccb8b70.jpg: 640x640 3 Potholes, 11.0ms Speed: 2.1ms preprocess, 11.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-018_jpg.rf.757a009d554bf07368c18d7835b66278.jpg: 640x640 3 Potholes, 10.9ms Speed: 2.3ms preprocess, 10.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-019_jpg.rf.57e7c9f7953410c46db8dd7835dfae50.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.8ms preprocess, 11.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-019_jpg.rf.81c597c5464cad4d811bc778cb155e2e.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.8ms preprocess, 13.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-019_jpg.rf.8942b02236f4c5d4e3ba5eb1ee8ac9fa.jpg: 640x640 1 Pothole, 11.8ms Speed: 4.9ms preprocess, 11.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-019_jpg.rf.c90457566658227d4713498ae3f61872.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.3ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-019_jpg.rf.d34a959fd425d1022b93e1e7b8fccbe7.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.3ms preprocess, 14.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-019_jpg.rf.e4ad28ba07f2a3abe5433d4648c27bb7.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.5ms preprocess, 10.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.14698467a5d40bf0263147a3e0ada503.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.7ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.230dbfcf22143e3e71c328e0506ee20a.jpg: 640x640 1 Pothole, 16.6ms Speed: 4.1ms preprocess, 16.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.2b8244b2e3c1ae9ea888403e3d160b46.jpg: 640x640 2 Potholes, 11.1ms Speed: 2.7ms preprocess, 11.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.7c211b756dfc809ce819632c7306d9ad.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.3ms preprocess, 12.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.8e5ba97c08055c2b7896193c65a0ce86.jpg: 640x640 1 Pothole, 12.3ms Speed: 4.1ms preprocess, 12.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.95e7f1f41d4e2118a110a2fec0f46025.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.5ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.cb8af8c6d4d6be552c9a39d1a63347aa.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.4ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.d66c5f0d4645e20fda2528bdba1183e8.jpg: 640x640 1 Pothole, 20.4ms Speed: 2.8ms preprocess, 20.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.dc97facaa7724f021bac7653ac57cf82.jpg: 640x640 2 Potholes, 10.9ms Speed: 3.2ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.df6b1981c111aeba2cfe88bcf190ee81.jpg: 640x640 1 Pothole, 14.0ms Speed: 4.6ms preprocess, 14.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.213ba41bef765afb6f79ec375e96ae67.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.6ms preprocess, 10.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.3c92fcedc9af1cbe17f55241e01c262b.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.7ms preprocess, 11.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.3ec572e4fa0a31aa43a46470d49feb7c.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.7ms preprocess, 10.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.482226591796b94a577757eaa05fdb41.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.7ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.9d8b25dcb76a8edc45400ae9a22c55d5.jpg: 640x640 2 Potholes, 26.5ms Speed: 3.4ms preprocess, 26.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.b9374a44a44c1a3a61bf222692865931.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.8ms preprocess, 11.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.d192612bb60d5e76f1c216b58dfa26fd.jpg: 640x640 2 Potholes, 15.5ms Speed: 5.1ms preprocess, 15.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.d558f884664b6318e7a88e55a11bebb7.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.6ms preprocess, 10.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.ecb64db6ab5c134919ca1950cca774e3.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.9ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-022_jpg.rf.353fad7d7cf199568a6dbd85bbb88ef8.jpg: 640x640 (no detections), 10.7ms Speed: 2.8ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-022_jpg.rf.c9852b4af2a9fb029a4e4de14941818b.jpg: 640x640 (no detections), 11.0ms Speed: 2.5ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-022_jpg.rf.f7fa41b4762b0e8045ff72eeb1e9d169.jpg: 640x640 (no detections), 14.2ms Speed: 2.2ms preprocess, 14.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-023_jpg.rf.1727745a97d49d515d4f7e45fd5aac28.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.2ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-023_jpg.rf.18c10e239bf9c9a50ef7764be116fa26.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.4ms preprocess, 10.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-023_jpg.rf.56e16ea1d3e544793fa4047e579a7177.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.8ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-023_jpg.rf.64b90ff041f75a096828bdba0221d553.jpg: 640x640 1 Pothole, 12.2ms Speed: 4.5ms preprocess, 12.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-023_jpg.rf.98cba15d649294c3d85718774b6b6838.jpg: 640x640 1 Pothole, 10.9ms Speed: 3.9ms preprocess, 10.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-023_jpg.rf.f326c984994e91836d21e5b898618e67.jpg: 640x640 1 Pothole, 11.6ms Speed: 5.0ms preprocess, 11.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-025_jpg.rf.796e346ba7bf584afb4bc75f8fac0581.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.1ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-025_jpg.rf.a33911cc2ebad3a16dc4c197aaaec381.jpg: 640x640 2 Potholes, 12.1ms Speed: 3.5ms preprocess, 12.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-025_jpg.rf.bccdac76638b393e1b4e66ae7acf97d5.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.3ms preprocess, 13.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-025_jpg.rf.c25b9dac629968c1003a00603b74a1f7.jpg: 640x640 (no detections), 12.5ms Speed: 4.0ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-025_jpg.rf.d60f70749088826c56e4a79065adeeb2.jpg: 640x640 (no detections), 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-025_jpg.rf.ed58d7fa4df989c766d72ca984be9dd5.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.2ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-026_jpg.rf.49a0a32d3697a2d322f3588ea0453660.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.0ms preprocess, 11.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-026_jpg.rf.cc72487743d1e058c110bdd94383b127.jpg: 640x640 2 Potholes, 11.3ms Speed: 3.5ms preprocess, 11.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-026_jpg.rf.ff8b46d84067beedc760b26aad189639.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.2ms preprocess, 11.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-027_jpg.rf.0139ae79f965157dc23ae91228c3868c.jpg: 640x640 2 Potholes, 11.7ms Speed: 3.4ms preprocess, 11.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-027_jpg.rf.4d94c479f47768e908b597ef26d32ca7.jpg: 640x640 3 Potholes, 11.5ms Speed: 2.8ms preprocess, 11.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-027_jpg.rf.51b5906959c18baf2dac133e038cf6d8.jpg: 640x640 2 Potholes, 11.6ms Speed: 3.3ms preprocess, 11.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-027_jpg.rf.5da4256c7bc32def476c349b052854ed.jpg: 640x640 2 Potholes, 11.6ms Speed: 3.8ms preprocess, 11.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-027_jpg.rf.75f0b2163435d20be3e00e527a615014.jpg: 640x640 2 Potholes, 12.5ms Speed: 3.7ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-027_jpg.rf.766ecd2c0c67abb4c403133d676132be.jpg: 640x640 2 Potholes, 11.3ms Speed: 2.7ms preprocess, 11.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-027_jpg.rf.b5d2b93de70f75fdfe41a579ddd10852.jpg: 640x640 2 Potholes, 13.1ms Speed: 4.0ms preprocess, 13.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-027_jpg.rf.d8f56d82a8d8cb7e5fdce5c514319b05.jpg: 640x640 2 Potholes, 12.1ms Speed: 4.2ms preprocess, 12.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-028_jpg.rf.20e83177c7122d7e108645651f128fd7.jpg: 640x640 10 Potholes, 11.5ms Speed: 2.9ms preprocess, 11.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-028_jpg.rf.43ae59230b90cb2a17befee1fe02da49.jpg: 640x640 10 Potholes, 11.3ms Speed: 2.2ms preprocess, 11.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-028_jpg.rf.755f5fac4811603ad46b831f14c2741b.jpg: 640x640 10 Potholes, 13.9ms Speed: 2.9ms preprocess, 13.9ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-028_jpg.rf.7bd20d913aaf763a94bc7200e7923ae6.jpg: 640x640 9 Potholes, 11.5ms Speed: 2.6ms preprocess, 11.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-028_jpg.rf.d3f8e2608d1a297ef618346f70a8f711.jpg: 640x640 3 Potholes, 12.6ms Speed: 4.5ms preprocess, 12.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-029_jpg.rf.0ee59b4c50a3f5e05b3dcd73d19175a4.jpg: 640x640 (no detections), 11.1ms Speed: 2.4ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-029_jpg.rf.6dda491a9face0b564f3ae60b3cad6d2.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.5ms preprocess, 11.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-029_jpg.rf.8074a8eefdfb8213848abe9cc96f8aba.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.5ms preprocess, 11.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-029_jpg.rf.c11807669435c589e02bc2faa939dda4.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.9ms preprocess, 11.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-029_jpg.rf.f0d4689d859dc1625be0123e946efd2d.jpg: 640x640 (no detections), 13.9ms Speed: 3.4ms preprocess, 13.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-030_jpg.rf.06d82d0c1b20e843517cc8b7702e00e3.jpg: 640x640 1 Pothole, 20.3ms Speed: 2.5ms preprocess, 20.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-030_jpg.rf.12898b85b889fc2b449528666f36a85a.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.6ms preprocess, 15.0ms inference, 6.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-030_jpg.rf.1ac0e11f34de855ac074a65920ba7312.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.5ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-030_jpg.rf.3de36a7bab912cb8084f12d4d3e60298.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.7ms preprocess, 11.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-030_jpg.rf.72cbc4a7b1c3dd82a2a3e6ea8e3a859b.jpg: 640x640 1 Pothole, 11.4ms Speed: 3.2ms preprocess, 11.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-030_jpg.rf.a68c6cf9be76a331bc06f0ef3d9dbd5d.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.5ms preprocess, 15.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-030_jpg.rf.ad149015499a882f6847dff7f3bce726.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.4ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-030_jpg.rf.f422a70706f3c5cc405d2368e20ca529.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.2ms preprocess, 11.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-031_jpg.rf.7513d4895275035b7798a7b976968923.jpg: 640x640 (no detections), 11.6ms Speed: 3.3ms preprocess, 11.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-031_jpg.rf.a6d0cff50458ab8019afddaa786b79e9.jpg: 640x640 (no detections), 14.9ms Speed: 6.5ms preprocess, 14.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-031_jpg.rf.c7244bba7b3c7bd5c3879a3ddfb0a187.jpg: 640x640 (no detections), 11.5ms Speed: 2.5ms preprocess, 11.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-033_jpg.rf.7f93667cf0332ab209b16c88546cd6eb.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.7ms preprocess, 11.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-033_jpg.rf.d04d9e16ea53dd4d74c37b1dc6e455a4.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.8ms preprocess, 13.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.113c16e53db9eee45a6f3cb1307690ab.jpg: 640x640 3 Potholes, 15.0ms Speed: 3.4ms preprocess, 15.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.4488e7fe241e093b65fab8de4d4fa749.jpg: 640x640 3 Potholes, 11.5ms Speed: 3.6ms preprocess, 11.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.4cb178186a8645cb3cefb7dcdd8da313.jpg: 640x640 3 Potholes, 17.8ms Speed: 4.2ms preprocess, 17.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.757af73cc9e210ca052b32da1c78d884.jpg: 640x640 3 Potholes, 11.5ms Speed: 3.4ms preprocess, 11.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.84c11c0454dc3533e3f596b3cc1b1175.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.5ms preprocess, 11.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.a9c5a5f5e1ab1129bd8d00ecb6082345.jpg: 640x640 3 Potholes, 11.5ms Speed: 2.7ms preprocess, 11.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.b441d02ec685253d512f7e56c46a4278.jpg: 640x640 3 Potholes, 11.3ms Speed: 3.7ms preprocess, 11.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.bc31690427895439c3212a6d50f7cde4.jpg: 640x640 (no detections), 11.4ms Speed: 2.0ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.d887c407565970576224f8dd7a8beadc.jpg: 640x640 (no detections), 11.6ms Speed: 3.2ms preprocess, 11.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.ea4c56939f167e1d62fa81d4c40d8fe5.jpg: 640x640 2 Potholes, 11.5ms Speed: 3.8ms preprocess, 11.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.17133dc039043c39350dbc3b6cb4dc97.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.6ms preprocess, 11.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.1dc0385530d1ce3a70a4d3ce61724d46.jpg: 640x640 1 Pothole, 11.4ms Speed: 4.1ms preprocess, 11.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.1f1cabe6fac909d12f4d82176fc605b6.jpg: 640x640 1 Pothole, 19.2ms Speed: 4.6ms preprocess, 19.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.250a495ece0ad12dc024252329916131.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.5ms preprocess, 11.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.3251cfca95c24f161b654c1ccebf7ff6.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.4ms preprocess, 11.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.3b9139359691887bed173fdb06ad8216.jpg: 640x640 1 Pothole, 12.4ms Speed: 5.7ms preprocess, 12.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.4e98b048018307f973a23db359b0e983.jpg: 640x640 1 Pothole, 11.4ms Speed: 3.1ms preprocess, 11.4ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.893f65fe7ca0a1b21b395c81cdb6e1bc.jpg: 640x640 1 Pothole, 11.5ms Speed: 4.1ms preprocess, 11.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.98a557d61393c36e10b6ffc9efe3c43c.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.3ms preprocess, 11.6ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.a7f4482e38fc5950c457107bd5ef0e94.jpg: 640x640 1 Pothole, 11.8ms Speed: 4.2ms preprocess, 11.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.bebc6b89e125cd8c0ce8ff360920eed3.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.3ms preprocess, 11.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.d5b171bb267abd8851d29fbdc9a2c7c3.jpg: 640x640 1 Pothole, 12.7ms Speed: 6.5ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.d9395f29b580d8186f2be3b513ae7dac.jpg: 640x640 (no detections), 11.4ms Speed: 2.3ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-036_jpg.rf.485c24dc83e3a13b901ab8868583161f.jpg: 640x640 (no detections), 11.5ms Speed: 2.4ms preprocess, 11.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-036_jpg.rf.4c14b977b6b3fea9053b13b685acbe80.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.3ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-036_jpg.rf.5e630abe3fccb848f3d54e822e53c3b2.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.3ms preprocess, 15.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-036_jpg.rf.9a88e7a48fccc483948f3162323f80a4.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.6ms preprocess, 11.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-036_jpg.rf.b87a78212942b98432c301183bae4c49.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.1ms preprocess, 11.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-036_jpg.rf.c1eb77762dd3addd5de8949ae84e6c8a.jpg: 640x640 (no detections), 13.0ms Speed: 5.0ms preprocess, 13.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.2fdf05a1efe4be350894bf9d47cb04eb.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.9ms preprocess, 11.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.52cc5ff7b918d4e78625fbf34766fa51.jpg: 640x640 (no detections), 12.2ms Speed: 3.5ms preprocess, 12.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.629b298c7558971485e4b4450e6a86ba.jpg: 640x640 2 Potholes, 11.6ms Speed: 2.7ms preprocess, 11.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.6e9b9aebd0c3ebfffca0ed68ca6c71da.jpg: 640x640 1 Pothole, 17.1ms Speed: 3.3ms preprocess, 17.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.7b01cd35a897d2cf30d80381f20aac80.jpg: 640x640 2 Potholes, 11.7ms Speed: 2.7ms preprocess, 11.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.98f7614a1187c80f8b90bfa9a6a6fd3b.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.4ms preprocess, 11.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.b365f22420041e46eb4c8f251efd56c3.jpg: 640x640 2 Potholes, 11.5ms Speed: 2.6ms preprocess, 11.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.bc59bc3a01960ae95899043f3a023ed5.jpg: 640x640 1 Pothole, 12.4ms Speed: 4.6ms preprocess, 12.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.d600cf0bc3e5f2ad1f6becce3351e05a.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.8ms preprocess, 11.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-038_jpg.rf.2db55139e38f42177f5d3faa6546b85f.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.6ms preprocess, 11.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-038_jpg.rf.be889f1bab4c7bdccbac646057a46998.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.9ms preprocess, 11.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-039_jpg.rf.15ef6daa5263ad023a7cabeec33e5caf.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.4ms preprocess, 11.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-039_jpg.rf.2f0f4d40ed46d548a77e60cb99563246.jpg: 640x640 2 Potholes, 14.3ms Speed: 2.2ms preprocess, 14.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-039_jpg.rf.6a2981ae41f6a4af183137243f2de884.jpg: 640x640 (no detections), 11.5ms Speed: 2.1ms preprocess, 11.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.01c68fc7cff8aa223bca571488090d69.jpg: 640x640 (no detections), 11.8ms Speed: 2.0ms preprocess, 11.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.4ca821087191fc2639d6b4609d6bb1a3.jpg: 640x640 2 Potholes, 11.5ms Speed: 2.4ms preprocess, 11.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.505531a311d42c81ef99f2849185dad3.jpg: 640x640 (no detections), 13.3ms Speed: 2.1ms preprocess, 13.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.5150dd3dc3de98e7b6df3080db04e928.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.6ms preprocess, 11.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.594b13b9237d1e23eeab84d1f0b2da41.jpg: 640x640 (no detections), 11.5ms Speed: 3.8ms preprocess, 11.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.7f8cbc438933318776a505a3394029a0.jpg: 640x640 (no detections), 11.1ms Speed: 2.6ms preprocess, 11.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.8da48a7fb17b0ce0a23c985961fd491f.jpg: 640x640 (no detections), 11.4ms Speed: 4.6ms preprocess, 11.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.b73a39eb25545d59b8419488f28967cb.jpg: 640x640 (no detections), 15.5ms Speed: 3.2ms preprocess, 15.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.f8ef000f48a0200ab4aec4d212b8c94c.jpg: 640x640 2 Potholes, 15.2ms Speed: 4.1ms preprocess, 15.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-042_jpg.rf.1f95c3168a3a802790f5b4a6e25857ff.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.0ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-042_jpg.rf.5375668ecabd2fcd50da13f5b535617b.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.2ms preprocess, 11.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-042_jpg.rf.a20fc2b42cf6b78fe81c9512ddf82f71.jpg: 640x640 (no detections), 11.3ms Speed: 2.5ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-043_jpg.rf.280a8d2a552da7d11e4d0629d6e74b02.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.9ms preprocess, 11.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-043_jpg.rf.4c6980362f3f045174e624cc2677d859.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.0ms preprocess, 11.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-043_jpg.rf.f315b7e92cc3cd0c91169527da708e24.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.9ms preprocess, 11.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-044_jpg.rf.00ca30bd9bd076c946be0c4af9a28331.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.2ms preprocess, 11.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-044_jpg.rf.18045f7ec53c821fe8c0dfe44a36b402.jpg: 640x640 2 Potholes, 15.9ms Speed: 3.5ms preprocess, 15.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-044_jpg.rf.205701e6fefb9d477bfb0ced55e992c2.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-044_jpg.rf.3dab8b08f54fd563c13f85f41b77be71.jpg: 640x640 1 Pothole, 11.2ms Speed: 3.5ms preprocess, 11.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-044_jpg.rf.7ae75fb6e9c426a9db5742b71ea8e6ab.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.2ms preprocess, 11.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-044_jpg.rf.a3f883d793c0bed4c2855bad72f5ae11.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.0ms preprocess, 11.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-044_jpg.rf.c515987fbb46573e0839d6e1efe6b2dc.jpg: 640x640 3 Potholes, 10.2ms Speed: 3.7ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-044_jpg.rf.e93dc30ca42c5b9d9dfa4631350fdaa4.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.010bae9733b0744259488fb9ed4e1e46.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.0ms preprocess, 13.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.16524ac907c3b00be4d2e7a5babc41ce.jpg: 640x640 (no detections), 11.1ms Speed: 3.0ms preprocess, 11.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.5e0510a25c2dd03da843e7deee84d9f8.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.9ms preprocess, 12.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.818e6a56743a687d8a3e661964efd1ad.jpg: 640x640 (no detections), 10.3ms Speed: 3.7ms preprocess, 10.3ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.83662c83c936a19a4f0fbb5d7af94aef.jpg: 640x640 (no detections), 13.5ms Speed: 2.5ms preprocess, 13.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.8b07eaee56223fb7d878ced1f8f7c334.jpg: 640x640 (no detections), 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.a613aac14fce305f761b8b2578ff4263.jpg: 640x640 (no detections), 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.cbffcfd2542828b5cf9a42d05010e44b.jpg: 640x640 2 Potholes, 10.9ms Speed: 4.7ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.cc6ff9c057ec314d4604fd02111afd9e.jpg: 640x640 (no detections), 10.3ms Speed: 3.8ms preprocess, 10.3ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.d2e46e4799fbfa7cc156028bb219e427.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.f1f1ea90b009d9a1678d87b869608821.jpg: 640x640 (no detections), 10.2ms Speed: 3.5ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.14bb5a79aea96d5f15566bc96cd3aa2d.jpg: 640x640 6 Potholes, 12.5ms Speed: 4.4ms preprocess, 12.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.23631a7647c54cf39183bbfd90723e96.jpg: 640x640 5 Potholes, 11.9ms Speed: 4.8ms preprocess, 11.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.3cc990be9878eb00d83ef7209b55fcbf.jpg: 640x640 6 Potholes, 14.6ms Speed: 2.9ms preprocess, 14.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.45233d1c7cf1a791ae5aa053abe43c69.jpg: 640x640 5 Potholes, 10.9ms Speed: 2.6ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.468c8ac0ba39ed7166a995906556691b.jpg: 640x640 6 Potholes, 10.2ms Speed: 3.0ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.5d871301f551b44580f7cae382029161.jpg: 640x640 6 Potholes, 11.0ms Speed: 3.3ms preprocess, 11.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.ce4fa6ec1c5cd6764fa9125600b950c3.jpg: 640x640 7 Potholes, 10.7ms Speed: 3.7ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.e411de36c491ff9fc903bb8b018959d9.jpg: 640x640 2 Potholes, 11.3ms Speed: 4.4ms preprocess, 11.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.ec8a9c5820a7392cedc8fb2498b64836.jpg: 640x640 8 Potholes, 11.0ms Speed: 4.9ms preprocess, 11.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.14467c0c1d91960d5ab6e648bdd3a826.jpg: 640x640 (no detections), 10.5ms Speed: 2.5ms preprocess, 10.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.2f7a66b2ad0d9d73f3ff419228242567.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.94d423f41ec4d8b1f470af7d723250c7.jpg: 640x640 (no detections), 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.aa0bee48924fe38c2772ea2c0242fc51.jpg: 640x640 1 Pothole, 18.4ms Speed: 2.6ms preprocess, 18.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.ac548ccd0f71d52e2b088cd349ddd598.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.8ms preprocess, 10.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.b8957183a1dc3ed1e1e6c6a870751474.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.2ms preprocess, 14.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.ce7cff97a6b53e9a49b0dba64abe2beb.jpg: 640x640 (no detections), 10.5ms Speed: 4.5ms preprocess, 10.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.d5725a194165688b880e80aa6432e8d2.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.f40890003a7f7d77d90777c52562c24c.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.3509053c329f35e3dc28a39fa7e60122.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.3de2c0f82efc77e0de7296dedf86ea01.jpg: 640x640 1 Pothole, 10.4ms Speed: 4.4ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.5c446847db02ea4517791e99171c1594.jpg: 640x640 2 Potholes, 20.1ms Speed: 3.3ms preprocess, 20.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.6eaaaf255d03a2eaa3238dd2377b34a1.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.0ms preprocess, 10.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.783b2b73873e4e61d2da0f32d8728bb9.jpg: 640x640 3 Potholes, 10.1ms Speed: 3.5ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.8b8fe48a9142be075b7867395121a1d5.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.4ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.96f13063913cf728f8ffd7f110eff3ea.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.9ec717c59d60155670727e7f9c16c63e.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.2ms preprocess, 12.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.a804aa00a395404656accbf5cbe88aec.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.c01085019d97470460d13426e71456a5.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.9ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.ea829ab93ebd1f9f4bd0817b4da9967c.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-051_jpg.rf.44b1c32013bebb60200906370faddb65.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.9ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-051_jpg.rf.55ee4f2df266af71247589c5534d8295.jpg: 640x640 4 Potholes, 10.4ms Speed: 2.9ms preprocess, 10.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-051_jpg.rf.5be3354bc123a0dc734eab6356f2f814.jpg: 640x640 4 Potholes, 12.6ms Speed: 3.5ms preprocess, 12.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-051_jpg.rf.c508b125699abeca836054c9da559b17.jpg: 640x640 3 Potholes, 11.9ms Speed: 3.5ms preprocess, 11.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-051_jpg.rf.cb6d0d40fae7eac602d1962d13f6a9f8.jpg: 640x640 4 Potholes, 10.5ms Speed: 4.2ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-051_jpg.rf.d9b7d45bfee5ba976712c392a284531d.jpg: 640x640 2 Potholes, 14.2ms Speed: 2.4ms preprocess, 14.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-051_jpg.rf.dda12618b03ceaeced3cd0e0946406fd.jpg: 640x640 5 Potholes, 12.2ms Speed: 5.2ms preprocess, 12.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-051_jpg.rf.f1e6520f0af4148e09d0ceea60db6c54.jpg: 640x640 4 Potholes, 12.7ms Speed: 3.6ms preprocess, 12.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.038b60e546035b87d1877f70f96908ea.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.3ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.305c6f871beb006ae7d4189093e4e2bb.jpg: 640x640 (no detections), 10.6ms Speed: 2.1ms preprocess, 10.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.31c1857b7cd3c3e5049a6ef9cb2ba4d1.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.0ms preprocess, 11.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.3ace049e7e144a25059f6e6b055fc99e.jpg: 640x640 (no detections), 13.4ms Speed: 2.5ms preprocess, 13.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.3d0be67984eda09d59059d4910ebf56e.jpg: 640x640 (no detections), 11.6ms Speed: 3.2ms preprocess, 11.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.4a6a4489606daaa68c80ac73a20fc03e.jpg: 640x640 1 Pothole, 11.3ms Speed: 3.3ms preprocess, 11.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.4d4d3e0a17775101c011c7cb07dce89d.jpg: 640x640 2 Potholes, 11.3ms Speed: 2.7ms preprocess, 11.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.5a9a79df19bb99d89fb7a7372ef83b4f.jpg: 640x640 1 Pothole, 21.2ms Speed: 2.6ms preprocess, 21.2ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.7f00a368c0b8e5728b1270081c782154.jpg: 640x640 1 Pothole, 11.3ms Speed: 3.0ms preprocess, 11.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.7fb2188004db273f56267e0a84f187f9.jpg: 640x640 (no detections), 11.7ms Speed: 3.8ms preprocess, 11.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.9b8eea0efec241c7d9ef81d270e52cca.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.7ms preprocess, 11.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.b7571bf7ac7636de085d8f661a662954.jpg: 640x640 (no detections), 14.6ms Speed: 3.3ms preprocess, 14.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.cd3ffa5e14812bdc211cbdd7b48a2319.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.7ms preprocess, 13.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.cd6eb44a9529514a1a7696359057442e.jpg: 640x640 1 Pothole, 11.7ms Speed: 6.2ms preprocess, 11.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.d0b86c4451630207d1e734528936be56.jpg: 640x640 (no detections), 11.5ms Speed: 2.7ms preprocess, 11.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.e535e15bbc681fd1bb3b98c64f65bdb4.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.8ms preprocess, 11.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-054_jpg.rf.5b8f42e27d0da9e8d67d180cb51c9768.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.4ms preprocess, 11.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-054_jpg.rf.727f93112d9293de80d6e8df2ccd611c.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.7ms preprocess, 11.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-054_jpg.rf.c79d6c8c89eb45e7478dea8718f9185a.jpg: 640x640 1 Pothole, 14.1ms Speed: 4.6ms preprocess, 14.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-054_jpg.rf.f4b39d808deec1fb5f2c97f999b5a1e7.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.9ms preprocess, 12.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-055_jpg.rf.08409b5c5a2193269a38418eec373e7c.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.4ms preprocess, 13.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-055_jpg.rf.25ca1598a69336c2d06909d4d32183be.jpg: 640x640 2 Potholes, 11.5ms Speed: 3.2ms preprocess, 11.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-055_jpg.rf.2ccd27f918cb480ccf75e450dc07f922.jpg: 640x640 7 Potholes, 11.5ms Speed: 2.9ms preprocess, 11.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-055_jpg.rf.2f2a44f2ea34e8e673765e5fda292ebc.jpg: 640x640 5 Potholes, 11.8ms Speed: 2.6ms preprocess, 11.8ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-055_jpg.rf.5c4f0f1bf0f7b67de995826d600e919b.jpg: 640x640 6 Potholes, 19.6ms Speed: 3.5ms preprocess, 19.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-055_jpg.rf.a59254cda4a91dbc4a7ce99083ddd398.jpg: 640x640 7 Potholes, 16.7ms Speed: 4.0ms preprocess, 16.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-055_jpg.rf.a95c3734dc49b31957c7b92ab092641a.jpg: 640x640 6 Potholes, 17.1ms Speed: 5.0ms preprocess, 17.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-055_jpg.rf.ebd91a889a4fb8919c2e9751287ed7cc.jpg: 640x640 2 Potholes, 11.9ms Speed: 2.6ms preprocess, 11.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-056_jpg.rf.2170971e07e8911cccc5551430ca3f20.jpg: 640x640 4 Potholes, 11.7ms Speed: 3.2ms preprocess, 11.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-056_jpg.rf.26a8618e20b66c8f8390ade6b7813869.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.6ms preprocess, 11.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-056_jpg.rf.3ede18c2f32f1d74220b9c9daaad08ad.jpg: 640x640 (no detections), 12.2ms Speed: 2.0ms preprocess, 12.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-056_jpg.rf.64f112ce0bc7bf287814d88a2dfa53e0.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.8ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-056_jpg.rf.6ebb87d900019f2f9a4e962cd1d74479.jpg: 640x640 3 Potholes, 11.6ms Speed: 2.6ms preprocess, 11.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-056_jpg.rf.9ab3e19dd423e427cfd6779c778acc68.jpg: 640x640 (no detections), 11.9ms Speed: 3.0ms preprocess, 11.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-057_jpg.rf.0ea6918eaf11371b09df7a926961f92a.jpg: 640x640 (no detections), 11.6ms Speed: 2.5ms preprocess, 11.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-057_jpg.rf.3272591ecb53ab040459e681c574f88a.jpg: 640x640 5 Potholes, 11.9ms Speed: 2.7ms preprocess, 11.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-057_jpg.rf.3fabede4b5f9dcfe29adf2e46bee1d0d.jpg: 640x640 2 Potholes, 16.4ms Speed: 3.0ms preprocess, 16.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-057_jpg.rf.7d96215f86e6283c00be45ab1d327ad1.jpg: 640x640 1 Pothole, 18.7ms Speed: 4.5ms preprocess, 18.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-057_jpg.rf.efd79a5eecf21563e63969aee4d2800b.jpg: 640x640 4 Potholes, 13.4ms Speed: 4.4ms preprocess, 13.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-057_jpg.rf.f2538b7c9731d510fec7b9758900f66e.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.1ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-058_jpg.rf.84ab631ed1a91ecebe4777ca5e57d47e.jpg: 640x640 (no detections), 11.7ms Speed: 1.9ms preprocess, 11.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-058_jpg.rf.d1a752df578cd7d5c81fef5c1a78f10c.jpg: 640x640 (no detections), 11.6ms Speed: 2.1ms preprocess, 11.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.169768fdfbf67eebbd57e0c64d873fb6.jpg: 640x640 4 Potholes, 11.5ms Speed: 2.1ms preprocess, 11.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.4cd9c50461a6bbbb404ed97b2fa7ae3a.jpg: 640x640 2 Potholes, 11.7ms Speed: 2.0ms preprocess, 11.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.6ee68a438e0b2c77354263c6ee5e52c8.jpg: 640x640 5 Potholes, 11.1ms Speed: 2.0ms preprocess, 11.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.99722436a4d13bb9ef3cb20617c155e1.jpg: 640x640 4 Potholes, 11.0ms Speed: 4.1ms preprocess, 11.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.b66c42e8152d209d00604081f95603a1.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.5ms preprocess, 14.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.bbf448455b44dce5c7078efbcf4183ad.jpg: 640x640 4 Potholes, 13.9ms Speed: 4.6ms preprocess, 13.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.ceccff798622b0c4d543e242a16e9c9c.jpg: 640x640 5 Potholes, 11.0ms Speed: 2.9ms preprocess, 11.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.d76a6e1061ec29b4ea88f179df08bef7.jpg: 640x640 5 Potholes, 12.2ms Speed: 2.9ms preprocess, 12.2ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.ded1866b37ae95096fc1ef9f06fc2b5d.jpg: 640x640 5 Potholes, 13.6ms Speed: 3.7ms preprocess, 13.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-061_jpg.rf.a8f3546782e335608ba436e966739418.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.6ms preprocess, 11.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-062_jpg.rf.7c03ed4fbab86b8971349951e76374d5.jpg: 640x640 3 Potholes, 12.1ms Speed: 4.7ms preprocess, 12.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-063_jpg.rf.32524cf059f19fc77ea944e5381c6a6b.jpg: 640x640 (no detections), 12.9ms Speed: 2.1ms preprocess, 12.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-063_jpg.rf.645b5b408b7aa190881f2ed9dbab993f.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.1ms preprocess, 11.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-064_jpg.rf.1078e91eb5ca4d1512f9d4c77d3cdf38.jpg: 640x640 2 Potholes, 11.3ms Speed: 2.9ms preprocess, 11.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-064_jpg.rf.1e619026c88e047b750d113025f1d7cc.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.9ms preprocess, 12.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-064_jpg.rf.32b8fec0040a1b60fd9d37bbf63ece5d.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.2ms preprocess, 11.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-064_jpg.rf.36d01f0c676c593d07ea028b9c171d52.jpg: 640x640 3 Potholes, 13.5ms Speed: 5.0ms preprocess, 13.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-064_jpg.rf.4ee9f9f59e573d5340d95550705115e5.jpg: 640x640 2 Potholes, 11.1ms Speed: 2.3ms preprocess, 11.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-064_jpg.rf.687ba5bfb452edf29a15d98828fcfecf.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.6ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-064_jpg.rf.8098666a9cb48d5e91fd08ba1f484387.jpg: 640x640 2 Potholes, 12.3ms Speed: 4.5ms preprocess, 12.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-064_jpg.rf.f65975c6e10713476319d7f075c622bd.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.7ms preprocess, 14.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-066_jpg.rf.138bd0388d01ad33ab5470845e0ed2fe.jpg: 640x640 2 Potholes, 17.2ms Speed: 3.8ms preprocess, 17.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-066_jpg.rf.64d5188802729c3e1c9496e30a98bb7c.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.8ms preprocess, 14.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-066_jpg.rf.8175991946f8f15428c51111ae8f074c.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.9ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-066_jpg.rf.c654d8fa020d790ebde877b48a871f08.jpg: 640x640 (no detections), 11.2ms Speed: 2.3ms preprocess, 11.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-066_jpg.rf.cd43d93d9257f985a8266dba6152e1fa.jpg: 640x640 1 Pothole, 10.9ms Speed: 3.3ms preprocess, 10.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-066_jpg.rf.f1af9d6d4f262feacf18468017da6bdd.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.9ms preprocess, 10.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-066_jpg.rf.f82e015d815a835c4fba39d799a7b712.jpg: 640x640 1 Pothole, 11.1ms Speed: 4.1ms preprocess, 11.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-066_jpg.rf.fc3231efa3bc5aae4489465ea94f3c45.jpg: 640x640 (no detections), 10.9ms Speed: 2.4ms preprocess, 10.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-067_jpg.rf.2a95dadb548e14fd4f7a9195b97a0b86.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.3ms preprocess, 10.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-067_jpg.rf.36cacc2c3283b39be299c76f1ff5f785.jpg: 640x640 2 Potholes, 11.1ms Speed: 2.5ms preprocess, 11.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-067_jpg.rf.37bb89da820db5264f54947643e52225.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.4ms preprocess, 11.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-067_jpg.rf.6f9ea8656ec2f96a7873dea4b71ef2e1.jpg: 640x640 2 Potholes, 11.1ms Speed: 2.5ms preprocess, 11.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-067_jpg.rf.72960461d170c62e6b2c893e983c640c.jpg: 640x640 2 Potholes, 12.7ms Speed: 4.1ms preprocess, 12.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-067_jpg.rf.818872909889c50b4bc0ad90341f9b71.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.5ms preprocess, 11.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-067_jpg.rf.c81fe3cdcdcf411e1ea3389357397ead.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.6ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-067_jpg.rf.fcb74023135da3d2bed01383f9daab61.jpg: 640x640 2 Potholes, 11.6ms Speed: 2.0ms preprocess, 11.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-068_jpg.rf.014d4fe3c6fc97dfeb77c59c9dede907.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.3ms preprocess, 11.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-068_jpg.rf.902308b61dbf00ba0b1bfc189d3ee046.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.7ms preprocess, 11.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-068_jpg.rf.9f5eafe777eadb93c98fa027cc896200.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.0ms preprocess, 11.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-068_jpg.rf.a172c18d8c3e50409ed4f4ecfc04b577.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.1ms preprocess, 10.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-068_jpg.rf.c0314611f4809a1b430ed99487eeca20.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.1ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-068_jpg.rf.ea716eff548a12277657a949dc2cc662.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.1ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-069_jpg.rf.7dadb4715daaaa98aab2b3a650787747.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.2ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-069_jpg.rf.9fcd23eea7927ba688afcc4006abb2a3.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.4ms preprocess, 11.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-069_jpg.rf.bc22431b5dfc8ae29199bfb64b4bba40.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.2ms preprocess, 11.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-070_jpg.rf.3752f5abce909e5397e1561339bf69b5.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.5ms preprocess, 11.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-070_jpg.rf.84783d01fcd293cc4abbe557cdb82428.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.1ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-070_jpg.rf.90d558737b822b93e73763b675d96623.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.5ms preprocess, 15.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-070_jpg.rf.c98d03cb69a60ba3b9e5ff308978d940.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-070_jpg.rf.ce4ed2ac3e5154a801f3195708923c18.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-070_jpg.rf.cea688a482c962ac48bb8a3024cfd891.jpg: 640x640 2 Potholes, 9.9ms Speed: 3.0ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-070_jpg.rf.e6c86e9ca0bad90936bd2840ea91492e.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.1ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-070_jpg.rf.ebfb5237486944cc9ba9c8d9ec5d3c02.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.049e3eeb294c515f99269a1484af79bb.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.16b5da0d97fadd12419f2d89097acdfa.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.1c36db607d8c1b9aa7de4fa59ff5b050.jpg: 640x640 3 Potholes, 10.4ms Speed: 2.4ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.728d9789fc83cd2fc50705c35874eca0.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.4ms preprocess, 10.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.74ac0082e728ba871f7a89a2ff3f8161.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.4ms preprocess, 10.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.771a82c27bef3297c9ee4c200dda84e1.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.4ms preprocess, 12.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.88210475357585457c44a1b434208c59.jpg: 640x640 1 Pothole, 24.4ms Speed: 4.6ms preprocess, 24.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.89795fdb5540ff698079df8af8ec4d73.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.9ae8b8aa28a92f65e5cff6c41431efd9.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.9e09b2508f2329484c194336c3508630.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.d1b5660e37ef5e9d7cadfb255e64a429.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.fd12217dc12d8d4cebf12d08b0d1da8c.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.0ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-073_jpg.rf.715760d70088c7d2bae3d10e33718ac6.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-073_jpg.rf.781249213d210a57bcb1842b83279532.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-073_jpg.rf.910d742231f4dbb886ab9a1dce4c0b6e.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-074_jpg.rf.3cd80b6f580d32d6216a49e427315226.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.5ms preprocess, 11.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-074_jpg.rf.e762e8e6b8bc6497de4db005fae24cac.jpg: 640x640 1 Pothole, 22.4ms Speed: 3.0ms preprocess, 22.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-074_jpg.rf.faf857b65ce3030e828cda87bc112895.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.6ms preprocess, 10.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-075_jpg.rf.066bcde3c5d87f1113f7a2731904b847.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.2ms preprocess, 10.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-075_jpg.rf.3d184300a896a630f49dec410d33e421.jpg: 640x640 (no detections), 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-075_jpg.rf.4d3d737c09beb0bd6865e36f8c25aea2.jpg: 640x640 (no detections), 9.1ms Speed: 2.0ms preprocess, 9.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-075_jpg.rf.7b1662089d59cbaeace4bb30d5105a27.jpg: 640x640 1 Pothole, 9.1ms Speed: 1.9ms preprocess, 9.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-075_jpg.rf.9472acaba85c334786959b6acf5cf256.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.3ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-076_jpg.rf.2828714ba82037b3cf880f9d81ff833c.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.5ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-076_jpg.rf.778dd18ac6b5ed2d0c5bd01d2d64daf5.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.0ms preprocess, 12.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-076_jpg.rf.79b62590ce65b2543f181088b6c5b9b1.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.5ms preprocess, 9.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-076_jpg.rf.b22d828541fe59795802f001a76c48d9.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.5ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-076_jpg.rf.f8ee7c20eb70389c1d202573afc83d3a.jpg: 640x640 2 Potholes, 9.8ms Speed: 3.4ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-077_jpg.rf.517c9b5f6f82163788e4a0746d9f6364.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-077_jpg.rf.b83b5c972017fc3f19b5667d4f9d8b79.jpg: 640x640 3 Potholes, 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-077_jpg.rf.c99ee4b5a7ff5aa7f630a83bbe96e4ad.jpg: 640x640 1 Pothole, 19.4ms Speed: 2.3ms preprocess, 19.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-077_jpg.rf.d002c7e3f2089d8e42779958d5920948.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.7ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-077_jpg.rf.d7fe9b4a4c20cbba0733736135ec57f1.jpg: 640x640 3 Potholes, 14.9ms Speed: 3.4ms preprocess, 14.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-077_jpg.rf.f5d6d424490698c2954086128b5eb631.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.6ms preprocess, 9.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-078_jpg.rf.89dc8b467bfa2807d480bc74b427e162.jpg: 640x640 (no detections), 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-078_jpg.rf.8bded4e95f7e1c18d3cb7ffff910ab2a.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.3ms preprocess, 9.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-078_jpg.rf.9c5805f40f94f84868e898d4ecf228bb.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.8ms preprocess, 9.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-078_jpg.rf.b0721041567c7df8a9c4a7dafa3851c1.jpg: 640x640 (no detections), 11.4ms Speed: 2.8ms preprocess, 11.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-078_jpg.rf.b4167cd9632ce3a20ca641249ebe8b00.jpg: 640x640 (no detections), 17.1ms Speed: 2.6ms preprocess, 17.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-078_jpg.rf.dff38532bad7349e4a9631c9e6fa3c89.jpg: 640x640 (no detections), 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-078_jpg.rf.ffee9c177bc83f73b5409a61dade592b.jpg: 640x640 (no detections), 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.3b3e422bf47ad82a1761e7c7d6bdd8b8.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.4a33511ed99e257f5710dce5e186f8e8.jpg: 640x640 1 Pothole, 8.9ms Speed: 1.9ms preprocess, 8.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.6e8083540ba7198cb985ffb8baadd8df.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.74acdb6328ce8718e4b919f55c69beba.jpg: 640x640 1 Pothole, 9.0ms Speed: 3.4ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.7698d85aae85daec6ef0b353f570b192.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.76f17e41feac891d9636f2cdd1e844fe.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.7c3e160e097508a46dead7c86e83fad0.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.c5158cb7022e311f3df7f161f108b28a.jpg: 640x640 1 Pothole, 9.1ms Speed: 3.5ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.d3817f372f71fcaff80b5c7211ec1fee.jpg: 640x640 2 Potholes, 11.0ms Speed: 3.4ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.e8c58f345750d225cda4f42f1f23c5b8.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.7ms preprocess, 15.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-080_jpg.rf.c0a8e088655ea88f07cd8d7715229451.jpg: 640x640 2 Potholes, 9.0ms Speed: 3.0ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-082_jpg.rf.4ff9c66358be8abd892729a79243b8c4.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-082_jpg.rf.583e563fb5463ec1db07fa9c192ea4d2.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-082_jpg.rf.801234c4da14a6cea634dde53d0a3f28.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-082_jpg.rf.8b5fac831cf1d78b5b50ebda711e5ad6.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.4ms preprocess, 10.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-082_jpg.rf.a926221caa1551d9276e7136a7f326ee.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.7ms preprocess, 9.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-082_jpg.rf.f837f682bc78d954916ab78bb7b5fd17.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.7ms preprocess, 15.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.02a10e102174c6140934aa33ed8397c5.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.7ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.045560dfabb6a06cef186c92233e0cdd.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.7ms preprocess, 9.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.18ff5d4177427550a71ad12d84f53578.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.5ms preprocess, 13.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.3f5a01061678ef1cc24ed303db08eaf0.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.2ms preprocess, 14.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.84a519ef77b0a52b12449b5708d73d31.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.9ce82ec22f4161b952652c931ece34a3.jpg: 640x640 1 Pothole, 9.0ms Speed: 1.9ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.9edb97ab3e0a95e89ddfa69e102e0388.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.0ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.d409b5a50c52b8dbff27c383574a52b1.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.d4d6e00d89d77da4748159e116dfa71e.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.0ms preprocess, 9.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.dc2ef850f10dc63061468e9c3f944db1.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.6ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-084_jpg.rf.8f2f7702421fd7ce7d0310d8e12f25ab.jpg: 640x640 2 Potholes, 9.1ms Speed: 3.0ms preprocess, 9.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-084_jpg.rf.ba2592197151e7a8cb201b6b577c8577.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-084_jpg.rf.c43bd51863dc4d5765a83961f2721041.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.1ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-084_jpg.rf.c690f56ebaaa9581fab84c7a45d75507.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-084_jpg.rf.ec1a4de6c471392190a24539a82ffb91.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-085_jpg.rf.38030cbccb67fe9d052bd7b6ddd7eb13.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-085_jpg.rf.9c3cf25a5abfd62eab9c400608ffaf19.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-086_jpg.rf.014ef328e7626e004c1a4430856003c0.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-086_jpg.rf.103821d2a745ecea4106b0efe4dc46b8.jpg: 640x640 (no detections), 9.0ms Speed: 2.0ms preprocess, 9.0ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-086_jpg.rf.55b685670b386c097be0c04e24093fc1.jpg: 640x640 (no detections), 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-086_jpg.rf.6ab52987ce4dfd68e70b296184779d9f.jpg: 640x640 (no detections), 9.2ms Speed: 3.9ms preprocess, 9.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-086_jpg.rf.82cb029f3235ff3448e0e898f8bf5c74.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-086_jpg.rf.8bade4d35dd2af40b4f1f41eda612033.jpg: 640x640 (no detections), 15.5ms Speed: 2.7ms preprocess, 15.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-086_jpg.rf.b00d8608d03542db53e0ffc38f9ae17d.jpg: 640x640 (no detections), 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-086_jpg.rf.f3afd2c2fa8c73521d5c856c32d27581.jpg: 640x640 (no detections), 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-087_jpg.rf.405bf8ab808a124a384e77e98c285fb4.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.6ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-087_jpg.rf.46d8f3ddb6ca586aa92cb3cb89d9f3ae.jpg: 640x640 19 Potholes, 10.4ms Speed: 3.3ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-087_jpg.rf.4725ff9cedd8925b342e128e96812c6f.jpg: 640x640 14 Potholes, 14.1ms Speed: 3.2ms preprocess, 14.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-087_jpg.rf.511a65904d4bddb9fae2efb5c6f8580c.jpg: 640x640 20 Potholes, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-087_jpg.rf.ad281021a953affc37ce4b5c98e80eef.jpg: 640x640 15 Potholes, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-087_jpg.rf.dfa1c2523410513be4a374bf4907fba8.jpg: 640x640 3 Potholes, 14.5ms Speed: 3.5ms preprocess, 14.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-088_jpg.rf.388adceafe34cd1a3ff895fc6c1619d9.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.6ms preprocess, 9.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-088_jpg.rf.dd2d93539afb66efbb12330e078dfef0.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.7ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.23137eb39b6eebb6671c4a51e4073881.jpg: 640x640 1 Pothole, 11.8ms Speed: 4.6ms preprocess, 11.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.49b9b0f7c7e3c5c4d8cffe1dc72895f4.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.5c1875091aff9eb94e90e0532e3c341c.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.9ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.8863af7a3c4029a341fc8b58c8ee5295.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.8bf713499506a30ee10848620703d073.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.9ba66498267ffc7d14eba3e32c97eec1.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.5ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.9f5102e5e8dc071d640d2e0f0c9e8175.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.5ms preprocess, 9.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.b85587913c61b1b2875fbf466ba97670.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.d127053645745bd4c76dee31e34908ff.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.8ms preprocess, 12.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-093_jpg.rf.5436f834df3c4f727b569192ac388b4e.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-093_jpg.rf.7b744c17a888ad9592fc5e6398b466d9.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.0ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.0023e92ce89c576ff2f7c69f0090ca90.jpg: 640x640 1 Pothole, 9.2ms Speed: 3.1ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.005176813f28d9eb0837d62db5ee5aea.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.6ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.089ce3bfeb2b58869465ea63d27f333e.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.1b22ecda2a1a4c7b6a98be49b053952d.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.2ms preprocess, 12.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.334ebd488b574b4f4d00a64c45005ed6.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.5ms preprocess, 13.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.644a85c3a462327337ecaf235c103932.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.0ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.764e691deb5fe917ca40be89705bae80.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.7ded7f509f5241a19f18852d5a07a713.jpg: 640x640 1 Pothole, 9.2ms Speed: 1.9ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.82dd302ac3722e981fb22c58e1b71878.jpg: 640x640 1 Pothole, 18.0ms Speed: 2.5ms preprocess, 18.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.878a88643afcec13603b09ca416c98bc.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.5ms preprocess, 16.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.8c5c590e8f68daf73c03b99458b32adb.jpg: 640x640 1 Pothole, 24.2ms Speed: 3.0ms preprocess, 24.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.ad967f135603c7f0f367fa741dddcaad.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.ae91ad8afc41ff4826dbda8b0935af66.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.c4c996424bb884e6961be0b94db57a94.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.c880ac45f0a090f8a9773552e6a5e770.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.1ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.cb134f886e88cc2ae1f338f2c86a71aa.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.4ms preprocess, 9.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-096_jpg.rf.3bcca33e883ddd3a46d2acb79678bb57.jpg: 640x640 1 Pothole, 9.1ms Speed: 1.9ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-096_jpg.rf.ec8b3b77e7ba55a1222141d68d809e53.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-096_jpg.rf.fe4b1bde1fee74019210f128cce890d5.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.6ms preprocess, 15.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-097_jpg.rf.864818b1023be81c5c6ec6695cf0be7c.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.3ms preprocess, 9.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-097_jpg.rf.d76f59cdcb6c380ea783196d6d19bdcd.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.1ms preprocess, 9.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.08b352f376a9d2829e1d8b58b2b19692.jpg: 640x640 3 Potholes, 9.6ms Speed: 3.1ms preprocess, 9.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.1d4028f734582e7b3ba0b5005c59e4ca.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.43fa2e3ded09685aa37557583cee4afb.jpg: 640x640 4 Potholes, 12.5ms Speed: 3.6ms preprocess, 12.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.441892d2ad31233dcce1c5beb59fd902.jpg: 640x640 2 Potholes, 11.9ms Speed: 3.5ms preprocess, 11.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.478450260331bef180444be30c2ebd9d.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.4ef5db57e0443a80a3f4b1258c99ccb1.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.7782a722f34dda3d6e2ec5ed3fcb154a.jpg: 640x640 (no detections), 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.899a60e60e6c1b0b0611c33c13c36ca4.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.8a71ec06c4e87be78a720ad2d4a3c2de.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.a2bf6e48b94d3c20972f4044ed499a1f.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.e7297f6a159835ed44a36925dff504ad.jpg: 640x640 4 Potholes, 10.2ms Speed: 4.3ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.ea64f57ce6af9fba96c728ac7289a4ae.jpg: 640x640 (no detections), 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.fd9050c5faa33cab38e1b15a2c28f58c.jpg: 640x640 (no detections), 10.3ms Speed: 2.9ms preprocess, 10.3ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-099_jpg.rf.20b3b7d0a752960daff3203f08c56ab1.jpg: 640x640 (no detections), 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-099_jpg.rf.32d2acbb1b8da50913c60dc9a068abba.jpg: 640x640 (no detections), 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-099_jpg.rf.5714c4a9a2a43c43acbb2e7ed4ec46c3.jpg: 640x640 (no detections), 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-099_jpg.rf.a607c18d3dd70c69aeba4ac8834a2313.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.8ms preprocess, 10.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-099_jpg.rf.b99999daf12902040acb6ef4babda0af.jpg: 640x640 (no detections), 18.2ms Speed: 2.8ms preprocess, 18.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-099_jpg.rf.c3e71b51cf725206037e4e295cfa4fb0.jpg: 640x640 (no detections), 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-099_jpg.rf.cdd6ce3f0b1c263c380438df07790c21.jpg: 640x640 (no detections), 9.4ms Speed: 1.9ms preprocess, 9.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-099_jpg.rf.dfeba649a41d042217a72604d6d48f91.jpg: 640x640 (no detections), 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-100_jpg.rf.20cf1d5fcb77665e4a62b5bcc2ddab1c.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-100_jpg.rf.2628f385c67a60d38761588df4c15d05.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.0ms preprocess, 10.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-100_jpg.rf.704204cea2910fd201fb293f6115ab0f.jpg: 640x640 (no detections), 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-100_jpg.rf.dcb79b410911333767a2ab9703a1f20c.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-101_jpg.rf.2815fffea6f1fa853cb746145bcef929.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.7ms preprocess, 13.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-101_jpg.rf.3b96c79bda86753927b2a4ee658d2f76.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.2ms preprocess, 12.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-101_jpg.rf.54cb2b951b6429746932189cb78504c3.jpg: 640x640 1 Pothole, 11.9ms Speed: 4.0ms preprocess, 11.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-101_jpg.rf.7b753f0d58a1abb37756b20f9d5707ef.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.9ms preprocess, 12.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-101_jpg.rf.7cf56d84a4d78a600851e7f2ed059237.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.6ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-101_jpg.rf.8e619e5b2b6697004a2f74e132a65c85.jpg: 640x640 (no detections), 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-101_jpg.rf.e9ac7672211f7559bb7a5102c8bff2c1.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.0500613c207f8ed1a1c40160bf922e54.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.19371592d0e069b7ae518e62312b46cd.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.24bad1e77db9bc1007b7c2bc7c2b5252.jpg: 640x640 4 Potholes, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.3ad89aad5b22f54575cbd2b22ade42f9.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.5ms preprocess, 13.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.8c0403175a14e0e94db5c8c5db53b594.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.9a9d090b323e87f289fc0ce3ce37cbcf.jpg: 640x640 2 Potholes, 19.3ms Speed: 3.8ms preprocess, 19.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.a7216e5258ba1ba100dc8c696d6c0777.jpg: 640x640 4 Potholes, 13.0ms Speed: 4.4ms preprocess, 13.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.a9793387f9b0fc3944e395f8afe7243a.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.1ms preprocess, 15.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.bb55f2237a0c9d398337b172c844d5bf.jpg: 640x640 4 Potholes, 17.7ms Speed: 3.4ms preprocess, 17.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.c244214165d5148e8556bb1f2987d881.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.cea8a843c5ecdc10efda3928a8aad50a.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-104_jpg.rf.2c497ea47263621cd42ce9b606c66c6b.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-104_jpg.rf.71c665da0a6c4e2dde25d81b0ad3af23.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.2ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-105_jpg.rf.33645f86319c84a0a76467827a53b598.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.9ms preprocess, 9.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-105_jpg.rf.369d9c2c16d2f3fb44500b5ed4136906.jpg: 640x640 2 Potholes, 12.1ms Speed: 3.0ms preprocess, 12.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-105_jpg.rf.4d8b1fb26e29ddd5b659fedc4ae0ea05.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-105_jpg.rf.979114c97213aef6f29688119eb99533.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.4ms preprocess, 10.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-105_jpg.rf.9a3609d421470cf0a4470e10b5f65ef3.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.0ms preprocess, 16.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-105_jpg.rf.a9f2de77c56aa893c365831a64456a2f.jpg: 640x640 1 Pothole, 15.8ms Speed: 2.4ms preprocess, 15.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-105_jpg.rf.c7f1600b7e7667fde051e87c976346fe.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.0075c4736f2e4ebb42b0b3725e58fd2c.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.5ms preprocess, 12.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.027d979d121ab49f864905b81608a6b3.jpg: 640x640 2 Potholes, 9.9ms Speed: 3.0ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.15c19d2dfe6b03b376962f51f66488f0.jpg: 640x640 4 Potholes, 10.4ms Speed: 2.5ms preprocess, 10.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.2bb9d7470eb6e5928286e1cfdf33fb1c.jpg: 640x640 3 Potholes, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.36ebf3e222db309317860d88970b7e81.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.5b34f1fef3661ff23369816c913232d2.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.8a040249e10740c11cc38014342485ad.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.bc5c2a315b61e98b313b1cfc8a25f9db.jpg: 640x640 2 Potholes, 10.4ms Speed: 3.4ms preprocess, 10.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.d2946f01e25885542d17b9e7e4d64607.jpg: 640x640 3 Potholes, 16.1ms Speed: 4.0ms preprocess, 16.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.edfed5302f27092bca68148955127915.jpg: 640x640 3 Potholes, 14.7ms Speed: 3.2ms preprocess, 14.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.f834fd07a2b53e52f4f2e67128811ccd.jpg: 640x640 3 Potholes, 9.8ms Speed: 3.1ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-107_jpg.rf.378a1821db4fd173ff1a62843d3bf699.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-107_jpg.rf.53b281233302eb8b78c7c14c50421c11.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-107_jpg.rf.b2598e3b30c02814c880cad85583708b.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.0ms preprocess, 13.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-107_jpg.rf.ec5a40922df2d4ec65c94fc7e15d21a7.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-107_jpg.rf.f5258e868ec563ed1d6f7a86949a0234.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-108_jpg.rf.360062cd5baa94cef6bbcd9deb002959.jpg: 640x640 3 Potholes, 10.7ms Speed: 3.1ms preprocess, 10.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-108_jpg.rf.44e07a633dce255fb5efbda348fe1c44.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-108_jpg.rf.74217334741e0ed4bfc750600a2e10f0.jpg: 640x640 2 Potholes, 9.8ms Speed: 3.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-108_jpg.rf.daf5ea6c8147cbdded34a313f1b4bd83.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.0117c6d2d7c12310fe66fc2c4465dd3e.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.2229fa6317ab29c66f810b8cecff2764.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.2ad31667a5736757041f08b7cdf75aff.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.2ms preprocess, 15.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.52198a696cf4580610da415ffbbb168a.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.5d02954730dc32b67cbf704d3001117c.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.6b5510a7f23d94d65c9316f2a9cf5859.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.8d25eb2d960c7851badd18c221ace0fb.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.aa66cc9bf9ba6661a39e6b5290510095.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.dc188c73eb2d445df9ca41e2f3e51d2a.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-111_jpg.rf.00269a7c64d05ffd8359f8d1e934bed6.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-111_jpg.rf.2782e4eab966ff77cbc6c2fdd9204f88.jpg: 640x640 2 Potholes, 21.6ms Speed: 2.6ms preprocess, 21.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-111_jpg.rf.5e5cb9feefa429146ce98d372cc27418.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-111_jpg.rf.8a1cf860ed71eb3e25f9a54a7148d55b.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-111_jpg.rf.c93efca2459228c1be2f58b364eb2d54.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-111_jpg.rf.ef4938e5a9c7a3f02e80ae1515f16481.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-111_jpg.rf.f08ff0e390d934e4441e8345ae5b426a.jpg: 640x640 2 Potholes, 13.7ms Speed: 2.9ms preprocess, 13.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.28a77ad8e997b5debd39834787c23e23.jpg: 640x640 (no detections), 10.9ms Speed: 3.1ms preprocess, 10.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.31f3aa886d7448bcff398acddab2978b.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.1ms preprocess, 13.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.69406c46613ecd31921066533ac1f3f6.jpg: 640x640 (no detections), 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.7b7883b1052a127bdad87a3e74e455e9.jpg: 640x640 (no detections), 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.7c0952788965bdf7e8f0c01eb9662403.jpg: 640x640 (no detections), 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.91329fbdea142556064fc92e1cb9db01.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.1ms preprocess, 13.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.9a8ff6e8880a5ecf803cb236e2bdf684.jpg: 640x640 (no detections), 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.c78fb9f7628181469374724f1d187456.jpg: 640x640 (no detections), 9.9ms Speed: 3.6ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.d0d6c24a2190dab3da42aae3d24e0a2b.jpg: 640x640 (no detections), 10.6ms Speed: 2.7ms preprocess, 10.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.d665296485238518e80d45ab31f330f1.jpg: 640x640 (no detections), 10.6ms Speed: 3.0ms preprocess, 10.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.eb6cb86d8b794ea8df23ea089e9a67c0.jpg: 640x640 (no detections), 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.f0ac9aa3f19bf743039248e13fc6c777.jpg: 640x640 (no detections), 14.2ms Speed: 2.6ms preprocess, 14.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.37054961170d1fab609a379de0ecb74f.jpg: 640x640 3 Potholes, 11.5ms Speed: 3.4ms preprocess, 11.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.3d311b579968dd7fab9a64c8c8016177.jpg: 640x640 3 Potholes, 18.0ms Speed: 3.6ms preprocess, 18.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.5e36d75cd80f4eb231c1d258b2c2aa0c.jpg: 640x640 2 Potholes, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.85511ad35081ec07a88d625eca5135de.jpg: 640x640 3 Potholes, 16.2ms Speed: 2.7ms preprocess, 16.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.8779bc00f816bef891b1055daa19038f.jpg: 640x640 4 Potholes, 10.1ms Speed: 3.4ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.a5c52cfc36125914ae4cf0cf75c0a06f.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.b2da70de54ea2927f1964891de9325e3.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.b5f1ec0c7fdd40d347b1c79b97e227e8.jpg: 640x640 3 Potholes, 13.2ms Speed: 2.5ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.ce569dd6a89a8ebded9168dfac64d220.jpg: 640x640 3 Potholes, 10.3ms Speed: 2.7ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.d8e0ccccfe2296ca2480fb72dd8185af.jpg: 640x640 3 Potholes, 10.3ms Speed: 3.0ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-115_jpg.rf.068bb8c93345c2e36338e388b2c63d33.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.1ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-115_jpg.rf.49bbe2d4203499b51ac5dbbdecb4ded2.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-115_jpg.rf.4e8199beec5c3e0de4c5b201bfdb265b.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-115_jpg.rf.8ff0338e7e13628dea85ddde27b689b4.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-115_jpg.rf.cc1ae117fdb7d66299ba8954e9c3486a.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.7ms preprocess, 11.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-115_jpg.rf.d2c684075ff1a1e3b8707c860b5f008f.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-115_jpg.rf.d5b9aafeaf723b0f78522842460dfef0.jpg: 640x640 2 Potholes, 10.5ms Speed: 3.4ms preprocess, 10.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-115_jpg.rf.d9c2bea7d41bdb9f5879e16ab1b9bc18.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.5ms preprocess, 16.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-116_jpg.rf.0249cf12b01cae6a0dd667d33d4bb354.jpg: 640x640 1 Pothole, 10.5ms Speed: 4.0ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-116_jpg.rf.13920b97e0ed8a6723ce9c7187b66c71.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-116_jpg.rf.b69f6b51fafd990c663ca82d5e2155cf.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.9ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-117_jpg.rf.099000143793a73ac39065c692158db6.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-117_jpg.rf.547eea5eee44bb9949f780d632415f7d.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-117_jpg.rf.72e436205b2c07a792d2c03732a4cc79.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.003132826c825301f688e1af7d3eb5f2.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.058eb9a0a230f715dd1ce13508ac1090.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.5ms preprocess, 11.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.0752007ea5ce2dc21e31a8076151ed6f.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.4ms preprocess, 15.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.1b04cbb9fc91f77710f258b1aa3aa647.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.5ms preprocess, 12.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.43b166f368a3ac3c6ebf9e683de94736.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.2ms preprocess, 13.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.59219bf45fc43f977c546d9d48e25d5e.jpg: 640x640 1 Pothole, 11.6ms Speed: 4.0ms preprocess, 11.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.5a083f45b281da02610c30d7d8e816ac.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.677637ecb77406e4e7f59644dfbc1792.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.76dd61da749f8d4252b7f706d8ba4ef4.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.78bce4d1276bca5614cc250557977715.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.9252b06a455dfc8359724abc09f9a289.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.9c2ecc192c7bebd1a4197af73f01984b.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.b875ae35db4f967396e7734cb4893a59.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.b951d939e3b8df5800a5834503bbb453.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.bccd69d86e78250d0435b2218fa6840c.jpg: 640x640 1 Pothole, 25.0ms Speed: 3.4ms preprocess, 25.0ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.c5099a1503babcd88cc9bb2e95fb8ef3.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-120_jpg.rf.2a6f2124110bf494c115425e78f5b445.jpg: 640x640 (no detections), 12.6ms Speed: 2.3ms preprocess, 12.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-120_jpg.rf.7a8da0ec4bb059f31c7e12c245beb7d2.jpg: 640x640 (no detections), 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-120_jpg.rf.d5e02d88aee04a3993556852406061e6.jpg: 640x640 (no detections), 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-120_jpg.rf.f38e400ac5ecda1a9169e17c03944850.jpg: 640x640 (no detections), 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-120_jpg.rf.f9acd96ff7ad906b6074e9db9b17da5e.jpg: 640x640 (no detections), 9.9ms Speed: 3.2ms preprocess, 9.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-120_jpg.rf.fa432cb530995acae7d4b0d8ebffc496.jpg: 640x640 (no detections), 10.2ms Speed: 3.1ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-121_jpg.rf.7e6afcdf6318ac904a02b91990a88c11.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.2ms preprocess, 15.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-121_jpg.rf.a2e3b21d17ba88e5680b2509a0d46cbb.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-121_jpg.rf.d0d77d459c375a371a14bd9791d1e58d.jpg: 640x640 1 Pothole, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-122_jpg.rf.0c477b5bd88ee4ea189015387ca969a2.jpg: 640x640 1 Pothole, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-122_jpg.rf.12da631d48040ffd0da23804db1f4798.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-122_jpg.rf.14c0ec4154a4836e1c8acaa228965d9b.jpg: 640x640 (no detections), 9.6ms Speed: 2.9ms preprocess, 9.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-122_jpg.rf.42c19969ecc0d59359676e993c215f9e.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-122_jpg.rf.68fc3278fa0a6be9ab4a2259a0b3d43a.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.4ms preprocess, 11.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-122_jpg.rf.f6c5d67a7a68c805ed4b490278fe1dd4.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.4ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-122_jpg.rf.fbeeeb594f403929b9f5e77ed867cd49.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-123_jpg.rf.22dc6a15daab35955eefe3dfe2d409fc.jpg: 640x640 (no detections), 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-123_jpg.rf.5cf6ce9dda1c363381b9f620339000dd.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.4ms preprocess, 10.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-123_jpg.rf.990a78eda121ca3c0caeab5b0b1d0f95.jpg: 640x640 (no detections), 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-123_jpg.rf.acd569785f0ffa52e5ba5650c62700d1.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-123_jpg.rf.b2161488faf3749b78731c73439166f0.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.8ms preprocess, 12.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-123_jpg.rf.cf69e2bcb1142d25680ef8952de4b7c0.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-124_jpg.rf.186d31f89f0096071240419e8ac1c596.jpg: 640x640 5 Potholes, 9.6ms Speed: 2.0ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-124_jpg.rf.5749621cea306f9c9abb21360ff62955.jpg: 640x640 5 Potholes, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-124_jpg.rf.7c6effa416058cfb7689ffc0b9feb6f4.jpg: 640x640 5 Potholes, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-124_jpg.rf.7c934c9ac6dd97e6447297fe9c766d5b.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.7ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-124_jpg.rf.b22bfd34aee9bb94536cb5466f5fe175.jpg: 640x640 4 Potholes, 12.8ms Speed: 3.8ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-124_jpg.rf.d44f939301613f53cbef3fd7132d583a.jpg: 640x640 4 Potholes, 10.7ms Speed: 2.6ms preprocess, 10.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-124_jpg.rf.e5ad7a5d67d5c7e8098ac95b60f2a160.jpg: 640x640 3 Potholes, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-125_jpg.rf.0e03716c3d6544cf5593000dcbee68ea.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-125_jpg.rf.10bd1964a9366688cedc6707cc06313d.jpg: 640x640 6 Potholes, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-125_jpg.rf.551f7db88935b6c482266e7cc782339e.jpg: 640x640 8 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-125_jpg.rf.9ca32e515a96e83d07bf7477f3e90eb7.jpg: 640x640 8 Potholes, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-125_jpg.rf.af4d16e881b77364d7f092d6d371351a.jpg: 640x640 8 Potholes, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-125_jpg.rf.d0e8539b250f92713b4fcf18051b1aa5.jpg: 640x640 8 Potholes, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-127_jpg.rf.06bf45166700998eb1d1a531a42004f1.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.3ms preprocess, 12.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-127_jpg.rf.0aded68dd5f9a321e8b6200521510a10.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-127_jpg.rf.80f5feb62d6c8b63b9c96d0ff6af90f8.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-127_jpg.rf.82e3670dc16d9116c3987491ec9a1c7c.jpg: 640x640 2 Potholes, 17.4ms Speed: 3.1ms preprocess, 17.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-130_jpg.rf.031dffe6b38709f9ff4b72cf18847e67.jpg: 640x640 2 Potholes, 16.7ms Speed: 3.4ms preprocess, 16.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-130_jpg.rf.335cfef6b3bc64e0514611978cbf17cc.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-130_jpg.rf.7fe295d8e4d6e5c36a1810086a57fd8d.jpg: 640x640 2 Potholes, 11.0ms Speed: 2.4ms preprocess, 11.0ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-130_jpg.rf.cafbf3af56bd7cbad8fe83bc6f338e7d.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-131_jpg.rf.2dc7878886264cae098ed580da582828.jpg: 640x640 4 Potholes, 13.4ms Speed: 3.5ms preprocess, 13.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-131_jpg.rf.3dbf7dece5be30f6f7e47d384d21042c.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.0ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-131_jpg.rf.60630291dabdd3df03c49db99d2a297a.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-134_jpg.rf.b8bbf8395eff9ba718eefdfd459b0e82.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-136_jpg.rf.a9cf0f76239af9c64a9e16fcd82940ec.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-137_jpg.rf.612da5708476a16e974fdf8f73cb2698.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-137_jpg.rf.6ff0820b4241da8f1d7dabf4ad980330.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-137_jpg.rf.8eadbb01039e24c2c5981c1d97937fed.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-137_jpg.rf.a86b8b07386f985ae37b59d78e452489.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.0ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-137_jpg.rf.add80281a76866f4971bbaa721f52bc9.jpg: 640x640 1 Pothole, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-137_jpg.rf.ca14007a06349fdfe231212a059093ac.jpg: 640x640 2 Potholes, 9.0ms Speed: 1.9ms preprocess, 9.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.008f333e8e41a399045cccbb7127a3bd.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.9ms preprocess, 10.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.02241ad32eaa5aae39150268cd4a4c79.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.2ms preprocess, 12.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.2ceaeaffdca7f34713818505a6091746.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.9ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.41300ffa55b61dbac1d859a355a364de.jpg: 640x640 1 Pothole, 8.9ms Speed: 3.1ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.4f51102b3e057e7ca731a48ceefcc107.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.5d14f1ba06da0a05e96dabd991eb90fa.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.76f3e8f731f183d9cd4f3d52f461d556.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.0ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.8a8c097b86f7c71428f5ca22b2a37102.jpg: 640x640 3 Potholes, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.ab2eac5843631ef57ed0c0d4fe7b5cb2.jpg: 640x640 3 Potholes, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.b41f25960310f63a3b1dc359b62be694.jpg: 640x640 1 Pothole, 9.0ms Speed: 1.9ms preprocess, 9.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.ba0749b310b9c577dcb3131fe97db40f.jpg: 640x640 3 Potholes, 9.0ms Speed: 3.9ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-141_jpg.rf.0a6c78043e5cd52bb022fff8bd501c97.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-141_jpg.rf.6a04309d6fcef2fa6bd940618d790dd4.jpg: 640x640 1 Pothole, 13.1ms Speed: 4.4ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-141_jpg.rf.a98b90010cf209fdaeb425984303bc05.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.7ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-141_jpg.rf.cf127579af1929867bfc4c7094dae9ab.jpg: 640x640 1 Pothole, 16.0ms Speed: 2.7ms preprocess, 16.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-141_jpg.rf.f3e609f0ee0ab57d9091206cce5ff85a.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.3ms preprocess, 14.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-142_jpg.rf.3d0a43634e814ca5dbefcbc70f9408bc.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.5ms preprocess, 11.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-142_jpg.rf.c293d321a09de55589393fa16365dfcb.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.6ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-142_jpg.rf.df9a52dc38408e9002b760afd079c155.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-146_jpg.rf.abfc49c3b07486e9a0b13fab2999bfc2.jpg: 640x640 3 Potholes, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.122b536ccfe6cfc01a0573770da08080.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.9ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.19b0dcb199424b4cb978acb5871045c9.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.1da735c28f41b1354926d732fee811f2.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.8ms preprocess, 9.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.2f7ff5c00cba3cae2c981c3043054631.jpg: 640x640 1 Pothole, 9.8ms Speed: 5.8ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.48cf44ff7e043616953d3abdd958a440.jpg: 640x640 1 Pothole, 8.8ms Speed: 1.9ms preprocess, 8.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.5d39d4948930fa7471255dd5ce20916b.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.5ms preprocess, 11.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.652de4dc4c5bddef42e9ff13e891cc92.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.69b626d6c2d5250e3cdba25433455225.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.4ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.83f37a3b3b6fb225fd59dbe40d81cba5.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.3ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.96fddf68412cbc47dba957d423340d4d.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.5ms preprocess, 9.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.bf5446d3cab0c38b8be2ea1b43e4a0d2.jpg: 640x640 1 Pothole, 12.1ms Speed: 5.0ms preprocess, 12.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.c5d464726f3b07325fa78260d2822fc4.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.0ms preprocess, 9.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.c8237ae1e012929d0ec2da0030837b5c.jpg: 640x640 1 Pothole, 11.8ms Speed: 5.3ms preprocess, 11.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.f591b9cb45b4a7e8f36fb84fef61574c.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.f69d581fbe0948005fba86e0a22888bc.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.6ms preprocess, 8.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.ff03b2ad0cb457e6fcb2731c013d7381.jpg: 640x640 1 Pothole, 19.8ms Speed: 2.2ms preprocess, 19.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-148_jpg.rf.1497aab12878ff2e1a03b470da6aa003.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.8ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-148_jpg.rf.2d0db43b1d1935a928b16ea0e7b6d029.jpg: 640x640 2 Potholes, 16.6ms Speed: 2.3ms preprocess, 16.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-148_jpg.rf.ebe2a6e1c05d8c7089bfb73be48baf8b.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-148_jpg.rf.f3393ed786a810c6d555b9d97c236217.jpg: 640x640 1 Pothole, 9.1ms Speed: 3.3ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.03801edb743a4579811eb4bd5cd402e4.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.9ms preprocess, 11.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.2949f2a2a59522b89c847c78222eef4e.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.7ms preprocess, 16.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.4d49519dc3e89ccc794d26dfd8ee78b9.jpg: 640x640 2 Potholes, 20.7ms Speed: 5.2ms preprocess, 20.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.6468460ffaa983ec7b35e8110b555ecd.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.9ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.6d6b4c64e34ee0c5259886cbee170ff2.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.0ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.6eaae62a189e9ff99a7a8693b7acb90b.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.7ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.716016e78f01d1b343f05f3ec55e75d9.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.9ce0097119ec2c7d31daee76a7604506.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.9e856562dcd074230f78b409549f0b83.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.a9cc15113de2bdff799397a76fe05ffc.jpg: 640x640 2 Potholes, 15.2ms Speed: 4.2ms preprocess, 15.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.c800cbaa2e39b530837a9ae5ae8df891.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.8ms preprocess, 9.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.ef007dc6963e10b9eab34137e6eb2f8e.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.0ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-150_jpg.rf.11639218221d627ee0a8dfa4661f4e32.jpg: 640x640 (no detections), 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-150_jpg.rf.4e3219291413b1a9a8d3a55c517e5479.jpg: 640x640 (no detections), 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-150_jpg.rf.5c374c61c59dc8000beef331e84094a2.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.5ms preprocess, 9.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-150_jpg.rf.668aa30b6dc192dd83a8b932463be179.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-150_jpg.rf.791cc7c9ab60ab3403c6bfa86a6c47ff.jpg: 640x640 (no detections), 8.8ms Speed: 2.9ms preprocess, 8.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-150_jpg.rf.93594dc1d8b0d381b85e07ed29ed83eb.jpg: 640x640 (no detections), 9.4ms Speed: 2.8ms preprocess, 9.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-150_jpg.rf.a7b4ab7c5ef5100dbc475a13769a82d1.jpg: 640x640 (no detections), 14.0ms Speed: 2.8ms preprocess, 14.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-150_jpg.rf.d6936f24624e2a935318a1e3dd646e6b.jpg: 640x640 3 Potholes, 9.5ms Speed: 3.7ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-153_jpg.rf.294b3b83ea8f9e790ee239ce714b383a.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.4ms preprocess, 12.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-153_jpg.rf.4763505f45f75dd5bf93f2b47474052e.jpg: 640x640 3 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-153_jpg.rf.a7409809e5efe119c8b73a12c1dfce68.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-153_jpg.rf.dcc84138840a7efc26b0c2d73d0d3ed0.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.385a7823199675206c6fdaada5ebc86f.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.4490520b138c395cd2edb973991d5089.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.4c12e76036173d3e89e287d13c47db8f.jpg: 640x640 1 Pothole, 9.2ms Speed: 1.9ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.5060ec76d4425aaef1a5810ef3183887.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.5ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.69b949893aff87ce35857ff1d6900e97.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.8423ad0df8e846887225c8118b86f621.jpg: 640x640 1 Pothole, 9.3ms Speed: 3.0ms preprocess, 9.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.9f63be586c636c1d67d3794cae927292.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.b150343c6461c2baa25b9cd4401a228d.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.6ms preprocess, 11.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.b69de8dd6e848ffe53a9f82ba5c7b76b.jpg: 640x640 1 Pothole, 11.4ms Speed: 3.8ms preprocess, 11.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.cd5e501de19452518bdc68f776fdae0e.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.7ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.dcc2836cbe9754c9dd2677b3e839f6af.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-155_jpg.rf.36b048e966888054ae91543ab100a4a5.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-155_jpg.rf.68235c5d5b35a53201bf2c2fa24886d7.jpg: 640x640 2 Potholes, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-155_jpg.rf.80f860fa2ba920fb3b823cff6f3acafa.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-157_jpg.rf.651249ebaae8eeb43e40c5792cf1cc95.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.1ms preprocess, 10.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-157_jpg.rf.84704de74291dc77e60cbebd0fa691e0.jpg: 640x640 (no detections), 12.8ms Speed: 2.3ms preprocess, 12.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-157_jpg.rf.9565f23c29e3215c83d45aa3e9b54a33.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-157_jpg.rf.98dd92b7ec42a4fd335b82371bcb8076.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-157_jpg.rf.ce68ae675dbfb82eb82d307f8d2c426d.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.5ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-157_jpg.rf.edaf1990546144df86ae7d7b47a10b1a.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-158_jpg.rf.0100dd2ae22420091cf514db68115f8f.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-158_jpg.rf.39542149dac149e21571a8977d7a7781.jpg: 640x640 8 Potholes, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-158_jpg.rf.431ac413408ba0430ae5d51c71f1ba1d.jpg: 640x640 8 Potholes, 9.3ms Speed: 3.5ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-158_jpg.rf.e995564ff34c093b6e0835cff560e7ad.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-159_jpg.rf.4620e408aec36c9826e26fdecc6f73c2.jpg: 640x640 3 Potholes, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-159_jpg.rf.48914650905fb289a2349153913b55c6.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-159_jpg.rf.66c71cb2929c6bf5de12e89f881e53ad.jpg: 640x640 2 Potholes, 11.6ms Speed: 3.4ms preprocess, 11.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-159_jpg.rf.881c23efbccbaba4ab87c6a6659d7c56.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-159_jpg.rf.b31eedd09db058373214ad61514339bd.jpg: 640x640 (no detections), 13.6ms Speed: 2.5ms preprocess, 13.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-160_jpg.rf.0a8a4c3b8dda890fb34af405a121d2cc.jpg: 640x640 2 Potholes, 11.3ms Speed: 2.0ms preprocess, 11.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-160_jpg.rf.4b6630fc5c169d02afe78164d8bfc23a.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-160_jpg.rf.8cc8ed6ac4892d3e4dff0f3ef9c59805.jpg: 640x640 2 Potholes, 11.0ms Speed: 2.3ms preprocess, 11.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-160_jpg.rf.ff8a22a2c6289e1077c9a4a06dc55e9f.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-161_jpg.rf.19d8bad95bdcb7d56082318ff942b761.jpg: 640x640 3 Potholes, 9.6ms Speed: 3.1ms preprocess, 9.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-161_jpg.rf.1ce5df8cf364e3db49375217f69ce8ae.jpg: 640x640 3 Potholes, 14.2ms Speed: 2.8ms preprocess, 14.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-161_jpg.rf.32d7935575a3c8fafe5bfbb5cdc6170a.jpg: 640x640 3 Potholes, 14.5ms Speed: 2.6ms preprocess, 14.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-161_jpg.rf.bc736b58bd8ec395e2cebbba4cc0d7ef.jpg: 640x640 3 Potholes, 9.2ms Speed: 1.9ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-161_jpg.rf.f1eca328c15cf01768b2fd799d2d8c1f.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-161_jpg.rf.fbbd919f5fb14fd3510beb5cc9976b85.jpg: 640x640 3 Potholes, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-162_jpg.rf.60646eb0e246d992e30a6b17b5674319.jpg: 640x640 5 Potholes, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-162_jpg.rf.722fc381e7c53d2dbf2359e3e535157a.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-162_jpg.rf.a894de2d440268267749c0a66eb6f936.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-162_jpg.rf.acd11f1ead5a62d8d99882dac34f20ca.jpg: 640x640 5 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-162_jpg.rf.c81a8d5c13f13ce14de3174278e559f7.jpg: 640x640 5 Potholes, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-162_jpg.rf.d2f1034388220d13595a6b9723d63df8.jpg: 640x640 5 Potholes, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-163_jpg.rf.673028d85058cb3459ae214e9b23d438.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.8ms preprocess, 15.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-163_jpg.rf.ab131781d03d5aaf730f40a3d774a1fa.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-163_jpg.rf.e80c6670a1fbc60e60f9bf9adc670c67.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-163_jpg.rf.f0689dbe697ebf61e3a40d18cfb5be72.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.7ms preprocess, 15.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.03d9cd29c8520b5d23632020c5b1a762.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.7ms preprocess, 12.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.4aa6f86fc4a7068a676532bdba396d0c.jpg: 640x640 2 Potholes, 9.9ms Speed: 3.5ms preprocess, 9.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.4bbcd6dd4570cfdab4b08ae567936ad6.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.56f33652296661ced84159cc5dcac72e.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.7b65865e8492daceb15a9463dd7a7fcb.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.7ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.9471c66c010904ff51b8f2b5f6361d01.jpg: 640x640 2 Potholes, 14.7ms Speed: 2.4ms preprocess, 14.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.95c67c4cb531bab72e0cd7faebd73532.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.2ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.9ab4849745bad268a3972290f068751a.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.ba18554eef5bd917874979f2943119db.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.9ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.d5deee0c61f83d428f248b1d4a71bfa8.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.313631602fe5fead6f7f9603b701b34d.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.5ms preprocess, 15.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.3667cd06ccaf08cc6d6927514be7bd01.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.4453da4afd3b951734fbae232527047a.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.47e423629fc411cfd69be3a5c8283959.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.7ms preprocess, 11.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.4b4dda46b63235d1b155d2538bf80dad.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.5843ab71e9e1e1c73fde46c9e9744576.jpg: 640x640 (no detections), 12.3ms Speed: 2.4ms preprocess, 12.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.5eb9f583e885af274858848d7ff867c2.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.3ms preprocess, 11.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.84b52559c408354ef3be0b36c3c3403b.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.a268ce0d9c9b2f443e2b72f55e79c39a.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.1ms preprocess, 10.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.b80c7ff86f1f0bc42e42bc2f4dcb6327.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.c76d7efb9fc665ffff49d56f6a51620d.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-166_jpg.rf.1ed0a96ba938a2436af7f62166cc260a.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-166_jpg.rf.408bb064462e1ce497f135698d2c4eb2.jpg: 640x640 2 Potholes, 10.2ms Speed: 3.0ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-166_jpg.rf.7a5451fc3665e6b185168699663ce692.jpg: 640x640 2 Potholes, 10.3ms Speed: 3.1ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-166_jpg.rf.a9af0ac9e7d242985830e2d1404b71fc.jpg: 640x640 2 Potholes, 11.0ms Speed: 4.1ms preprocess, 11.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-166_jpg.rf.be72a1622e49d4c62519d4a0b2d076af.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-166_jpg.rf.fdafa3b20db890e4f127dd84b3d91b60.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.6ms preprocess, 12.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-169_jpg.rf.524ccb7b3f1b68b1b5e043853908c5c3.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-169_jpg.rf.96a40f5a270bc57ff541e88685e04e9d.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-169_jpg.rf.b2a5c019ba6a4d41ec6d81bad5521b6c.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.1ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-169_jpg.rf.bb919521a18203c3d7e76136ff84c55f.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-169_jpg.rf.c13121ab52686c91533a42f4a10a7605.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.8ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-171_jpg.rf.03995f7dd159558de2939ea6c133805e.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-171_jpg.rf.8430e3e58a0892b6ffe06d80587ecaf8.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.0ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-171_jpg.rf.85c7fd3923c842ce994c8741a8d58712.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-171_jpg.rf.bb19e41253dfbcf7a1d8a50c883a6827.jpg: 640x640 1 Pothole, 12.6ms Speed: 4.0ms preprocess, 12.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-171_jpg.rf.eed9eaa18c7d9631e29cc2cfc6fc8a15.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.3ms preprocess, 12.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-171_jpg.rf.f810453442378b414aa055b9c27d4040.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.8ms preprocess, 10.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-172_jpg.rf.1f509f85d5e491e1c3409349314006b8.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-172_jpg.rf.9c27c58fff203c6cfa965dd060bc696e.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-172_jpg.rf.e3045671e93894d2cc091ae8d70fff06.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-173_jpg.rf.837efa561f64b5f3e7ffe889a28e4a1f.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.8ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-173_jpg.rf.8a364c5db8d2c770ab5b4980f5801681.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.8ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-173_jpg.rf.ba5a5999c12bd3aa8524c594ab0e1a5d.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-173_jpg.rf.c5b1ffe734928090b8de6affa1d12ca8.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-173_jpg.rf.e025b7173a682013bec547b304d1f8ac.jpg: 640x640 1 Pothole, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-174_jpg.rf.2fc68f8b7526365d7f1044af0cb62ef8.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.8ms preprocess, 11.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-174_jpg.rf.43a8e2ceefd9532e429b3d72ad582505.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.3ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-174_jpg.rf.72ec74712c371b8f53ba9254f26a0bb3.jpg: 640x640 1 Pothole, 14.8ms Speed: 3.9ms preprocess, 14.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-174_jpg.rf.7f3ae053c4cd948115ca8cee784358a4.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-174_jpg.rf.ab757e4b58f27488487f19d66a0659dd.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.6ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-174_jpg.rf.ee21aaddff9a3850a476683d40d3efae.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-175_jpg.rf.05b22114f7a12fb9f226dd4f9c703d20.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-175_jpg.rf.19b93e802a701a60ae5bc376887732b7.jpg: 640x640 2 Potholes, 9.9ms Speed: 3.4ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-175_jpg.rf.4c3fe2467b21df86713c74f3b906fd46.jpg: 640x640 2 Potholes, 16.2ms Speed: 3.7ms preprocess, 16.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-175_jpg.rf.a1dbfaecf9042ef373e699a3bd3a0a2e.jpg: 640x640 2 Potholes, 14.3ms Speed: 2.6ms preprocess, 14.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-175_jpg.rf.f2e7e9d05ca343971a6624ed27d2be69.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-175_jpg.rf.fe6ebe81feb8d46b60f4b35ee699bc00.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-176_jpg.rf.0d86eba749928647c6df85aa77a90657.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-176_jpg.rf.193441f159909b4d4e8b8c4d8ee9ceed.jpg: 640x640 2 Potholes, 9.6ms Speed: 1.9ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-176_jpg.rf.31c67e50781b4d970da74e8c4901f262.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.6ms preprocess, 12.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-176_jpg.rf.a77c3fa49ad2d2d4ebfedf8693feea98.jpg: 640x640 3 Potholes, 17.9ms Speed: 3.6ms preprocess, 17.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-176_jpg.rf.b3e28de96734b48a402d90eb4228dd7e.jpg: 640x640 3 Potholes, 14.2ms Speed: 3.2ms preprocess, 14.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-176_jpg.rf.b8c9fedd003dc29daa7b61a9f7276d89.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-177_jpg.rf.052a19215545e92d84f8ae14b0de8e54.jpg: 640x640 5 Potholes, 9.7ms Speed: 2.7ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-177_jpg.rf.142ebc0f8227bc451de6f7a93c0577f5.jpg: 640x640 6 Potholes, 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-177_jpg.rf.720505ee153163743ee20c7c35dae5c3.jpg: 640x640 3 Potholes, 13.6ms Speed: 3.7ms preprocess, 13.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-177_jpg.rf.8469ea74bcb42a5fb1889dd6cc671174.jpg: 640x640 6 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-177_jpg.rf.de7080243373519b7dffe19956fe3f13.jpg: 640x640 6 Potholes, 9.9ms Speed: 4.0ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-177_jpg.rf.e2aa6bccbe8d7945f4ef281cc6bb216d.jpg: 640x640 6 Potholes, 9.7ms Speed: 2.7ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-177_jpg.rf.e4356e6319fa926bf7031968798a8537.jpg: 640x640 4 Potholes, 9.6ms Speed: 1.9ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-181_jpg.rf.103d9e6e8fc0a983028c8864a6dde908.jpg: 640x640 1 Pothole, 14.2ms Speed: 3.3ms preprocess, 14.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-181_jpg.rf.5b91fa2fab6f461b8d4609c08eeb60a0.jpg: 640x640 2 Potholes, 13.3ms Speed: 3.5ms preprocess, 13.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-181_jpg.rf.631d06988df348be04715b213553ddb0.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.5ms preprocess, 10.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-181_jpg.rf.6cccea695a3ec3bcdc84a0eb4976ed6c.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.7ms preprocess, 9.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-181_jpg.rf.76e2af434b423ba938f4a74f6d1faa4d.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.9ms preprocess, 12.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-181_jpg.rf.9d87991c3e4dc6edf13db4a624634878.jpg: 640x640 1 Pothole, 17.2ms Speed: 4.4ms preprocess, 17.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-181_jpg.rf.c3389ad31585066fba41138d6222e33e.jpg: 640x640 2 Potholes, 12.0ms Speed: 3.7ms preprocess, 12.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-182_jpg.rf.002fde3fedde9b7014b71fd33773e228.jpg: 640x640 (no detections), 10.1ms Speed: 3.4ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-182_jpg.rf.09a71c81ab92978d7f2be2d653a6fbbb.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-182_jpg.rf.11358690b315402fc290779e38099504.jpg: 640x640 1 Pothole, 9.6ms Speed: 1.9ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-182_jpg.rf.18ac73369b31e69534503ec90580a97c.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-182_jpg.rf.593a0abba2fb12860ab5de4bd46e38a4.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-182_jpg.rf.5f2860f4291900db1e6f8513bf326d97.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-182_jpg.rf.87c7ee31dee7d92775105bad85fc3777.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-182_jpg.rf.ac9542ec794681e3fe31bfa5c61fa3a7.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.0ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-183_jpg.rf.0162761741e6fe2b9ebee89bf8b7300f.jpg: 640x640 2 Potholes, 13.3ms Speed: 2.5ms preprocess, 13.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-183_jpg.rf.2ee9eca740ec6f6040421f61399b6690.jpg: 640x640 2 Potholes, 18.5ms Speed: 2.9ms preprocess, 18.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-184_jpg.rf.0a0397103e7fa4e4cff7e7f8481e9682.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-184_jpg.rf.135e2a6d655d93232fa1b153d6726f4a.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.8ms preprocess, 10.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-184_jpg.rf.55f9732461eea82f995dee8b177aab0c.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-184_jpg.rf.57973c84d0d07f6b64cfafda7461a0fa.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-184_jpg.rf.642f9719bfe604fec9ad46e604cbd81d.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-184_jpg.rf.e376fd1269e98a3379f023fd02bcca63.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.13764528e798af04afafb5ac2a4b5fb5.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.239cdcd09c4121c3163d7fd0041b5526.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.6ms preprocess, 12.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.27e0e684821671650f533b6ceab5de07.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.287f886bb8110b7d02653027a308c5ae.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.2ce2ca5fa9dfa38a0857baddb207ac1e.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.1ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.63a33217471bbd87b22e1daccc00ee4e.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.8ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.6d12848c49c5a25bb6d931bd723245ff.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.6ms preprocess, 13.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.6d3a55c35955e76b0a4595717c239648.jpg: 640x640 2 Potholes, 10.1ms Speed: 4.0ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.8138f5da4139167cc19848663ae5be09.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.8a0d3f1adfb620bbd85551d2ef23d4e3.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.9af100c2c64d43d9bb392fec6bec4e9f.jpg: 640x640 1 Pothole, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.b4bf54748278e6ac029dccc03c13ac5e.jpg: 640x640 2 Potholes, 16.1ms Speed: 3.7ms preprocess, 16.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.bd765d3a2b8e8a1b40bd24b0bb60ddfb.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.6ms preprocess, 12.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.ca4422cbc1253b237a70d8216b39f015.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.d4f6ddb4297eb19f8b260d1a8f7d7c87.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.f24b49574668d23b1f4b92d858302a63.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.2ms preprocess, 16.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.3949f61f0c43823c27c761a63a392a54.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.9ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.470c7d7e46c1573416be8b806e0e0cd7.jpg: 640x640 (no detections), 11.9ms Speed: 3.1ms preprocess, 11.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.65d791218a703049ddc2dde025c2d754.jpg: 640x640 2 Potholes, 9.8ms Speed: 3.2ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.8071a6edf778c4a3aeb466cd769e2fd7.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.808407030a1a8bfe259b57b8ab0c1b06.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.9ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.a815b4d24b6751ff8f38fcc98ba7efa9.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.b0eff9b5a7ecf2bc97837fe11aa83a54.jpg: 640x640 2 Potholes, 14.5ms Speed: 2.5ms preprocess, 14.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.db775956202f98ef0f83ed35e1dcf75b.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.fb212328b824f68b21325a10be6d2833.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.8ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.fc1c1045a74cb2a12c9c0c1b3d1a245a.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-187_jpg.rf.2b699051b62014a4832f96f26ccbe391.jpg: 640x640 3 Potholes, 9.4ms Speed: 1.9ms preprocess, 9.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-187_jpg.rf.41ff414d89bf08f72c0ddd01ac842f3a.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.3ms preprocess, 12.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-187_jpg.rf.4d18d359a7de1b2d92c57ce3c7c9d0e0.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-187_jpg.rf.506b7af2eb7ad177ed398d34c621a790.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-187_jpg.rf.804a97725edaf72d7ce6db8e232df9ef.jpg: 640x640 2 Potholes, 12.3ms Speed: 2.9ms preprocess, 12.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-188_jpg.rf.dd270d36212bddb652770823b91e7755.jpg: 640x640 2 Potholes, 23.6ms Speed: 3.8ms preprocess, 23.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-189_jpg.rf.598c778b6b33317a9ba16387fda09885.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.6ms preprocess, 11.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-189_jpg.rf.75a99e8f1a511a7908419909f91c6ed0.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.4ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-189_jpg.rf.97031be1709e4c8f781e58814916522a.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-189_jpg.rf.982e7e9bfc8f79a32e891aa4c2b170f3.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-189_jpg.rf.bbaa7f1352ad02e6bc95db73d35d1f8f.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-189_jpg.rf.d617ed5b833204d64526d06a27b05310.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-189_jpg.rf.dbf0e19331066875d6ff3b781a16d308.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-189_jpg.rf.fe7380c880febd0f8fec4291de74bf40.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.345dcaf49b85fa71ff4976ff71339433.jpg: 640x640 2 Potholes, 13.0ms Speed: 3.4ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.3e8b1ab194d551bdfa28986d37a74a1a.jpg: 640x640 1 Pothole, 17.3ms Speed: 3.5ms preprocess, 17.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.5e427f6d43ff48e8b5c491a99deba980.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.692cb40aa66fc19663814620c2c8c13b.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.7ba9881d4e0b841131a0f60f6c1a2e2b.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.9b022a3ce9f6a0d0e019cfe293976b92.jpg: 640x640 1 Pothole, 10.3ms Speed: 4.3ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.9d9fe6486e6fdad54e804bc5fd061806.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.4ms preprocess, 16.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.b1ae6e5a01e5eaac500da0af1c4a0bf2.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.f095e3595d620e3cefca39306c1331e1.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.f720605960d650ac984ff4be9e71c116.jpg: 640x640 1 Pothole, 9.4ms Speed: 1.9ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.20631731684947ecce452c46a3d04e72.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.0ms preprocess, 12.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.283faa273d1453f890efa90c675ea62f.jpg: 640x640 3 Potholes, 12.9ms Speed: 2.6ms preprocess, 12.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.4ac1a5236b5dab8914470ef7d3b550e9.jpg: 640x640 2 Potholes, 18.0ms Speed: 3.7ms preprocess, 18.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.5faa4d56afe7de16bb44388ccbc0efed.jpg: 640x640 2 Potholes, 16.0ms Speed: 3.4ms preprocess, 16.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.767fb6e841b77d2e82fff15c2b4ebaee.jpg: 640x640 3 Potholes, 9.8ms Speed: 4.0ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.926c9a0d946abd98ac306389f3c964c2.jpg: 640x640 2 Potholes, 16.2ms Speed: 2.9ms preprocess, 16.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.cb965c7893c0b410690a63f38c6193da.jpg: 640x640 5 Potholes, 12.2ms Speed: 2.7ms preprocess, 12.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.cf67a97c96e01032ea768ec4a148cf79.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.f7251362ca9b588ab53b69b333bea533.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.0b4bb8cc2af1674a8c164e3f46c1d8fc.jpg: 640x640 1 Pothole, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.36419a2f471c94130b95a4e04cb42fc4.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.2ms preprocess, 13.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.3764f2cf269fcb594a451d2574a16ac3.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.482f865f7fc5bccda0996a387c5a9954.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.68c7cb3e84920e7977cfd228c812e021.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.914a4f7bcd463a270b741bd62575cc0f.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.4ms preprocess, 13.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.9bd4cba9259909ce7ca74ab196eea7e8.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.5ms preprocess, 11.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.de2f7872b69c4433c58f9a14311c51cd.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.e855dd5ff46a598fad824e3b0cb87cbe.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-195_jpg.rf.056445449c12abfa48e802187e81219c.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-195_jpg.rf.12a0a5246bb205325b598d9bf5b47a5b.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.8ms preprocess, 13.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-196_jpg.rf.0d0e6694c88e520d02c68f15e162e866.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-196_jpg.rf.1a8c276c523cc79e78d2f079d00eaf67.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.3ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-196_jpg.rf.2feb3dc64ffd4563730405d62fcc4767.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-196_jpg.rf.b383931876de2e6f79046a0273ef9b44.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-198_jpg.rf.07772d9d61adb3916b659d983ebf79ce.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-198_jpg.rf.47b11ea2961e03ce8c2a184b3b293865.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-198_jpg.rf.e992e5e08551e910f9d811fbe48f8c23.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.7ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-200_jpg.rf.16640f534f998bdf8c4fa46ac4e737c4.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.0ms preprocess, 10.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-200_jpg.rf.3a77bb98d61673e75093f2b6ae1e6076.jpg: 640x640 1 Pothole, 9.8ms Speed: 4.5ms preprocess, 9.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-200_jpg.rf.6b141973888b997fb0630d772467316b.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.4ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-200_jpg.rf.878fc08ca92b174309796a70def2025e.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-200_jpg.rf.9147a81b56c074da2c32507f4e59fdb0.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.7ms preprocess, 15.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-200_jpg.rf.93b519722b4eaf015598f0172cef75cc.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.1ms preprocess, 16.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-201_jpg.rf.473923cabb4f731ff1d76fdcad49cb36.jpg: 640x640 (no detections), 19.7ms Speed: 2.9ms preprocess, 19.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-201_jpg.rf.622cd7ce1670a53ab54446e26ef7a08d.jpg: 640x640 5 Potholes, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-201_jpg.rf.6fa570057c38542362b234d34825b055.jpg: 640x640 (no detections), 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-201_jpg.rf.e55f0b006ea3a6ed81e36165cab911e0.jpg: 640x640 5 Potholes, 12.8ms Speed: 2.4ms preprocess, 12.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-202_jpg.rf.1d32e613dcb30790efd30b300a181da2.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-202_jpg.rf.308339dbd6d15f792af4bb459eb69968.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.2ms preprocess, 15.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-202_jpg.rf.a4029f8ca50696eafa56ece2d773793f.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-202_jpg.rf.c6480b522c15bd3e1c4a3551ca0a8051.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-202_jpg.rf.ca21f3c77af8df40b71fd2b47ee9440b.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-202_jpg.rf.cdead9e83e18fb1ef4c9b33c43993844.jpg: 640x640 1 Pothole, 10.6ms Speed: 4.1ms preprocess, 10.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.05f2e2bbc6c7ac651b7e5ad9e1ceb62f.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.1ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.196d4ebbd7bea552840fd9bebd074c9c.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.4ms preprocess, 10.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.1af106f267d28181279503517a998de2.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.5ms preprocess, 11.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.44af4773755cfb0459c011d642a4417a.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.4df5f1addd58240b5e829f247a854292.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.62073fbf2bee2338551ead8eafaccfc6.jpg: 640x640 (no detections), 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.72076b7daf1ee400f048b9eb91b79e0f.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.6ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.7a08973d36b09f5ff2c3697d157e202b.jpg: 640x640 1 Pothole, 12.4ms Speed: 4.2ms preprocess, 12.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.8f62dd78bede8eb7c234110ef3451808.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.5ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.99820d754fd1ab6e59e54ea17bb6f8b6.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.4ms preprocess, 10.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.aff2b94955836fbf9441550d7a4a6888.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.b58ca00275c2c7f98546d8a2b10a5233.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.c4ad46154689d5fe6f7917bbd010c539.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.d1aa86fc2d8f0c2242a103f449ef014b.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.5ms preprocess, 11.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.d899b11f4307b7942e98b7ee5967d3e7.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.7ms preprocess, 12.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.dfbce6ddfc5cdc8af6195c3cb8b12ed8.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.6ms preprocess, 10.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-206_jpg.rf.022bce9ea36da81ade4b49845a71a81f.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.0ms preprocess, 11.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-206_jpg.rf.23aaede8d479f1b6867161d89d57e79b.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-206_jpg.rf.728326458c25e6c4b0294461b0fb78ad.jpg: 640x640 4 Potholes, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-206_jpg.rf.7900eba11793e1141ad3ca3a2d7af6e1.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-206_jpg.rf.b16c636f6b2eb712a2ecc612e50aaba6.jpg: 640x640 5 Potholes, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-206_jpg.rf.cf19166870999a27afbf57e9a58006b6.jpg: 640x640 7 Potholes, 11.4ms Speed: 2.1ms preprocess, 11.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-208_jpg.rf.36fd9b9fc712d2bfdbb1aaa201d0cd90.jpg: 640x640 2 Potholes, 10.6ms Speed: 3.0ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-208_jpg.rf.49a5559f15602c0db38b0ed1b22a8236.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.6ms preprocess, 10.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-208_jpg.rf.74e8786fb58df00faf2f46f12dea040b.jpg: 640x640 2 Potholes, 13.5ms Speed: 3.9ms preprocess, 13.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-208_jpg.rf.77214530fb608d063c5558d64014ca1a.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.6ms preprocess, 13.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-208_jpg.rf.7fd63c5d8dbc32b8e26058bf9c52ed11.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-208_jpg.rf.9919696987b40369c7acb1ce74262021.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-208_jpg.rf.bf6767b883fbe70fbbd3b6bc04abd72c.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-208_jpg.rf.e86f81b8fe6989ffa71dda4ee1ca22ec.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-211_jpg.rf.298a11e2eb409178ee7203759a734e55.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.7ms preprocess, 11.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-211_jpg.rf.5e56ea207a97bc5855199fdb91133cf5.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.5ms preprocess, 11.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-211_jpg.rf.ca12ce14ee59f55972b914714700a7ce.jpg: 640x640 (no detections), 11.9ms Speed: 1.9ms preprocess, 11.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-212_jpg.rf.34d7e6681588d87dacd48a747a471173.jpg: 640x640 1 Pothole, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-212_jpg.rf.3ff623e24a78d7f8d3c1c68f9933a39c.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.8ms preprocess, 11.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-212_jpg.rf.51cecd2929c38e96abc60d67297c624f.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-212_jpg.rf.92f7d3c0c40200790bee1252f56e3206.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.7ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-212_jpg.rf.e459339dc7fb38d2301aba603b709532.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-213_jpg.rf.7a7ae12ba3411be75419fd2abcdd4285.jpg: 640x640 2 Potholes, 14.7ms Speed: 2.4ms preprocess, 14.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.5fd4359e28dfc224348051bfbe458a0f.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.67b00541404d9b2ef6354b18b1e6688f.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.4ms preprocess, 12.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.6faa92c7f44e1ffdf986c2230d34e797.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.71595c9be36193513845916a91036b68.jpg: 640x640 2 Potholes, 9.9ms Speed: 3.2ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.8700debae04a5b97e0ff1fcf9b5c48be.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.873c0b809ec7b8d14330317192009b7f.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.909120ffbfff2bfa5f16804cd8525832.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.9e66df59f693b9f45869fcd6a8daf4de.jpg: 640x640 (no detections), 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.c4e2a3921fc127ce22fc9d934c54c0a8.jpg: 640x640 (no detections), 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-216_jpg.rf.115a39908b64adde09273ff23281a78a.jpg: 640x640 1 Pothole, 12.2ms Speed: 4.1ms preprocess, 12.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-216_jpg.rf.1e9aaab1e3525f20209297e2df2f9886.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.8ms preprocess, 10.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-216_jpg.rf.a356398a1bacd8221694dd96d7940488.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.6ms preprocess, 16.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-216_jpg.rf.b3625c290b6c78296b316b5f907146af.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.5ms preprocess, 13.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-216_jpg.rf.cdb5dd0f9003846b52e1a7178ca2c00f.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-217_jpg.rf.a917fb5d87d1716792d5744e8928ac9b.jpg: 640x640 3 Potholes, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-217_jpg.rf.adb2868b1d12807ecc8929957d50e304.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-217_jpg.rf.b6cb5072696ca68b7ef07d22ac15d813.jpg: 640x640 3 Potholes, 12.4ms Speed: 4.0ms preprocess, 12.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-217_jpg.rf.f300ffb76b6d7a04bf32ed3f59930e8c.jpg: 640x640 3 Potholes, 15.4ms Speed: 2.8ms preprocess, 15.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.2e089f36ec80ffc166099309f887d1ce.jpg: 640x640 4 Potholes, 10.6ms Speed: 3.7ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.48dc2bf10c4b4a2b3bd08adacc6c79f8.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.743fd72614ede01eb868a6776840739d.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.7e88626739e8bb9356f3daa360c43239.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.98ef785c394714ac7fea65719a8f6bb4.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.4ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.9c7dd48dfc380d32dc32490b0045da01.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.4ms preprocess, 12.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.a034089614266e0e8a41f86f7dee3ac9.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.a08cf4e0c61631f1fa5e3715a37167dc.jpg: 640x640 3 Potholes, 16.2ms Speed: 2.5ms preprocess, 16.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.a70f9dc092f9e64cb430ba6b763a1e40.jpg: 640x640 2 Potholes, 11.0ms Speed: 4.0ms preprocess, 11.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.fcd4a27ff275354b6f71ad409b9290e7.jpg: 640x640 3 Potholes, 10.0ms Speed: 3.0ms preprocess, 10.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-220_jpg.rf.5225875abfbea127713714b857b0c25c.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-220_jpg.rf.b35d32b1a5732f7b64fcbe2b750b2a91.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-220_jpg.rf.e734eaf136dd673980c7038433258cf2.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.1ms preprocess, 11.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.00b2d544d9b4277565f2511f20045210.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.6ms preprocess, 11.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.01f3dc932d54f556d5a69dc4636d7c69.jpg: 640x640 3 Potholes, 11.9ms Speed: 2.2ms preprocess, 11.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.1dbe1b23e420f04c9f26ab3c6a65545b.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.2940fb2277675a173651d1043d52bcee.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.2a0a11ea1f992839ad0f180b30560d95.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.56cc0d56ebc7552a89ca35c2d0a66097.jpg: 640x640 3 Potholes, 16.5ms Speed: 4.0ms preprocess, 16.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.6b09fa0333c93514ada38f07863e98fe.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.72c7c8fb6504b7f31e8bf220a9b845a8.jpg: 640x640 3 Potholes, 12.4ms Speed: 5.1ms preprocess, 12.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.9f8787d6dee903ffc701f5da7f9b3de7.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.c34498b501200d36ae4249ec009afe15.jpg: 640x640 2 Potholes, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.cec7072343c70b620d8d52c9e2a99ad1.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.de3db91edf669548d22ff4bf0afb6ce3.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.046809df1675de295328c74835835749.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.451510d947bd6a7bece8c08f208899d3.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.475c0450c29229ac2a3e85b8aaf59a66.jpg: 640x640 1 Pothole, 11.9ms Speed: 1.9ms preprocess, 11.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.4b45d3b061659fcdfbd73d16b64a9054.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.5631485d3a13fb947fc99e26c79b6a29.jpg: 640x640 2 Potholes, 15.9ms Speed: 2.5ms preprocess, 15.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.737cbc73430b605d89310fadcdfeaf24.jpg: 640x640 3 Potholes, 15.5ms Speed: 3.4ms preprocess, 15.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.983d033b4bfbdf6c3de5237895aeb524.jpg: 640x640 1 Pothole, 13.4ms Speed: 4.0ms preprocess, 13.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.b5fd924c471c5380b2fbf74e094a5ea7.jpg: 640x640 3 Potholes, 20.4ms Speed: 3.0ms preprocess, 20.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.c99dc4ce47797d7144f1afecf3a34660.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.d3202b9bcfa6e2770c21b6ebd0e64818.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.d51ecefad65e2f8d0f6549c8af0cb36a.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.ecdae617894d863aff191e290fd14636.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-224_jpg.rf.2b62630e09eb8b68fe13aee0ee60701c.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.7ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-224_jpg.rf.37170f225cd8fed25f46e6f6018d65fc.jpg: 640x640 11 Potholes, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-224_jpg.rf.e4084ebc6ce2c7ef1db06ea6cdd09e2b.jpg: 640x640 11 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-224_jpg.rf.f36d5671cc936dd07e3fcb2354b433d3.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.0ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-225_jpg.rf.9059b8ec71b5747613c2d4031e34663c.jpg: 640x640 13 Potholes, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-225_jpg.rf.9c23a7309f1bca4580ef528ad2594ee7.jpg: 640x640 15 Potholes, 14.9ms Speed: 2.5ms preprocess, 14.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-225_jpg.rf.a0eb6e28ebdda3fec5a619575c3ae82c.jpg: 640x640 (no detections), 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-225_jpg.rf.b4b62bc37f054d43cb82d2876a31baf5.jpg: 640x640 14 Potholes, 11.9ms Speed: 3.2ms preprocess, 11.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-225_jpg.rf.c8205c58efee50d60495391bc9e4c101.jpg: 640x640 14 Potholes, 12.6ms Speed: 3.4ms preprocess, 12.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-229_jpg.rf.1d87e3fb924b4ded2dd8fa6c565adc86.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-229_jpg.rf.26e3d44c76b94e430d9d3200e439254a.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-229_jpg.rf.560a44d9988f7442feac96a1aa021a99.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-229_jpg.rf.60dfc7d78c50e88d73a6fe4e3644b1fc.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.6ms preprocess, 12.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-229_jpg.rf.938990d186b55b401253e5ad615d3d14.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.1ms preprocess, 15.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-229_jpg.rf.b1cd54854bcdc5b58fa5da3056991b94.jpg: 640x640 (no detections), 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-230_jpg.rf.46bac7948c524a9d1f2a706f8fafd9cf.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-230_jpg.rf.4b5be2bfaae853e3040b6175c156fb42.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-230_jpg.rf.518ac21b15d2ada302cdb62001042cab.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-230_jpg.rf.cb1720d342b70103c7836a817916858e.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-230_jpg.rf.d1a77768c48641a49d0f88a9446ebb66.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-230_jpg.rf.fbeb45a6329de5fbbc7acb275bd4994f.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-232_jpg.rf.7f8f43b4b5f948a4c5a94f1c3d83ff54.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-232_jpg.rf.b0800ddbd85c0d988eba4979ec08a1cf.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-234_jpg.rf.393e487f14d1254877c5e93fc91f5b57.jpg: 640x640 2 Potholes, 9.7ms Speed: 3.5ms preprocess, 9.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-235_jpg.rf.14a1f580c4ee3248a024bae0b7c062fb.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-235_jpg.rf.29e7a8dec4d620f391385d5ecaea4648.jpg: 640x640 1 Pothole, 9.6ms Speed: 4.2ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-235_jpg.rf.34de90f67c59ce77e461a4562a8735d3.jpg: 640x640 1 Pothole, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-235_jpg.rf.84a78a21f2ed36a31f9af1c656a44cf3.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-235_jpg.rf.ba1a1e03ab6755011c926dd964c7e63f.jpg: 640x640 1 Pothole, 9.4ms Speed: 1.9ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-235_jpg.rf.ee7e176b44c80246e2e8fa6ace4e0950.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.7ms preprocess, 15.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.2dcc59883be2670622598dfc3f36b046.jpg: 640x640 4 Potholes, 13.2ms Speed: 2.9ms preprocess, 13.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.2dd47bed2d1a00aa8691cf4e3dee1b97.jpg: 640x640 5 Potholes, 11.7ms Speed: 3.1ms preprocess, 11.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.3826cbe1691e3103beea317e21043091.jpg: 640x640 4 Potholes, 16.0ms Speed: 3.4ms preprocess, 16.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.407fbf6680c0b00d3e926f5cbf9613e0.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.9ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.4bc7f5ece913e67d52ab7ff57226d527.jpg: 640x640 4 Potholes, 18.1ms Speed: 3.7ms preprocess, 18.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.728353a0bdaf86f40748b116f1664960.jpg: 640x640 5 Potholes, 9.5ms Speed: 3.3ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.7c30b5921c45e004111d5fcffaebab5f.jpg: 640x640 1 Pothole, 11.3ms Speed: 3.3ms preprocess, 11.3ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.a70ac1ae417b9f88e87c535814a273b2.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.2ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.beb8eab2cf90b49a7b29fe0a7e9e620c.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.c117d184cc9f5501335dd6f042520597.jpg: 640x640 4 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.ccb9da8deefc2edcd598080d8f5ddf44.jpg: 640x640 6 Potholes, 13.2ms Speed: 3.4ms preprocess, 13.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.d13d2db7b87abfb09fb4c63e619721dc.jpg: 640x640 4 Potholes, 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.e7ca97458dd2c095f172decf74a6151a.jpg: 640x640 4 Potholes, 14.7ms Speed: 2.1ms preprocess, 14.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-237_jpg.rf.19193de5a7fb3776d2ebc7f7fd53c9d2.jpg: 640x640 (no detections), 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-237_jpg.rf.6018f2ec8f729f47f3ef36c8dc50105f.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-237_jpg.rf.7008a8b48179dd636cca6059a8dc12c9.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-237_jpg.rf.7a79ac3ed91b4252cbd6bee45acfafa9.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-237_jpg.rf.dd285ec0d6c1f87d8624acc5065d65d0.jpg: 640x640 2 Potholes, 18.5ms Speed: 2.8ms preprocess, 18.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-238_jpg.rf.0a99dc8c8d8d05b51dd3b8e41fa95658.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.5ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-238_jpg.rf.56bb82c8df70b12a3baf70c774698983.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-238_jpg.rf.5c04f3dda03622a5bf7a181adf228909.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-238_jpg.rf.772711ab7f9ede6b548fe866837a5429.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.7ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-238_jpg.rf.d5b4a62401759eaa16e664b679e6fbeb.jpg: 640x640 (no detections), 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-239_jpg.rf.2dc83df291efc5c84a86564ccf438187.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-239_jpg.rf.4f8b880e686b14ececedc3c74e635e8c.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.5ms preprocess, 10.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-239_jpg.rf.91e91dec11a1590432af56905785bace.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-239_jpg.rf.a9dc36374243f43d6c32e4c20d6c548f.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.5ms preprocess, 11.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-239_jpg.rf.ad031131cc66e573ad68df47cfcd84e1.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-239_jpg.rf.ca1ae5473ed0108798021448e07a265c.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.2ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-239_jpg.rf.e7957d3db09c1ba0a38c38e584a2568a.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.04287b45cb97e0aed74cff6816cf940d.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.050d41e34ee5d8d65b6b53acb349617b.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.0ecdc760f3be29c1ace83b20b5a6ff80.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.9ms preprocess, 10.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.13ec683887af781c0b29b63d4b4a4d42.jpg: 640x640 2 Potholes, 18.0ms Speed: 3.8ms preprocess, 18.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.2c5b2fe21fc717889e11835233badce3.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.30d9617b7e8906197ad95ed287857947.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.3ac1bed67642855834814fbdf41a7fd6.jpg: 640x640 3 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.40ff2393770278715d73ddaed0b6716a.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.a3cb6181ebe8a8a260b146c12f42ad3e.jpg: 640x640 3 Potholes, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.bc2619126fabd5b58e9bb550132d33a9.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.c3d0c3209bac2524cf4cd914d6fd0172.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.c411c162952c89d08e5202aec49f390d.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-241_jpg.rf.12b4035e0fbb053b826dc77a53e0bd6c.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.7ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-241_jpg.rf.7d060d91a9ae5abc1a2103f1a819586f.jpg: 640x640 1 Pothole, 17.2ms Speed: 2.6ms preprocess, 17.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-241_jpg.rf.b78c01fc69b46ac928f4af4909b43779.jpg: 640x640 1 Pothole, 9.3ms Speed: 3.5ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-242_jpg.rf.6db56e1dd8fd24e88465da530aa360ed.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.2ms preprocess, 9.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-242_jpg.rf.789b74fb2068546bc96b4248804deaeb.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.9ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-242_jpg.rf.a26c7fcafadfa67b299f7e7e5cb48f00.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-242_jpg.rf.a5066ae635f1c12f6592df9311aee6af.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-242_jpg.rf.d07d103b677a615f93487e9308cedb32.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.4ms preprocess, 14.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-242_jpg.rf.f2c7ad4a36f855747c54ccfde027378d.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.004f2d28d3432345608a8a1950f74da5.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.0dcef243b6fa7991336672a28ca9dd4e.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.5ms preprocess, 12.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.149dcb0af3ec171af47e0d1cfedd32af.jpg: 640x640 1 Pothole, 8.9ms Speed: 1.8ms preprocess, 8.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.3a3a4833414d2e2b6f48184a28fd19a3.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.5aab5ad1f23c204ae327388f08b044ab.jpg: 640x640 1 Pothole, 16.0ms Speed: 2.0ms preprocess, 16.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.5f6429c970d5d7a54884ef68b1fdb1fb.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.8ms preprocess, 10.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.60fa9f824608b4c386956ae3fa0db51e.jpg: 640x640 2 Potholes, 16.5ms Speed: 3.4ms preprocess, 16.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.7bc0bf8277b069cbe1f58cca5eaa23a3.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.5ms preprocess, 16.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.94d72feeb2f378ca4f13bdf5a45a4f4d.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.bca0aba2f43f5484bf3f280cac7247e0.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.1ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.cc25d1d3ea6f4fdbbddb482c3d4a2952.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.ee7a33a0e48330abe16775375f5a0f23.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.137d829e7fd7b824f914b1a95691c28f.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.3a81062f51abbfb91f5a33794356d760.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.8ms preprocess, 11.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.42fe709fd66fcbb781ef163742d97905.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.5cb7f2ca1242185e7da554ec45212a69.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.7381de7045f6eed284680da6fc5bf044.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.85aa3f9b1d81ee32e71887b9c35df5be.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.87786040aebc7905be6e7738c4e1de74.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.a21e4578ab36f7131b97a0bf768f013d.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.b30a8df64ed166ec7db3ad536aa916c6.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.8ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.b52e672b1d4c08c854c8297f3a798ce9.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.0ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.bdbd945c4eb9e734bdf1b54a7bd75688.jpg: 640x640 1 Pothole, 16.6ms Speed: 5.7ms preprocess, 16.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.c2d9282f0b9dffa37d673bf53e3b6554.jpg: 640x640 (no detections), 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.fd387070fa70367140e50959b0f633fa.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-246_jpg.rf.9024b649a1a3b108ca8bdd6f73cf659b.jpg: 640x640 (no detections), 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-247_jpg.rf.04aed2d8c8b3c8ca418badd03fca5e04.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.6ms preprocess, 11.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-247_jpg.rf.19fbff3aaff288177bc7c34e5dc1165c.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.6ms preprocess, 16.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-247_jpg.rf.e95ee5cc39630be9647aea455634e744.jpg: 640x640 1 Pothole, 9.1ms Speed: 3.1ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-248_jpg.rf.6093ca795e4b171624d606b6a197be4b.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.6ms preprocess, 8.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-248_jpg.rf.86a896ec696f8e030bbd5047f745f3bf.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-248_jpg.rf.d71a71f2173c501d5772c213e13616d1.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.7ms preprocess, 15.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-248_jpg.rf.e995157d1bdda4c941606acae03dc311.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-249_jpg.rf.677d492b1f9a3712e8b8ab2ad03b4fb4.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.6ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-249_jpg.rf.ddce545d6c13051981c98b605d91afe3.jpg: 640x640 1 Pothole, 9.3ms Speed: 3.7ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-249_jpg.rf.e4bd1d67b4c4f065c922d3da7aedca90.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.6ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-250_jpg.rf.3d380471ab1e4af03bd5af63f957b289.jpg: 640x640 1 Pothole, 10.5ms Speed: 3.8ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-250_jpg.rf.4fbc3572f253c161bbdc113d641d2fff.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-250_jpg.rf.69252e36a44431c2c7d7dc3d23d2eb31.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-251_jpg.rf.03ba9f678212d8544ae1e51dbdde3090.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-251_jpg.rf.36b1ad21a95fcea2e756aa8c5a7f25f8.jpg: 640x640 1 Pothole, 8.9ms Speed: 1.9ms preprocess, 8.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-251_jpg.rf.d0bc8ef8c9d1ff9e80e2fb498682712e.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-252_jpg.rf.39c708d741424b0d65547f9ae7d4133b.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.9ms preprocess, 9.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-252_jpg.rf.50f963eb7779f31c59186931f95c3589.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.5ms preprocess, 12.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-252_jpg.rf.5a86dcc797ba8726278c75878280ca2f.jpg: 640x640 1 Pothole, 9.3ms Speed: 3.2ms preprocess, 9.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-252_jpg.rf.9d98fdc029a4d31611cd26cce36741dc.jpg: 640x640 1 Pothole, 12.1ms Speed: 5.2ms preprocess, 12.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-252_jpg.rf.b82a0733048887c11ce1d1a33876b2f2.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-253_jpg.rf.1921287aa54bf1d59a518f1f46655a6d.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-253_jpg.rf.20dd939dbf443a6b078f812aa713abb3.jpg: 640x640 2 Potholes, 17.0ms Speed: 2.9ms preprocess, 17.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-253_jpg.rf.27049face1bf0317319105d79c08fe1e.jpg: 640x640 (no detections), 17.0ms Speed: 2.5ms preprocess, 17.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-253_jpg.rf.28f7e9088b58c8e692818a7214a49722.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.4ms preprocess, 10.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-253_jpg.rf.6b80963f909b0dc9fd1452bd772a1380.jpg: 640x640 2 Potholes, 9.3ms Speed: 3.0ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-253_jpg.rf.798b136a45f820cbe222a329cd9d09d6.jpg: 640x640 3 Potholes, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-253_jpg.rf.8e278884113cfedf2cfa27f2343eede3.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.8ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-253_jpg.rf.ae7f3231f332587a97cb40b7b93d8fa7.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-254_jpg.rf.1e03ea8457d1fb47ad51ad6a50fa7160.jpg: 640x640 (no detections), 12.5ms Speed: 3.3ms preprocess, 12.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-254_jpg.rf.4de5f96dea95207b7ee2fd37e2d91861.jpg: 640x640 (no detections), 9.5ms Speed: 3.0ms preprocess, 9.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-254_jpg.rf.686e176f56da22541df88f291306ce9a.jpg: 640x640 1 Pothole, 17.0ms Speed: 3.0ms preprocess, 17.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-255_jpg.rf.0f12026a63ee8adde91f9d687750e217.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.7ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-255_jpg.rf.2cae7a3ac4d3b1b7fd1cc8e2a2722c84.jpg: 640x640 2 Potholes, 18.3ms Speed: 3.1ms preprocess, 18.3ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-255_jpg.rf.2fe3fabba13e020d89adfca1918ea4cc.jpg: 640x640 1 Pothole, 9.2ms Speed: 3.1ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-255_jpg.rf.89ea8a14cc800f00c77dd19c6a8c1562.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.7ms preprocess, 12.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-255_jpg.rf.8cb368a90ffcfc6036b43291503d1a00.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.9ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-255_jpg.rf.d7b62a4f32e49e21aa19532d9d82c39d.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.3ms preprocess, 10.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-256_jpg.rf.59205aeb518981286e50378c8a0b20e2.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-256_jpg.rf.5d58ae36c20418df5bfcaaeb4fffb92d.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.1ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-256_jpg.rf.d3c0dd2779ba586fc40263cad4b6aac3.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-257_jpg.rf.0d73d3dd4ea2a118dd54bdf26fcd0aa6.jpg: 640x640 1 Pothole, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-257_jpg.rf.32d47b72174a685b2ca314fc595cdfdf.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.7ms preprocess, 16.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-257_jpg.rf.3fae9a9111487e367b2fa59895347637.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-257_jpg.rf.4f17613a81fd674fbcac11113c85e1d2.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.9ms preprocess, 13.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-257_jpg.rf.6fa04720ae2d9a59935cf1cc49f4b1c0.jpg: 640x640 1 Pothole, 21.6ms Speed: 3.7ms preprocess, 21.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-257_jpg.rf.8184f1c7dfa1602003636e128651fb4d.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.0ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-257_jpg.rf.a5751d95fd51ea65e8072a26e11bf14d.jpg: 640x640 3 Potholes, 9.3ms Speed: 3.3ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-257_jpg.rf.d3ff7bcc291560de42421e35a6ede131.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.9ms preprocess, 12.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-258_jpg.rf.5e8f45cbbe51d19c3a34a819a843e495.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.6ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-258_jpg.rf.6eee642c4d6a5355eeb0a2519566e0f5.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-258_jpg.rf.8e2ce0b9ac7e734ffb86d2e8e6e4af6c.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-258_jpg.rf.8e7ba351c6110d1a70ee03d20a06ad4b.jpg: 640x640 (no detections), 13.4ms Speed: 3.7ms preprocess, 13.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-258_jpg.rf.cc7d8a5e3bb382e8d807604e5ddf1321.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.8ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-258_jpg.rf.fbc92d35a405e748ebfbfe2bed1773b5.jpg: 640x640 (no detections), 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.07b6172dcebccee1a7bb276b4b60114a.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.1f71a8e45554fb8eab53158af9394617.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.5c59a69f71729c07cd860106d7250a43.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.7ebe77a8eb37dde1608e9dc15ce394d6.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.834198004ae8e063f2084db5897a4ff7.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.90f27db051a302c67b0eae3ac43a8202.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.a24ee92abbf364ad2e27dce201e2fc52.jpg: 640x640 2 Potholes, 9.4ms Speed: 1.9ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.c2f9bfd93aca2d24947e972aead48556.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.d0702b50cc9f52a8da335f2d4bba2219.jpg: 640x640 2 Potholes, 10.6ms Speed: 4.6ms preprocess, 10.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.d192e76591722528a851c8ab5c136b55.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.d333321244db1e1fa19ab49c4c7c79af.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.9ms preprocess, 12.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.f31fa4aefdf59a5f1f03dedb14d73c5a.jpg: 640x640 3 Potholes, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-260_jpg.rf.a8ab739d498b61edb8999af3d56484c3.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-260_jpg.rf.d13f06592d8fcacabca6dcf6b8fb9b41.jpg: 640x640 (no detections), 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-261_jpg.rf.b1ca2f7a0b7327812f75e5066536e60d.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-261_jpg.rf.b95d5e9e28a2700ca9daf82474b1ced6.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-262_jpg.rf.06f732b421a3281a2fb9076d9583502a.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.3ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-262_jpg.rf.1f47e806b87c258ed0603943dd9fda17.jpg: 640x640 (no detections), 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-262_jpg.rf.25f77c1d4bb082926be8cab4cef34604.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-262_jpg.rf.750c82b67ebd9b2a7de13ada1a1c5b97.jpg: 640x640 (no detections), 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-262_jpg.rf.781d1c067425bfcce1c550500e7bb10c.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-262_jpg.rf.c08b6adf9e6e36f4b2fbb2ac67f38b8c.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-262_jpg.rf.ca919984b0ae72cf0f7e7cdd94788eff.jpg: 640x640 (no detections), 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-263_jpg.rf.2a142f8ec6d1785e98db8b5e50111eba.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.4ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-263_jpg.rf.4ba6d44a84b5db112957f9861312a957.jpg: 640x640 1 Pothole, 18.8ms Speed: 3.7ms preprocess, 18.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-263_jpg.rf.5dffcbb30dd28d5e1473cdee9144cc61.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.4ms preprocess, 11.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-263_jpg.rf.663bbc129bba64fad1a57526f178cf9e.jpg: 640x640 1 Pothole, 21.2ms Speed: 4.1ms preprocess, 21.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-263_jpg.rf.b57962d87af1ac56d8b2e9ed6d9d273a.jpg: 640x640 3 Potholes, 18.0ms Speed: 4.6ms preprocess, 18.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-263_jpg.rf.d364581db8d2d0b8068fa6cb46392a6f.jpg: 640x640 2 Potholes, 11.8ms Speed: 2.6ms preprocess, 11.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-264_jpg.rf.5da44d95835f387cb113c92b4f28377d.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.6ms preprocess, 12.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-264_jpg.rf.7e5c2d2c0f8c3f522fc9a8e440755f90.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-265_jpg.rf.3cfc1a228cfecd2481670decc9056286.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-265_jpg.rf.ada7ea7140f9ded7c088dc8fc9208fcd.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.9ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-265_jpg.rf.aed9c29dda4f81cbf21c924fc201f523.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.9ms preprocess, 11.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-265_jpg.rf.e0b0818f7cd5ed1ff30d9e26e211c988.jpg: 640x640 (no detections), 9.8ms Speed: 3.4ms preprocess, 9.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-265_jpg.rf.ebb27e4261d855462371c0ce5db78760.jpg: 640x640 2 Potholes, 9.8ms Speed: 4.1ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-265_jpg.rf.f8519de8f4358de1ad2feaa5fe248053.jpg: 640x640 2 Potholes, 11.8ms Speed: 2.7ms preprocess, 11.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-265_jpg.rf.f974a3262b1f1c22fe2f9aabc698632e.jpg: 640x640 2 Potholes, 9.5ms Speed: 3.5ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-266_jpg.rf.02e901d845f0ecb145055c9ec95d349d.jpg: 640x640 2 Potholes, 11.1ms Speed: 3.7ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-266_jpg.rf.1a41856eaef8b694b9a2c6ed1867fb35.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-266_jpg.rf.462f824081a8c98ac748eb14cd502888.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-266_jpg.rf.5ae7dff873f282a759c97854316a9acd.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-266_jpg.rf.72bbbbc43584f01fea0c979e79cab1da.jpg: 640x640 1 Pothole, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-266_jpg.rf.f309c292f6b73375721ef6aa846f0202.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-267_jpg.rf.0c962417b17725bacf5da993664cd8f4.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-267_jpg.rf.5cbc309a3073e7b4702c55a5c4a509b2.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-267_jpg.rf.d8491fee0acf5b66faaaaaf3b7e14a0d.jpg: 640x640 2 Potholes, 13.5ms Speed: 2.5ms preprocess, 13.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-268_jpg.rf.332c205e1bd17ec62a8059a78201d64e.jpg: 640x640 4 Potholes, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-268_jpg.rf.6cae86d45006d3d296e46a7e120d9a36.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.0ms preprocess, 12.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-268_jpg.rf.b6329744f008e78f2b935c8909a2e030.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-269_jpg.rf.03d8bc7709383e99274e0c2b712e443f.jpg: 640x640 3 Potholes, 12.7ms Speed: 2.5ms preprocess, 12.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-269_jpg.rf.2a285794e851c3ecdc036225065dab13.jpg: 640x640 2 Potholes, 9.5ms Speed: 3.1ms preprocess, 9.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-269_jpg.rf.9669a9161371838f013de35a6ec2428d.jpg: 640x640 (no detections), 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-269_jpg.rf.e1ac401917a2cbe2d85039b864cb660d.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-269_jpg.rf.fb748d45700fda19d12b371655d85e83.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-270_jpg.rf.09f43949639cae3807bd1df96a43367a.jpg: 640x640 2 Potholes, 9.2ms Speed: 1.9ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-270_jpg.rf.35212166f84f4e60c9fbd200f8640454.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.4ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-270_jpg.rf.37f3cca0f116e8b34a4c6e94502b916e.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-270_jpg.rf.93e1692eb1a7c659c8ca40bc4ba5e78f.jpg: 640x640 2 Potholes, 10.9ms Speed: 3.8ms preprocess, 10.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-270_jpg.rf.d9c8a2580b920df3e4a500e566fe326a.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-270_jpg.rf.e1982c410ace2af6475a27ba10f713a6.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-271_jpg.rf.e79523d89114f00a8c7160d364b0d58e.jpg: 640x640 3 Potholes, 11.1ms Speed: 3.8ms preprocess, 11.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.010674737be37bcc9d19149e63dd9a45.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.0aa1f6fbdd2972ddb9c0d4ae2fb4ba07.jpg: 640x640 3 Potholes, 12.7ms Speed: 3.7ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.271e1b7d210a0dee3973713ecf96c5f3.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.2ab4e63bc43a0cca1457bcf1acc2b0be.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.7ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.34eb88b40887f9de57140115a51ab608.jpg: 640x640 (no detections), 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.3f0fb49ec852ed51921e13901d2c6f53.jpg: 640x640 3 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.a40b45e8d13373aa9bc61c5092f98e7b.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.b3205d1e50dfe23bb2a34d146c6ba2fa.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.c660c3ea8b39a152135e61b16dfcfeed.jpg: 640x640 3 Potholes, 10.3ms Speed: 2.6ms preprocess, 10.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.d52dc113293d13bc41d6a141d7cff3ce.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.fd4713d9b5d5aca1ab0d8b301d469c1f.jpg: 640x640 2 Potholes, 14.3ms Speed: 3.5ms preprocess, 14.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-273_jpg.rf.45a0ecf979dd25d20b9821e1c64a4659.jpg: 640x640 3 Potholes, 9.8ms Speed: 3.8ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-273_jpg.rf.8502d292095797677a8fc725f0fedc63.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-273_jpg.rf.b82a0ae37a4a3dbc3e8b4e3fde207842.jpg: 640x640 3 Potholes, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-273_jpg.rf.bdc01b7050431e9a246f67496da45826.jpg: 640x640 3 Potholes, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-273_jpg.rf.d4344cd60811bde8103a01ca9e2048b3.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-273_jpg.rf.d73b8c650f948cd1c0c6b2557f90108c.jpg: 640x640 3 Potholes, 13.3ms Speed: 2.7ms preprocess, 13.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-274_jpg.rf.161e08f7895b22315241bdcd89bbb6b2.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-274_jpg.rf.51a97e7e983b470461d8a9938066f029.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-274_jpg.rf.716d5aac51e3d43eb958ca63f9caabfb.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-274_jpg.rf.7f853d3b86148aea5c3236153d3ada7d.jpg: 640x640 3 Potholes, 9.8ms Speed: 3.0ms preprocess, 9.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-275_jpg.rf.716c137bcb042eed53fdc9c9c1b58b34.jpg: 640x640 5 Potholes, 13.4ms Speed: 4.5ms preprocess, 13.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-275_jpg.rf.cb9e582aeea991a2dd50756040bdeeaf.jpg: 640x640 (no detections), 14.2ms Speed: 3.4ms preprocess, 14.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-275_jpg.rf.f17f293c7f8641433a7f36d4bf7e886d.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.3ms preprocess, 13.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.0db484d1647b5ac32acf31c2815e04fa.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.1e025c46eb0755f2570426b3ec2a2053.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.6563a3fb724ce9e4ffa62ae47de3f7fd.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.7ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.6a89a6a79c9c933a3307a08d2fe8a7f9.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.6e2a3a6d2a51446e558f4974b480e2fe.jpg: 640x640 2 Potholes, 11.4ms Speed: 4.0ms preprocess, 11.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.6f7c1c00e8190bb6d29cee4820daae0a.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.998bee419f436f461e1c8547df71101d.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.b63a7fc5775b2665eb7c998bee737e9b.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.df08c201b85edd6fe25734846fa918d3.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.df0f1f87497e72e8b1cd8e68585f4d6f.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.9ms preprocess, 13.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-277_jpg.rf.1f906327982deb8e693cdcfea515b74b.jpg: 640x640 1 Pothole, 11.3ms Speed: 4.2ms preprocess, 11.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-277_jpg.rf.2387651cda7305b65ddf3d785c6d3041.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.3ms preprocess, 11.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-277_jpg.rf.883216a536496d972525db9218ac97df.jpg: 640x640 2 Potholes, 11.8ms Speed: 3.7ms preprocess, 11.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-277_jpg.rf.8d6dcbaf8c0535526b0eb582d06e8038.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-277_jpg.rf.a0402d7195bdac513320f06e3deae665.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.6ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-277_jpg.rf.b2c29de63c86b89080eca6059cb81508.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-277_jpg.rf.e36f420cff356426cbaacb47c97489e1.jpg: 640x640 2 Potholes, 10.8ms Speed: 3.1ms preprocess, 10.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-278_jpg.rf.0951bb2aacc1b39b50078534f4f6665a.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-278_jpg.rf.e0259dfe37f6705f6d1d7dc5acdcad19.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.8ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-278_jpg.rf.e74c80e069a731ab624cf3294458010d.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.8ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-279_jpg.rf.2eab8d145f76141e2ff23960e7d57ee6.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-279_jpg.rf.34198f0aa2972ba9a83d1e2d6228d677.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.4ms preprocess, 15.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-279_jpg.rf.74bb4518dc0a35933e6baec4447b1b22.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.9ms preprocess, 10.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-279_jpg.rf.77ccf4d91827b10c15a93d3f8eb7fe49.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.7ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-279_jpg.rf.d12312afb8b63d28d695ff046ac29dde.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-279_jpg.rf.d306268b7e29b7dd7a85ee3320cb3059.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-280_jpg.rf.0b9f04d057d0309d1d84507d69480f4b.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-280_jpg.rf.1bdc8b956658d43364c1c60d5c9cce69.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-280_jpg.rf.44fba408c68c259d500d07c679e595d9.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-281_jpg.rf.6ca6549dfa90392cab5825fde4462fd9.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.1ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-281_jpg.rf.767c99b99d17398aea6dad75adc39f8b.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.4ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-281_jpg.rf.80a6a0ef65ecc8b42225117aad6e93ee.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.5ms preprocess, 15.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-282_jpg.rf.63ee12fb2f44885c9cfa393bb7e57f27.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.4ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-282_jpg.rf.7ebde3751658e6a37a947eb3d2289321.jpg: 640x640 2 Potholes, 9.6ms Speed: 1.9ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-282_jpg.rf.b7bc1e1b8a8217630d3486ebcfb61777.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.7ms preprocess, 12.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-283_jpg.rf.32d22f4215c5a7173df67639d7969f7a.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-283_jpg.rf.3d114451491116645fa7252700f97117.jpg: 640x640 1 Pothole, 9.6ms Speed: 1.9ms preprocess, 9.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-283_jpg.rf.72803bd113ea0dbfa7c0853eaf3ffb75.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-283_jpg.rf.f9de80bc3e16150f4e201b4fcdbc599f.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-284_jpg.rf.069bcfbefbd6fcd57fd535f97979fc7e.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-284_jpg.rf.2060e8b6ccba0e95da948628e49231ba.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-284_jpg.rf.23f60768b7295ddf444d3e4f98544b5c.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-284_jpg.rf.374153a2dbebf64fc2fa3133da38226d.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-284_jpg.rf.42eefc8ee7edbc38c7070042d1107702.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-284_jpg.rf.c488a4bfdc031346fe0bb0b45455be6a.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.0ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-285_jpg.rf.5f22f91deacc3e7d0acdfe886a5ab490.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-285_jpg.rf.79eaf47c60b4d91fcb5190aa86d4cbcf.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-285_jpg.rf.b658c1c9e30cc2046a5455d8206709ed.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.7ms preprocess, 12.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.085ec44a6a2980ca0fb6732742fe802b.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.7ms preprocess, 14.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.1032841782ddbeed918385d25f281304.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.1ec6f6188b956cd3b8da7f78d909877b.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.1ms preprocess, 12.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.3c5d1f247fad8c7ea53cb45aa7d6a8a2.jpg: 640x640 1 Pothole, 9.4ms Speed: 1.8ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.529cac2bc1af428b30bf557b110dfcdf.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.c0733ad1a45a400a79cee65a1260100e.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.ca747613aa4a9689a8f39902b3b30eac.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.cf47f137ff63203c2e23b503d9d1d70e.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.fe5a27dd7158b8d57993ce1b811d0471.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.1ms preprocess, 9.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-287_jpg.rf.1a639e8e31c57f14dd3ce0c957b6f248.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-287_jpg.rf.2e4e2eb0362ad2ffff9f96a711cb123c.jpg: 640x640 2 Potholes, 10.5ms Speed: 3.7ms preprocess, 10.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-287_jpg.rf.3305f788ecf75b345614e26a5011381a.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-287_jpg.rf.8b3906afe71f8b0eb0c537161029a461.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-287_jpg.rf.952b17aac4a3a21f3fd26416b1f6cbd1.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-287_jpg.rf.fd664d574bb15a12e6182a430d25a4f5.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-288_jpg.rf.1a9b8fc8ebe4107e4638a3984a6c2458.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-288_jpg.rf.2011c19b4a506666849f11ce78635a9d.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.4ms preprocess, 9.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-288_jpg.rf.4ae0bec0d0534187f0402934dee8f677.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.1ms preprocess, 13.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-288_jpg.rf.68726130ae6abfb72da4c006a9ac6076.jpg: 640x640 2 Potholes, 12.3ms Speed: 2.5ms preprocess, 12.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-288_jpg.rf.79950655d60bca9679415a402d136989.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-288_jpg.rf.def849c6c873368e026356f73d91c0a7.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.4ms preprocess, 12.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-289_jpg.rf.7cb9376e7e8fad57b0d1ea687fdd4305.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-289_jpg.rf.a354428c05ceac4501e7d1255b572928.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-289_jpg.rf.b1ef019f5a851a59bc4424d9a39845a4.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.1d6829dafaaf26d983fb5e25c9caf17c.jpg: 640x640 2 Potholes, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.6a80d8f6727499b6ba0641ae14756521.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.8e7054b0871037097ad384e9ae7a6d4b.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.4ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.b5e72a19fb94faf5f7ede3ac50a9fcf6.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.bdc12293048bbbad954a462b7fcd1e83.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.0ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.c126a9806c4307001529e1765c0d9141.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.4ms preprocess, 9.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.c160a0cad6a8ceb49e2804fa70e353ad.jpg: 640x640 1 Pothole, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.cc6e910716eb557e667dfc4211faec5a.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.9ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.ce1c60319350841194ba52ad5eee17a9.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.11a2c37b50fc85b4d5e65af7a11fc28b.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.24dcd3ad57dce257b532062de6315ae3.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.27ff0a0a87adccd1ebb2ff267bd3aa57.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.4644d75b70c0e4adaac31726eeae4fb6.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.1ms preprocess, 16.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.535c0bde55254424511a0554045aacae.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.605a4c06d69a93761ba3ff6a8d2358ea.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.704ec3c540de136d6319fa6db2c1f0b4.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.8c79a9d5e7ad65a63f47b69851829584.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.5ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.f3fd2ed99457551fccc89c56f5977dfd.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.1ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.f6edf7fe4f25828e4693c2f003cf942c.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.4ms preprocess, 12.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-292_jpg.rf.489237421a1c9db08768906c464a0fbc.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-292_jpg.rf.523afb2a4f9ecff65896f51646e87514.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-292_jpg.rf.526816a8cb0ba8857dbfef0f61638ed1.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-292_jpg.rf.8692206d94333f31cc85c22e9a7ae80c.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.2ms preprocess, 15.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-292_jpg.rf.99d50c8825abcccb748605427813f004.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.2ms preprocess, 15.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-292_jpg.rf.ad61b98248aaf7dc8b9e80409dbbb92e.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.6ms preprocess, 10.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-292_jpg.rf.ae09e329328c6243979d60e27432426c.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.0ms preprocess, 11.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-293_jpg.rf.b375513d53488c6ca0f552b7d21a49f5.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-293_jpg.rf.e6ea24e87dff6293b90c3e7889929711.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-293_jpg.rf.f729fc4c4734d244aaa18349c73d0ecf.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-294_jpg.rf.227fe049f252094246fedd073b7a0887.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.4ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-294_jpg.rf.460e35779b166e25f4f89cb394f861af.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.1ms preprocess, 11.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-294_jpg.rf.9c7d7c271f2f39558f4b7c7cf52dee46.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.5ms preprocess, 12.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-294_jpg.rf.a8fcb29d1be65b95e83e1ed3643c727e.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-294_jpg.rf.e8ce533c31c43012adb13f95a1b751df.jpg: 640x640 1 Pothole, 22.3ms Speed: 2.7ms preprocess, 22.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-294_jpg.rf.f48ba8f673111dcd3372528f63e1f219.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.0ms preprocess, 16.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.09942d7ac61719a6ab24ae590ec2dd9a.jpg: 640x640 2 Potholes, 11.1ms Speed: 3.7ms preprocess, 11.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.67598eae568dc32044c0fb6b87c7b1c7.jpg: 640x640 1 Pothole, 9.7ms Speed: 4.0ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.961ce6a595f6beca120bb9e9a7656f3c.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.1ms preprocess, 14.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.9c7fbbf9809e014c595c43d4ffb58b2e.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.2ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.cbf8da6d8524b60d0c3e53bcfaf44721.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.e067e0b10e38667afcfea5a34bc3640b.jpg: 640x640 (no detections), 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.e29dfa50001b852ab6a44b1165083205.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.f693e77870eeee43df2d5c3a592e65b9.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.3ms preprocess, 11.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.f99a01ce698b1e80cc1de39de54b08d5.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.fb802782017b226fd9e7557812c76186.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.3ms preprocess, 11.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-296_jpg.rf.0b40a187a1a82ec119815440a4a33da3.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-296_jpg.rf.1663b08fee189070a5a42b5b570eb346.jpg: 640x640 2 Potholes, 12.5ms Speed: 3.6ms preprocess, 12.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-296_jpg.rf.2344457e78969a7ed34fa574d55a2029.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-296_jpg.rf.29617b8c2a764a6c379df10a16fc77bf.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.6ms preprocess, 11.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-296_jpg.rf.8a8615cdf9ab0213caae97e9482f78cf.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.4ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-296_jpg.rf.969dfd19b94741af338e4db5cd667a65.jpg: 640x640 3 Potholes, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-297_jpg.rf.82bc738323c92e369464a8d74c0423b2.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.5ms preprocess, 10.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-297_jpg.rf.a24440997729da8e5a196b103a978ddf.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.14be7c6b86f4f43816f604733d5ebc6f.jpg: 640x640 2 Potholes, 11.9ms Speed: 2.2ms preprocess, 11.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.331031fc563e3dfd2941a0b0dbb89efd.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.8ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.510c65f5d0533162b7d0b12d9e858769.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.0ms preprocess, 16.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.69e1dcffea2950cca4f074999097ecc0.jpg: 640x640 2 Potholes, 10.4ms Speed: 3.2ms preprocess, 10.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.7113715764fabf783427ab945886776f.jpg: 640x640 2 Potholes, 9.7ms Speed: 3.3ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.8e351d36f5ad2b7041e48fb963989e25.jpg: 640x640 2 Potholes, 11.4ms Speed: 4.3ms preprocess, 11.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.90dc336226ae27a5850da4eecdf9c204.jpg: 640x640 1 Pothole, 17.6ms Speed: 2.7ms preprocess, 17.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.935b03432f6ef4adcbd21cc9475f3d12.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.b1b8189a6f1ef6354310fa7c91565ed7.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.b43e51d996187770c2b9e470f986089f.jpg: 640x640 (no detections), 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-299_jpg.rf.0316d4b67e6125351272ffbafe2b63bf.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.5ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-299_jpg.rf.4f4ec9c8174a56499dbc386ddac61fff.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-299_jpg.rf.61bf63d04458c3748d4524bef2518eab.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.2ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-299_jpg.rf.ba13196d67708272b02d1a9f0aa79a3a.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.7ms preprocess, 13.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-299_jpg.rf.ebf0ce08fbd6ab40eccb074153ce620d.jpg: 640x640 1 Pothole, 9.4ms Speed: 1.8ms preprocess, 9.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-299_jpg.rf.f98af38471d03d97d6dba5db695b9495.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.8ms preprocess, 11.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-300_jpg.rf.1793bde33605ecb3bfca870eca966b68.jpg: 640x640 1 Pothole, 17.0ms Speed: 3.2ms preprocess, 17.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-300_jpg.rf.87b02cbc7a32036f39d3a442f5771bec.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.7ms preprocess, 13.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-300_jpg.rf.b0272fc012dfa186c03fb944151cbc86.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-300_jpg.rf.f4080690113b99a92eac1014ef9d19b1.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-301_jpg.rf.04cf94048e9eb3e98fced11e64b2c1f5.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.0ms preprocess, 13.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-301_jpg.rf.19d44739bb3464644bca7029771af0e6.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-301_jpg.rf.71809be2829948f1bec13e009ce383d3.jpg: 640x640 1 Pothole, 10.5ms Speed: 3.1ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-301_jpg.rf.9b3e3b6322458f6ee05441db06078518.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-301_jpg.rf.e0271017ca850e136ad322d312142567.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.5ms preprocess, 14.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-301_jpg.rf.fea86e8cb163034232c4a25eaee4540c.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.4ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-302_jpg.rf.1d6b390e0b33b6001df3d3021c51de28.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-302_jpg.rf.736d72ac1a6dcbd348ce0a18a9de2fc9.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-302_jpg.rf.fb888deb05032f133d54ebd8742e30db.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-303_jpg.rf.271a150a627d65345ba890402bcb13e5.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.4ms preprocess, 11.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-303_jpg.rf.3c7001569a89737ffa715a024ae2f75d.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-303_jpg.rf.8a033e012b3ad127631e35bdfeec7318.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.9ms preprocess, 14.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-303_jpg.rf.8b87d15c7021fdf8a7554a6c2b4d25f8.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-303_jpg.rf.92a1c0d05c9901b515014d46edbfc42c.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-303_jpg.rf.babdc5c4dc00475b1feb4bf6961201bf.jpg: 640x640 1 Pothole, 12.7ms Speed: 1.9ms preprocess, 12.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-303_jpg.rf.bef3284a91359b033d7401c6d58291e1.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.5ms preprocess, 11.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-303_jpg.rf.cf3214aee0a719f2254018c77524a838.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.3ms preprocess, 9.7ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-304_jpg.rf.0d2d6813ca7108d1ef01f452207e2f56.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-304_jpg.rf.78eaec2c717c70a547468c8eb5071154.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.3ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-304_jpg.rf.791f2f58852426b80fdb6f92a199d890.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.7ms preprocess, 11.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-304_jpg.rf.b632bd5e8c11916118327ee926b54cca.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.4ms preprocess, 16.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-304_jpg.rf.c0d62ea32016ca0de0ccded31dc48ba5.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.2ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-304_jpg.rf.cb68f0d09c3dda4771fa0558611ab5b3.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.0ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-304_jpg.rf.ef0739bd1e709836b579f67752b8c185.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.1ms preprocess, 14.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-305_jpg.rf.39362149f22ffcfca57ffa5ee848a131.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.5ms preprocess, 11.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-305_jpg.rf.98af58c83163899a317ff6e162ee9541.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-305_jpg.rf.b1b50b1316d8c870c5ec50c95ade3d52.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-306_jpg.rf.a3a04d32bd41ee9188cc2a6cfb1df147.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-306_jpg.rf.e0517de3a8c700c67f6b5d2942f49161.jpg: 640x640 1 Pothole, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-306_jpg.rf.e44198baaaecd8f9736203123db1a1be.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-306_jpg.rf.fa1a5ca4299eeea8cf553476e5d56eeb.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.1baed568bc148ace2852b9eca934715c.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.3a7d05109aae364dfbfa4ce3fc6fc24d.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.4ms preprocess, 11.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.4e5232d02ddcc0a34fbbf3aa3b5d4614.jpg: 640x640 1 Pothole, 14.0ms Speed: 2.5ms preprocess, 14.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.639e7eb58e153b245605f1540a1362d1.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.4ms preprocess, 12.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.76fdbd2976e7e66d939fa058e11af406.jpg: 640x640 1 Pothole, 20.9ms Speed: 3.6ms preprocess, 20.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.793130db89cd5eca5c3350d79ec42b06.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.7b964c2946fa4550d034000ee0730ce3.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.7c2ec2d858def8222a5eeab4acfadf57.jpg: 640x640 1 Pothole, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.c1269bbd3d62f20eb679e36ab07ce192.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.c1b7ed40e3da986563ad7b54132800ec.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.8ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-308_jpg.rf.3a3218b9f0c0329697405716b663d7da.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-308_jpg.rf.6b89e5d0752787ce7a4eb68aad1ed7f6.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-308_jpg.rf.850270d323b9b5668bafe064b0de98bc.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.4ms preprocess, 11.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-308_jpg.rf.dbfbb84961d277459986b517f50dc11d.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.1ms preprocess, 17.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-309_jpg.rf.0e8319da963623c754c179be7c97e54a.jpg: 640x640 2 Potholes, 17.7ms Speed: 3.0ms preprocess, 17.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-309_jpg.rf.712ac840ec126f1c94739f93096d7099.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-309_jpg.rf.7bed015e4389cab7ff9821e057e685d6.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-309_jpg.rf.909b928de93f978b87a7120ff1e1d8c7.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-310_jpg.rf.61afa9c7752d0f9fbb5a65e745be4896.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-310_jpg.rf.97f7559ad6d51d9d40d32f1c7f00337c.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-310_jpg.rf.de1b65a0dc94a4c6fe4e51ccc070f182.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-311_jpg.rf.07d691379330d2b6e8d23c442503ad3b.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-311_jpg.rf.9ffcfa7d06096265cf538b0922038d4c.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-311_jpg.rf.aad74344adf9fcc347d2ee16f9b40af9.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-312_jpg.rf.389db8129c4d85b4f26ff87719476772.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.5ms preprocess, 13.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-312_jpg.rf.3dff1970a40f33adfdeb37b466a5ae16.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.7ms preprocess, 15.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-312_jpg.rf.b06278ecd5c388167251d977cb336c64.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-312_jpg.rf.eef94116b722ddeee46c8c3133f90ea9.jpg: 640x640 2 Potholes, 16.8ms Speed: 2.7ms preprocess, 16.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-312_jpg.rf.f911b9891f5a723f7dca778d0264444b.jpg: 640x640 2 Potholes, 14.0ms Speed: 2.3ms preprocess, 14.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.40ab180a3e06bcf598fffcb41e2e2927.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.42455b0fd225a3b91e0d945a007ca9d0.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.60350176069313f8f3185c7824e874ad.jpg: 640x640 1 Pothole, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.6c26af387a416265394466ed46620e00.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.6e0b420674c3e1ad6e8268a6d010ad9f.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.7ms preprocess, 11.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.9c4fc57fff0cfe39653aaebe2e6fe96d.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.6ms preprocess, 12.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.b2963716915fca4d5d0c1ec2f5d617bf.jpg: 640x640 2 Potholes, 13.9ms Speed: 3.9ms preprocess, 13.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.d42df4a344b32a13105d50f25126c18d.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.0ms preprocess, 12.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.e2c83383e0de8580d30111df2343638a.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.0ms preprocess, 11.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.e5edd46a08c81e44b71b861dc4a4a2c0.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.2ms preprocess, 12.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.2116d2ed07b71a038c758d5cd5fc8240.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.4ms preprocess, 10.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.26f4b57e50ab8ca7e63e56655579d9a8.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.2ms preprocess, 16.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.4a680d6c865b7856050772bdb2ac8e3a.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.7ms preprocess, 12.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.6776bad30d3e2932d23ed598a9ff2aaa.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.709461fe92a274212b0d812fdb05b013.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.92d3c5eeaafa1c17b7234ac08bdf009a.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.bd12635e1a081402c6db1a93a06d1f8b.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.d00f274664ea36f7003e33f57d706a1f.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.2ms preprocess, 9.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.fc256ffd2becfc1435af190d22260c78.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.7ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.18c8606aaa0825f2f3b610b5bb88418a.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.8ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.219fe61abc903f0ba47e3e590a40183c.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.391b05488cb2aefc295d50af22496ae7.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.1ms preprocess, 12.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.3eb6d334d7b63e428eb8d66860f12cb3.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.3ms preprocess, 15.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.8a759323697ba7d4625bc2ed78ad437e.jpg: 640x640 2 Potholes, 11.4ms Speed: 2.4ms preprocess, 11.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.8d446e463e5bc14eb816823ebf4d1f35.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.9ms preprocess, 9.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.af8fe95c4430997b897738125315ad3d.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.4ms preprocess, 13.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.d59500d41126c6b7a49cd00f8b839a39.jpg: 640x640 1 Pothole, 9.4ms Speed: 1.9ms preprocess, 9.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.f09ef819235f0f4b1e757ce2697e420e.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.f8d25c5e60722842da15dcedd7c56db4.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.1ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.fd5a7dbc3812b4cb43cf59b96d747eee.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.8ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-316_jpg.rf.11acd20e67f3d7c99dd2afedf1a4bd0b.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.8ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-316_jpg.rf.6170de4b93e7e57a4a03cd5c1a05bc48.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-316_jpg.rf.91a91f6244b52d1e0b801f8444fdd1e9.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-316_jpg.rf.b3e2d01e601081094804012bc095e551.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-316_jpg.rf.c4ec137d5e7d2d8ab1ae767ae19195bb.jpg: 640x640 1 Pothole, 9.6ms Speed: 4.1ms preprocess, 9.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-316_jpg.rf.f22bcfe0e07d13fdc236d934c9ab301b.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.4ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-317_jpg.rf.02b8eb6c0f55b2908251bad0b563afc6.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-317_jpg.rf.242e9364c925a4b4e1924bcffa557b4a.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.4ms preprocess, 9.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-317_jpg.rf.6efd44317069014d05320e1bdc685ece.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-317_jpg.rf.78a0943eaef6fed82d2b2ac7429659cf.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-317_jpg.rf.c0784b8eb090ba4616acaf7263d90eb6.jpg: 640x640 2 Potholes, 9.4ms Speed: 1.9ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-317_jpg.rf.c5649fe1bd8b325b90509ce4fa8e3857.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-317_jpg.rf.cf57f27bd8fd1bf1af197b676f7485a8.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-317_jpg.rf.f054cbe113000723d4cdcb3f0c6f2943.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.1bcb3e83478bec60d6683bf96702b857.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.29ce80a3eaa871d68c38c1b8ace05365.jpg: 640x640 2 Potholes, 9.5ms Speed: 3.6ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.5af7601734e1728b04945ffed65f4ffc.jpg: 640x640 2 Potholes, 11.5ms Speed: 3.7ms preprocess, 11.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.87165a14df4bb00f24428622f1cd615f.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.889671ad88fe9d40c34fea1025bc47a1.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.8a23fc9f78fa69c5a34a145b4024f854.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.9e24e5002c0b0117953eb30f77c8269f.jpg: 640x640 3 Potholes, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.b59362785804e6215301ce2da1315e17.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.bb394aa95f68fab3870a881d188f57c0.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.de5eb21135e50fa284e36b7a993810fa.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.e412e4d456bf991c81eb5ffc342bade7.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.f48f633dd9c66101c26500f3966132fc.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.8ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.fdd19e5bd23cde274737524b2a333230.jpg: 640x640 2 Potholes, 14.3ms Speed: 3.7ms preprocess, 14.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-319_jpg.rf.25277930589442ff6eaef3bc288d933b.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-319_jpg.rf.3245e143f33a614d35b4d42905e2177a.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-319_jpg.rf.4f0c1e2be1a67947714054b1c24492b3.jpg: 640x640 2 Potholes, 14.4ms Speed: 3.8ms preprocess, 14.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-319_jpg.rf.b634f2fda48325c4e1070b15f0fda9ed.jpg: 640x640 1 Pothole, 10.5ms Speed: 3.4ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-319_jpg.rf.ed082e58b24b865e86aea6e4f2bed586.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.9ms preprocess, 10.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-319_jpg.rf.f5a4467848e3bb617e78ef540a4ea19e.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.0ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.1d256809107104540bf29e059997f47a.jpg: 640x640 2 Potholes, 9.4ms Speed: 3.3ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.1f1b9604bc0a78ae3067a4e782023f5c.jpg: 640x640 3 Potholes, 9.6ms Speed: 3.6ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.3425dfbab25acf4e789817d063f8fa98.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.375591796f1d869ca5d3b75efcac849e.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.5951edf1fe444544d8f0726e6023917d.jpg: 640x640 3 Potholes, 12.0ms Speed: 2.7ms preprocess, 12.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.6f022e62b93f33d38a625abd8806dabb.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.712f0a07987e9e4e98fbc65c1ecebf7a.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.8ms preprocess, 9.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.7c912db63c728083ff386b40fa11bc82.jpg: 640x640 2 Potholes, 13.8ms Speed: 3.4ms preprocess, 13.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.a4b2624495ef501caab9938ce786f2c4.jpg: 640x640 2 Potholes, 11.8ms Speed: 3.6ms preprocess, 11.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.c55d6a63a4e7489e72cd94ae02ea288d.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.c6e3b49529f71005c5e94137132ff85e.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.c9afa61455ae3774711162e34f7a8c3b.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.f1e5ec3c386e9bf98dc1e1837c1b341d.jpg: 640x640 3 Potholes, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.fbbfbe90cd0e32ae55af4c378c7a5657.jpg: 640x640 3 Potholes, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-321_jpg.rf.5b22aadb2d9136c5d4aef82b2c208619.jpg: 640x640 3 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-321_jpg.rf.c9969de305df24b152b53e89c1483d4e.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.2ms preprocess, 10.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-321_jpg.rf.ecb580cede71eff7c489636bd45308a7.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-322_jpg.rf.1324a32aecc35a97ac380c3aa1911cf0.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.5ms preprocess, 12.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-322_jpg.rf.31820c0e8dcda8a198ed48e5c685594d.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-322_jpg.rf.3efd47f78db832fe16d7321528f960ba.jpg: 640x640 2 Potholes, 14.5ms Speed: 4.1ms preprocess, 14.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-322_jpg.rf.aa52932141be98bee8231c1aa13c63f6.jpg: 640x640 1 Pothole, 20.8ms Speed: 3.4ms preprocess, 20.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-322_jpg.rf.b14825d776fea04c4e94014748327a49.jpg: 640x640 2 Potholes, 12.5ms Speed: 4.2ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-322_jpg.rf.e38d765633243ab205e50465ee1a7cac.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.7ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-323_jpg.rf.17a177a75efdb1b3c9e7a3a75b438ac4.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-323_jpg.rf.49e851793206f4c1cd9a75c3a69c81d9.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-323_jpg.rf.5288ae6fcdca01e4d7cbfc3101fbde99.jpg: 640x640 3 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-323_jpg.rf.99b71a11306c4c9211355a4496113d9e.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.0ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-323_jpg.rf.a9ef6b211cacd32641e7e874e152c940.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-323_jpg.rf.c989f911c7548bd21fcffec858a7d043.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.2ms preprocess, 10.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-324_jpg.rf.10d9073a3c01479e9e76f0efb69b1357.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-324_jpg.rf.2b5ddfb08935596b8c7b9513e58d2c70.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-324_jpg.rf.6c34c225f71c8fc3a2a8fab0ba573737.jpg: 640x640 2 Potholes, 17.1ms Speed: 3.9ms preprocess, 17.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-324_jpg.rf.8c9d18bb61bd356cd2bf83ef98494bfe.jpg: 640x640 3 Potholes, 15.1ms Speed: 5.4ms preprocess, 15.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-324_jpg.rf.a165983deff6db0a7378a18c1c4c08fd.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-324_jpg.rf.ea2929edaad13e1673374a860a8c0ccc.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.03ad9e99f30b99b96c0cd08fae707d2f.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.20442e48d0c0916795e66f8ac5f90602.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.2b01891b6b8de6f17665e4cb4cf1473c.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.2dfed19bd5b4397af5bfb732396c6bc1.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.321f488df41738c990878cfdd671004a.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.0ms preprocess, 9.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.3d1235fc1f27dce0885c4edaf2bd5cae.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.70f5560de4a044b0a2cbde3595cc9317.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.81d42d6bd3ecb8c6a1e9bcdc6277351f.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.7ms preprocess, 9.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.d362856aed9c77169743b8906f83e36d.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.d9bc3ea38ace151432d0dedb69de05a6.jpg: 640x640 1 Pothole, 23.1ms Speed: 3.6ms preprocess, 23.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.fd1bda10ad9398809e686c61b7eca0e0.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.2ms preprocess, 10.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-326_jpg.rf.2571e408e6840b48df87268d8bcf380a.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-326_jpg.rf.729bb4ebd6441f821ec2ad5411e95a8c.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.8ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-326_jpg.rf.b782c1e4ab334407cd07f3ee8159e46f.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-326_jpg.rf.d2603d82cff65cc68bd5659a8029c461.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.15a0debde0e8936a5ba8c706efd38af7.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.232236b9f4fdcb1465485e516ad80a1a.jpg: 640x640 1 Pothole, 9.4ms Speed: 1.9ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.274fe5e52c0d6ff4d3fd1df2de1f1571.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.321149b3266bb4c52ae45d1d5f2a0c8e.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.35dd8050b0cfa609ca21a14ba09e57b0.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.8ms preprocess, 9.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.4334ebb194c8cb693a594bccc41993f4.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.4ms preprocess, 13.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.725b9d5e6fcc387dc781d9c40baeb30e.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.6ms preprocess, 15.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.74d706f6b3e794cb042abecb7fe3c029.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.8ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.85374dfedca5e4c430d9cea635a416cf.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.908eefac69c6c885e69a924613127c6d.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.e65039a3cf624eab74143440154ee8d1.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.f8064306e5196b8fc59b3153d4810d58.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.f93166687d1932a35dfebe4d6d929891.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.8ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.11a67ce54b380e080e7c4592033942a0.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.19c789c4ba9c67c9382cce88f47f65d4.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.276248335afe0b250a47f343832f2504.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.55d7678ff627939a3324a46f788dddeb.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.6e29082b46e3dff458583afd4dcc2fdf.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.71000f1d8047d233df685a52216c2858.jpg: 640x640 1 Pothole, 21.1ms Speed: 2.7ms preprocess, 21.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.9d883e3a8efce7e469efd7cdd4976380.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.3ms preprocess, 13.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.b2bc7f7077b5f0b670bd6cd4d2d26259.jpg: 640x640 1 Pothole, 17.2ms Speed: 2.6ms preprocess, 17.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.da50caff8e09d1f285f1ad84d47c492f.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.f40ca78838c2e00bb2063acd581d3ddf.jpg: 640x640 1 Pothole, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-329_jpg.rf.4db41c02e48b4b0ee75649607f38b896.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-329_jpg.rf.635d85b091455be330ae86430c515e1a.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-329_jpg.rf.c9e63ba9a989a0aed9209e80ace14424.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.8ms preprocess, 9.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-330_jpg.rf.55888d237f912500d7aaf7cdd176b002.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-330_jpg.rf.f7fc57e93d9e67b33d8dc8d2bc226479.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-331_jpg.rf.3fdc76f527d6c6fcb5e9988ec4d5f216.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-331_jpg.rf.5c97110107f49d426bd05a8f85882e99.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-331_jpg.rf.7826855b3c06b33f5b3a73d7affbc209.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.4ms preprocess, 11.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-332_jpg.rf.482a877c84215e135c3c3ec5b7710b1b.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-333_jpg.rf.21eb984eaa76da4c93d7b699219b635b.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.3ms preprocess, 12.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-333_jpg.rf.79f56890ef92a67782933fae878a6d7c.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-333_jpg.rf.cbf1062b141cedce62c3b1002cf86979.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.02404158245eefbc8e5a8ea291a01b88.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.253ce11b327bebb8aa5c653f9f5d37a1.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.44910034312bf129c3367541dec6af46.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.45ed07976f98fec730367e3b261582df.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.64472ff0c29c89847857efaeae8aa400.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.9f6c65c999f032fbbf3ca80bc8af7b10.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.b128ca9893586abd38b2a85409f8fa89.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.3ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.bdebe65189a8efeae8a18326df75db4a.jpg: 640x640 (no detections), 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.c6a84f19ccf73f289b415325c02186f2.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.dd86d7b5aa0f7f6a53e8e85ef16971e4.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.dec57a2df526e9739e3a2691878efb62.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.e425a83cad477102599a0f91500c08b2.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.1ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.f5311312ba84e5123a8eec1696ae1892.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.9ms preprocess, 9.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-335_jpg.rf.365f3b183fe9770c7023ba4846a1bb68.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-335_jpg.rf.48079956230721332dfbf28c7cf63cd2.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-335_jpg.rf.6a9e70a568ae49f8bdfaa6c6eb5e2165.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.6ms preprocess, 15.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-335_jpg.rf.993e70622331777d9992f9dc3e2fd81a.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.1ms preprocess, 11.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-335_jpg.rf.a10959b33e34eb841526bac1f28ce885.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.2ms preprocess, 11.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-335_jpg.rf.b200505be383812cb5e30461711fdc9c.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-335_jpg.rf.d218487518722049ef93e7c2399d1c8b.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.4ms preprocess, 9.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-335_jpg.rf.de7c7fd1bb8a607c89c1d72ef6bf477d.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-336_jpg.rf.053435ca437a45ac0358078150cf9d80.jpg: 640x640 2 Potholes, 12.6ms Speed: 3.5ms preprocess, 12.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-336_jpg.rf.0674d22ec4f78c3a92c69cdc9fedc184.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-336_jpg.rf.48a874db4f139d94e47724f91a35bc70.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.2ms preprocess, 12.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-336_jpg.rf.742ec4a7239cb773a76c6fba2fe8decf.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-336_jpg.rf.ae6266093eceb55bea96623c28c7376a.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.7ms preprocess, 9.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-336_jpg.rf.f9a6f6ec577d62559a46eed9f7c8fa9f.jpg: 640x640 2 Potholes, 17.2ms Speed: 3.2ms preprocess, 17.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-336_jpg.rf.f9f24056f105c2dd28e62c5c5d46dff6.jpg: 640x640 2 Potholes, 9.5ms Speed: 3.0ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.1df43430c9a3cfeebf796ac3b60a396c.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.45d7d5ec44858f0c7ee0fb4cdf933d11.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.478d834b7ca9c5cff82964afda4b8f36.jpg: 640x640 2 Potholes, 16.7ms Speed: 4.0ms preprocess, 16.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.5b421f44b1e3b9a3fed019cee52e0952.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.847bd3ac4f7508ef83b3f72a945657da.jpg: 640x640 3 Potholes, 14.2ms Speed: 3.4ms preprocess, 14.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.9c962e4032ba8f50330dd2335bdb7916.jpg: 640x640 2 Potholes, 13.7ms Speed: 2.6ms preprocess, 13.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.a9a26a987805367b6568329750cc1036.jpg: 640x640 2 Potholes, 10.6ms Speed: 3.0ms preprocess, 10.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.ac85927ca766452da64d38bb2b8d1abb.jpg: 640x640 3 Potholes, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.b6598063396a4c6f47973e22cb755d31.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.e9e776c61ff7ca21bd68ce80466238cb.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.362e891a0ec616f09071be7455b3e343.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.368c7da79ca987689e6dc651aad94737.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.3a2dba1deebd2f943a3409c47feed679.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.4c0c28a7470f1027cb1549da42897fce.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.5bb4a8e7cfc43e06745e2f30c988bfee.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.82c0213c34a13bab544542274c488f9b.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.8678a71858b07456a1fef446946301c2.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.ad431e26aefbc06b40ed13d37a1202bc.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.2ms preprocess, 15.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.b68aa7b4381a76b0fc4d5ea27f116bf1.jpg: 640x640 1 Pothole, 10.9ms Speed: 4.5ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.cb9520fdb257839248be9e7fc22935de.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.cfb9b91633ce4507a3006fa1cf137a71.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.fe45d75cd95181bbfe1c05efe232e406.jpg: 640x640 1 Pothole, 9.6ms Speed: 1.9ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.0b9f2c92c336ddf7856fcb8fddbabf07.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.1395a23f8ff833d1fd2890759d0a8289.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.6ms preprocess, 12.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.15c79e0859cb97c6f904040207d44ec8.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.33997863902a957377a0aef0865e80db.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.47988a6401ae6391655907b9338b5ca9.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.49f0e2952189e726231b908c8fe55d6c.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.5ms preprocess, 11.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.4d05d5f907647e19b5839a6f65cb5bb0.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.7ms preprocess, 10.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.50f303d73f0583de4af9964b13058d25.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.4ms preprocess, 14.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.55c1065fc99d7975f1c43b5be51da8a3.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.2ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.ad5d530fa8b23e7375fa96a7fbcab437.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.b56d7f92802db318fc2a03b1c700bf66.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.4ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.c9d84d7ac994573a383c46834506e242.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.4ms preprocess, 15.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.db5e2302d62a8c8e642d5ecdbae74b80.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.4ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.e36feeed8de210bde50ea67119cc977a.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-340_jpg.rf.4406a5e71a11f4b3062f9b51c84ef3a9.jpg: 640x640 2 Potholes, 16.9ms Speed: 3.8ms preprocess, 16.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-340_jpg.rf.6642d4974dda04134fd26b4be86b6816.jpg: 640x640 2 Potholes, 18.6ms Speed: 4.0ms preprocess, 18.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-340_jpg.rf.c114e7c80d75df6223292c09893a2496.jpg: 640x640 2 Potholes, 9.9ms Speed: 3.3ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-341_jpg.rf.634dfad94e36c29146ac78b0367c0015.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.4ms preprocess, 9.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-341_jpg.rf.8a5c2d5f0fc36ad88e1dff11c2f43851.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.4ms preprocess, 15.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-341_jpg.rf.a74ac02c489a6791c1503a0ed4febf43.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.7ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-341_jpg.rf.b7543a807c96501d043b0b94f4c57270.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.0ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-341_jpg.rf.e465db05ef6562cdd04412611b9cecf0.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.6ms preprocess, 11.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-342_jpg.rf.07ff3d9c849ec116b5a46d5e376aac2d.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-342_jpg.rf.254f8f766bf4cfe9affa3222426121db.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-342_jpg.rf.720b76127aa72c52f917e1769670a730.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-342_jpg.rf.940c37eaecc8e9109e8c6395340f7145.jpg: 640x640 2 Potholes, 11.2ms Speed: 4.6ms preprocess, 11.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-342_jpg.rf.a1698071491da8748c968e59153a59e2.jpg: 640x640 2 Potholes, 11.7ms Speed: 4.9ms preprocess, 11.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.0101a5d45e421676a6c0f1b4f2348f7f.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.7ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.05d7d352af7bd2c41c1d34501ffe1205.jpg: 640x640 1 Pothole, 17.6ms Speed: 2.7ms preprocess, 17.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.279f15ea81749851a63baace86dde840.jpg: 640x640 1 Pothole, 17.5ms Speed: 2.7ms preprocess, 17.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.301ba72141a8040da954480813e377f8.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.5ms preprocess, 10.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.45481da4301ffed8d8714335aee7f5fe.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.6be2b88e970f0adf39c8e51e593dff8d.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.944ebe1d45a307ab70b63144dd92764a.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.b776af85757c7c714cf151453aef479d.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.d5910b7f511cc362f192b17a5986597f.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.edb46a948c627e4ca973a641179c4d31.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-344_jpg.rf.556c9188e5754f47ec2aade5033ff646.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-344_jpg.rf.7b85ead8fcf7b39e41a1469ac3f138c0.jpg: 640x640 1 Pothole, 10.5ms Speed: 3.4ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-345_jpg.rf.2827ab3458b71d684aaae8c75a9362d7.jpg: 640x640 2 Potholes, 9.9ms Speed: 4.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-345_jpg.rf.4125333dd53cf93037288b9e1a6f856c.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-345_jpg.rf.5a1fdfa458910bc3662dc60cb43363a4.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.8ms preprocess, 16.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-345_jpg.rf.799368c29728650b1ea53a3d75fd46d5.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-345_jpg.rf.7fa9e795d04afa4a8890a0104ed46d2f.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.9ms preprocess, 15.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-345_jpg.rf.832aa58ac08f6fe17a0261d32f2e75fc.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.8ms preprocess, 15.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-345_jpg.rf.ed33fe258c150a4ff7794b26dc044ecb.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-345_jpg.rf.ed987b1f2c37a93344eb79ad14c51c46.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-346_jpg.rf.0dbe3fcebbda457d39c22164992fc6c6.jpg: 640x640 (no detections), 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-346_jpg.rf.2907cad04b2077ed653a5f8bc79e7a69.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.0ms preprocess, 12.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-346_jpg.rf.3f040df60281b6eecb87251721ae2492.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-346_jpg.rf.5607575261c85e97b3d1795a03977f67.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-346_jpg.rf.6e9813e98df6aa3bb108cc1a464fdd4e.jpg: 640x640 (no detections), 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-347_jpg.rf.4d68d7ea34d64c05854e335a3211832d.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-347_jpg.rf.8cf7a374d561fbc00582ebe0a5bee202.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-347_jpg.rf.8d1d6f8f1857336bc09c019639d3b66e.jpg: 640x640 3 Potholes, 12.8ms Speed: 2.7ms preprocess, 12.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-347_jpg.rf.9e37bae613b44a6d02fd8d28b8c8fd7d.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.0ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-347_jpg.rf.f71374614bc50688865ada5f0c56c03d.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.6ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-348_jpg.rf.1052bd75a0e4039e5f39081142852e84.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-348_jpg.rf.2b4b62a0770dcc3dfb28316695b7ddb9.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.1ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-348_jpg.rf.61a6a0b440649a80dc69aeadb5fb2340.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-348_jpg.rf.673fdd602d5280792c972d256ce371aa.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-348_jpg.rf.69d1726ee1f9bd4e630ac43b7ad567df.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.0ms preprocess, 11.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-348_jpg.rf.92f3624686a6086a69a9a20cd171069f.jpg: 640x640 3 Potholes, 17.0ms Speed: 2.7ms preprocess, 17.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-348_jpg.rf.b4b3ccee4382ceb08fee92c8219581d5.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.9ms preprocess, 11.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-349_jpg.rf.95c6de596378dd94be2d8677d17c4dd2.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.0ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-349_jpg.rf.bb6b7ae9bbdf5bae1b8f60d4778471ed.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.4ms preprocess, 13.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-349_jpg.rf.e7c0578e38215df830d98d96a53f442f.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.5ms preprocess, 10.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-350_jpg.rf.359d7ad8ac598b7f604c524173ca5a62.jpg: 640x640 3 Potholes, 12.6ms Speed: 3.5ms preprocess, 12.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-350_jpg.rf.83bb6fe710fec555eb7b3d224c19b288.jpg: 640x640 3 Potholes, 12.2ms Speed: 3.6ms preprocess, 12.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-350_jpg.rf.9b62a3bfa5606be47caf39896087b971.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-351_jpg.rf.4263fb006d811eeb21eba30d0f30f042.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-351_jpg.rf.d3b2d05a1298a498a3023ba5c6e93cde.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.5ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-352_jpg.rf.2f1dd73a06a9d1c2ecd0d4ce3be78838.jpg: 640x640 10 Potholes, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-352_jpg.rf.71fa5055a851ae6b5067167b5ae6001b.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-352_jpg.rf.da51ad638be55b16fda5e56fb9d102d6.jpg: 640x640 9 Potholes, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-353_jpg.rf.01546fdd7af6eb6d98a0514561e5df62.jpg: 640x640 5 Potholes, 10.7ms Speed: 2.4ms preprocess, 10.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-353_jpg.rf.262acd99871d1bdcf617019241308f45.jpg: 640x640 5 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-353_jpg.rf.a2967c64c30ac5ab2dae8e8bd85362de.jpg: 640x640 5 Potholes, 10.1ms Speed: 3.6ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-354_jpg.rf.14b1f1578bb41650203a78ff2792f899.jpg: 640x640 2 Potholes, 10.9ms Speed: 3.5ms preprocess, 10.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-354_jpg.rf.5b4ca3af1c15871a33efe6c52991950a.jpg: 640x640 2 Potholes, 12.1ms Speed: 3.1ms preprocess, 12.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-354_jpg.rf.99605faa34123c783f177e0f3f5f0e3f.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-354_jpg.rf.bb9b63a994b75890004161c3abae3cff.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-354_jpg.rf.ccf0cbc5258dfa0884c65ad8b57284e3.jpg: 640x640 2 Potholes, 10.2ms Speed: 3.3ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-354_jpg.rf.d4983b4c2ed25674df32ea631049f962.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.4ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-354_jpg.rf.dbb1819159c99e02cd9bbb09392a14d5.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-354_jpg.rf.e233df8f28ebb7aab1ffba5ce5d969e7.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-355_jpg.rf.2cf8421ea471d28de4d057603a7db310.jpg: 640x640 4 Potholes, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-355_jpg.rf.7aa61afc16e1689a9f143ab599ee982b.jpg: 640x640 6 Potholes, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-355_jpg.rf.90a7111bed82c07684a7fdbebd7a6533.jpg: 640x640 6 Potholes, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-355_jpg.rf.a678fb63792dce07085088463a40a0b4.jpg: 640x640 6 Potholes, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-355_jpg.rf.aeaabbee3267a866fd86680270d7c636.jpg: 640x640 6 Potholes, 11.3ms Speed: 3.8ms preprocess, 11.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-355_jpg.rf.ce48c5564f5cc87419073b3d81b73116.jpg: 640x640 4 Potholes, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-355_jpg.rf.e337dd0405fa6fffe3586c9ab250a3fe.jpg: 640x640 4 Potholes, 13.4ms Speed: 3.5ms preprocess, 13.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-355_jpg.rf.f183206302d818de1ecd37dfd365b84c.jpg: 640x640 5 Potholes, 14.1ms Speed: 2.8ms preprocess, 14.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-356_jpg.rf.2653edc45ae71d4a01ffa681cced74da.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-356_jpg.rf.3e7249136dac45f9d3dbca0d4f1238ae.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-356_jpg.rf.75220b29889ef3e08cc368f44e4c5df3.jpg: 640x640 3 Potholes, 9.5ms Speed: 1.8ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-356_jpg.rf.cda42fe43533e6501330f0c54793ab0c.jpg: 640x640 4 Potholes, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-356_jpg.rf.ee5cd3f395fd7be644bb88896bca43e5.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-356_jpg.rf.fc8ec7f84a407ca4cdd078da7ad3bef7.jpg: 640x640 3 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-358_jpg.rf.1fa8106f0677643eb6dccbd1c6e7fc3b.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.8ms preprocess, 9.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-358_jpg.rf.f41b8e0059291db642300a5dd2d7f1f4.jpg: 640x640 4 Potholes, 16.2ms Speed: 3.7ms preprocess, 16.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-359_jpg.rf.0fe3c330fca2d98007cbb395c60ed933.jpg: 640x640 5 Potholes, 12.0ms Speed: 3.1ms preprocess, 12.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-359_jpg.rf.27173da996b7b8708221b7df4eba8ad7.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-359_jpg.rf.48dcb8a180a77944328b351166d1aa9b.jpg: 640x640 3 Potholes, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-359_jpg.rf.6eb396bf6563d35bd0cb1f6da71cc583.jpg: 640x640 4 Potholes, 10.5ms Speed: 2.8ms preprocess, 10.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-359_jpg.rf.7858db3896ac3bb86d7900d7c8d7a4bf.jpg: 640x640 4 Potholes, 9.7ms Speed: 2.8ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-359_jpg.rf.8dff10aa6c47db2976cd15f5c7e5f579.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.7ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-360_jpg.rf.5c422f7b7dea734887a68216c2ce6c93.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.0ms preprocess, 15.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-360_jpg.rf.677bfcebe776f28c4e2b921cc0361ab8.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-360_jpg.rf.a191ba9776bfc965131e4e94cf697955.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-360_jpg.rf.a354c575bcba2e14678e04761e5cf5e0.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-360_jpg.rf.c2a6f27095cfc26ea7b8396bf2e6bc84.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-360_jpg.rf.e5c382730c04e8f9788d2927a4be12dc.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.0ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-361_jpg.rf.1b67f958a63ae7ff73d3321596d8e093.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-361_jpg.rf.dc2e597150bdd13f67ae2c3a5fdd1d37.jpg: 640x640 2 Potholes, 16.3ms Speed: 2.7ms preprocess, 16.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-362_jpg.rf.3c34ebbbf02c0d9e3878b13dec9b4a6a.jpg: 640x640 (no detections), 12.2ms Speed: 2.6ms preprocess, 12.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-362_jpg.rf.44bddce9af6b1599d9a65b8aa4036a34.jpg: 640x640 (no detections), 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-362_jpg.rf.53bf750e62d4d19bb56d861c9eb7a38e.jpg: 640x640 1 Pothole, 9.8ms Speed: 4.1ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-362_jpg.rf.d28498d526072984844a5bd0921729ef.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.201aed72e0746ada6fedb2da37155a9a.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.2d2e46aae8bccb0fcf33a37420447de1.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.395e71a9a9768fe0826ddee942d71e7c.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.3d724950d3f8615ca41425ab760d994d.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.6abc5e910c3f3ddbd7750b23ae1754a7.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.9ms preprocess, 17.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.76f8d0da10b39e96e09e13c92e45ed1a.jpg: 640x640 1 Pothole, 14.8ms Speed: 4.1ms preprocess, 14.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.80d2f4c940f620ce28f8656c7b00d878.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.7ms preprocess, 11.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.a83217761b9adf743ede7c7996b593bb.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.b0cec978957bbe6fd67526d1bfa65b31.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.b3384e342c69a51b0ddba3b2d0e7104e.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.9ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.ccf2b38271f9ae2b2b4cc3d27f80c04c.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-364_jpg.rf.18b4af9d8251e2f13bc8377208ba777c.jpg: 640x640 1 Pothole, 11.3ms Speed: 1.8ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-364_jpg.rf.2604fe649ee885aef017202b3b353946.jpg: 640x640 1 Pothole, 9.6ms Speed: 1.9ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-364_jpg.rf.31636d21c71f7fdbf5c6041889e96d65.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.3ms preprocess, 13.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-364_jpg.rf.c0f97ef2dbc8ce3fcc9922d99a32ee10.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.8ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-364_jpg.rf.d046580ab21b0fe63606aed0aa118bdc.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.6ms preprocess, 14.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-364_jpg.rf.d51d9b016ffe980f7e02b239865e139d.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.5ms preprocess, 11.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-364_jpg.rf.d8db33df860a0b2cc7e8c345edcc4595.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.9ms preprocess, 10.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-364_jpg.rf.f1d69438c42bdde2d9d7ca4a24a13bc7.jpg: 640x640 1 Pothole, 14.3ms Speed: 4.2ms preprocess, 14.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-365_jpg.rf.35c5b13be69b6501e8899f7342b051ac.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-365_jpg.rf.3b0a8010d76867c3b6f57d44db71eecf.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-365_jpg.rf.64cffe37cc382de9a3a1e0da8b51d146.jpg: 640x640 2 Potholes, 11.5ms Speed: 3.8ms preprocess, 11.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-365_jpg.rf.7a4df731f670097224388d9cdc6c8f11.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.6ms preprocess, 11.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-365_jpg.rf.8d4718518a1338f7d78ff0874a7b3e7a.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.2ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-365_jpg.rf.c9e5607bfe3109e8bac4695af0d9af85.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.6ms preprocess, 10.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-365_jpg.rf.daeff943b913e2bd1af4ab05ad429ade.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-366_jpg.rf.0508f58894bc7c32c6233a8464c00728.jpg: 640x640 2 Potholes, 11.6ms Speed: 2.5ms preprocess, 11.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-366_jpg.rf.1a45de5a9224bd7b782c4592eb3d3886.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-366_jpg.rf.1aeb327f5c937418cb9ba2ad80021436.jpg: 640x640 2 Potholes, 15.4ms Speed: 3.1ms preprocess, 15.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-366_jpg.rf.8e28007cbdfa1e7732d9c1034cc160ad.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.8ms preprocess, 13.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-366_jpg.rf.a685c758e40ffcea7639295c19e7faec.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-366_jpg.rf.d311fd4b02119418f7095f960ee4e5ed.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.45175092ba919450a33065069b9d3f4e.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.5037a0cbf65f846420ab25f1a5d3862e.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.668bf171509cec815f24cdb2111d9ef4.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.6fe8f9a9cf610e1c4da60c7f76b7f5e0.jpg: 640x640 (no detections), 12.8ms Speed: 2.0ms preprocess, 12.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.70e789d084c172f3f694d69564ae5b7b.jpg: 640x640 (no detections), 10.2ms Speed: 3.6ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.78fdac5d5557e96696f29752980389b4.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.8ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.8f6319e3acb6ba0f92d1afdc3b4e6a99.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.91bef11c7d1e2519c3d34d451fe96fd7.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.3ms preprocess, 12.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.a1cdeb36ebb81c01abd66289faeba0c6.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.2ms preprocess, 10.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.ecd3126a6cdf9bbf83a659f69e18b379.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.fb6b06bec5f65b2b8bd3bffdcc3e60c2.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-368_jpg.rf.10cce4deff80945ee08193252e5b2b0c.jpg: 640x640 3 Potholes, 10.1ms Speed: 3.5ms preprocess, 10.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-368_jpg.rf.1b6fef711714796e71bc9e66ed7a320a.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-368_jpg.rf.71e83936ec8f04a7c940f6c849241595.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-368_jpg.rf.7b24ac13c1ceaa6f297c22032e6abce7.jpg: 640x640 3 Potholes, 10.6ms Speed: 2.5ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-369_jpg.rf.0535566206a439b4443cd83b46bd75b5.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-369_jpg.rf.2b333db52518c95d0f2b3c546413e521.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-369_jpg.rf.8beabf44c1055327600ba0e267a4456c.jpg: 640x640 3 Potholes, 15.0ms Speed: 2.5ms preprocess, 15.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-369_jpg.rf.95d2209dd2ff258008d5c054af9acdf6.jpg: 640x640 3 Potholes, 9.8ms Speed: 3.0ms preprocess, 9.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-369_jpg.rf.b8fc8fdb035ef142ad7fec059e32a34d.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-369_jpg.rf.e9881d6f8a00ef412fd28b94af39d6e3.jpg: 640x640 3 Potholes, 10.4ms Speed: 2.6ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-369_jpg.rf.ee7f22f6362b8401e43bd91f8caba0eb.jpg: 640x640 (no detections), 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-370_jpg.rf.a2adb955ab75c6c7dde635f395a714f5.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-370_jpg.rf.a3e146e4eb9c5238aec854d647f0101a.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-370_jpg.rf.afd3ddeeeeba8e00bb57a9a2a3f16639.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-370_jpg.rf.f613ec0059d25dc34296e94e6b95a75c.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.6ms preprocess, 10.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-371_jpg.rf.37ef3ab779cbb0b7bde10f20ac23cc98.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-371_jpg.rf.85ce5631e833e27dfac0281a605525f9.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.5ms preprocess, 11.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-371_jpg.rf.b1d458bf3b3d66b12ce3adf3c844eb9e.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-372_jpg.rf.23e5f29653fac117e577c6b6c2743261.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.0ms preprocess, 15.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-372_jpg.rf.386f73dda147461a0a16f1e7e653f069.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.0ms preprocess, 10.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-372_jpg.rf.5890f442e5edb8c8e7883d52d2a33466.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-372_jpg.rf.843aef96c13a4a1b73c771832062354d.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-372_jpg.rf.9fb41796bb4cc278f4e3c3b04861e12d.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-372_jpg.rf.edf275eb9d388d88d0b74e164cc93df9.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-373_jpg.rf.7bd247b31988459377804c293043acd2.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.5ms preprocess, 9.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-373_jpg.rf.a7b3141fc8eedb37a863e7f5cfb62974.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-373_jpg.rf.b5c10caaa4036cb499662ca063e8e091.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-375_jpg.rf.2d30c7261bd755bec55b41ea4fb50cee.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.8ms preprocess, 16.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-375_jpg.rf.2edc24968ac5dd0b609466e692cb31f4.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-375_jpg.rf.4d100b65e9fb6398f9383016a722c9ee.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-375_jpg.rf.6c5c6f4963c0048c8e6d341496e5151c.jpg: 640x640 (no detections), 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-375_jpg.rf.7c770dd15f36b7fcda219a87c4fca14c.jpg: 640x640 (no detections), 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-375_jpg.rf.9df66bb7663f892f62e02544d3ea2da1.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-375_jpg.rf.9ffd62a8c6033884e40cb8ef9f4f7ca3.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-375_jpg.rf.ec2f2edc19fc3ffbb5744cf4c7b318b0.jpg: 640x640 (no detections), 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-376_jpg.rf.554b694a63b89faea312bf1dc5119f1a.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-376_jpg.rf.e991f765dab584831a8bbd87b2223970.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-376_jpg.rf.ea034bacd25f2a5728bd7b0043111703.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-377_jpg.rf.0d9d0811c067fa7b41121d35a2462208.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-377_jpg.rf.0e58686152ddb36b927ee6cad7a03cdb.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-377_jpg.rf.1a7cc770d939601bc6928239774a13e6.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.6ms preprocess, 10.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-377_jpg.rf.260eabeadd24124475040ce49ec85a78.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-377_jpg.rf.280d7330134041972c0fc5126040d4ea.jpg: 640x640 (no detections), 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-377_jpg.rf.6bcb1293f72b2da262a8eabca03c44b5.jpg: 640x640 2 Potholes, 12.0ms Speed: 3.9ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-377_jpg.rf.95dce32da922704f722c57830cedfa5f.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-377_jpg.rf.ce17f462bbbda9de64319275503cfd43.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.3ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-378_jpg.rf.3712593fd27880089120b0e97d2c7b53.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-378_jpg.rf.59a1b638505da88340594a92611f8436.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.0ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-378_jpg.rf.904e7965d78e8dedfea333ba853f552a.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.4ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-378_jpg.rf.9c118348cc9b3da8ebc4b8de9363c10b.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-378_jpg.rf.d9605f3009feba0183ecf38a573d9e99.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.1ms preprocess, 13.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.1af6d51b6aadd2dcdb3ea97cc13c4a1c.jpg: 640x640 2 Potholes, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.28ae96f3236b19d45917b95a16dc7119.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.29d2ce8ebd5cf492487e23d7e12dc7b0.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.5c25b11a96431353f58271a56f62bdb4.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.629063f18a67cbc00833a6e8d497b60e.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.706c30325e16502bb1437c5326fb07f5.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.74ccd82cd4992ca9335f9cc97b6be1f2.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.bdc9766c0d696c948410a2f245647bd7.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.cf97a3f37eb004f6cbc81f173d588bfc.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.d9f5f43615ac25fbb6c19f93983f768e.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.f78da01a264122ddd30ffca86bcb04e2.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.f86de573b88b0555c69ffa07e99b8757.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.9ms preprocess, 12.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-380_jpg.rf.2870c6dc9722b10777f701ed9f4b71bc.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-380_jpg.rf.e2a360f75f9370ce5569d392dfbde861.jpg: 640x640 2 Potholes, 12.0ms Speed: 3.8ms preprocess, 12.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-381_jpg.rf.1bef89ce0401cf2d091cfdfaeb64e3bc.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-381_jpg.rf.22faa98c72733c8307d214c58a34e3f3.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-381_jpg.rf.436bd8fb7c4e10eaf53d0c07bc99b7ed.jpg: 640x640 (no detections), 17.9ms Speed: 2.6ms preprocess, 17.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-381_jpg.rf.83ef4578fa50a71dd582ea18493b8de5.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.2ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-381_jpg.rf.ea53d5fd21bc3bac4de6a6f872ffefb0.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.8ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-381_jpg.rf.fc45521688657a6bfd39ffc7fe368db5.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.2ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-382_jpg.rf.3b9ffad53182df385a36682d7f5e8bb3.jpg: 640x640 2 Potholes, 12.3ms Speed: 1.9ms preprocess, 12.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-382_jpg.rf.702c6dc71466f7798e4e9abc47af7dce.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-382_jpg.rf.9c8871b99fb3c5fdcc4fe571b0b73935.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.5ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-382_jpg.rf.9ec7630d0027c8efcf3a520f778abd04.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.2ms preprocess, 16.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-382_jpg.rf.e6b6465bd8e8586c2d3c69721f3d3582.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.0ms preprocess, 12.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-384_jpg.rf.1ffd762a45909d7afa4377af5edf14f9.jpg: 640x640 1 Pothole, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-384_jpg.rf.28957e6dbf680270fa6052bdaacc5d8e.jpg: 640x640 1 Pothole, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-384_jpg.rf.cec317fa110bd3652b42596a4c1213ce.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.013446326df038ea459ce197784c1ad1.jpg: 640x640 (no detections), 12.1ms Speed: 2.4ms preprocess, 12.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.10a47d73821a7f9ecb784053cc2c296f.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.1fe10d6021dcb0d8a1f6eb4c1905203e.jpg: 640x640 (no detections), 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.3bec38de2081494a3f368ba42f079c74.jpg: 640x640 (no detections), 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.488eaa9afae5aa38b16b865de6c1a3ee.jpg: 640x640 (no detections), 18.8ms Speed: 4.5ms preprocess, 18.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.4d62cff07ff4c28d6ae7d7537d00d55d.jpg: 640x640 (no detections), 9.7ms Speed: 3.2ms preprocess, 9.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.873bec0391c18bcc916c7c8b85566056.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.7ms preprocess, 13.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.8a7d8689867d977a6d2243ca2b0ef62c.jpg: 640x640 1 Pothole, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.b0b80877b625cf82a980bb300aa3574e.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.b1b62148b989a43883ae81dc8b789a29.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.6ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.b9278235a94d6c9df02a84b51eb2b647.jpg: 640x640 (no detections), 10.9ms Speed: 3.5ms preprocess, 10.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.f229e1c016646e36ceb49189dbd6f3cf.jpg: 640x640 (no detections), 9.5ms Speed: 3.2ms preprocess, 9.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-387_jpg.rf.958fe44f0759b79683036d1687d93d2a.jpg: 640x640 2 Potholes, 14.3ms Speed: 2.6ms preprocess, 14.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-387_jpg.rf.a659fb9018b57793c61050ccf7540d9e.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-387_jpg.rf.d39bf07f082082cd13af45f305e96185.jpg: 640x640 3 Potholes, 17.5ms Speed: 4.2ms preprocess, 17.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-387_jpg.rf.ed1292e1667703a60b0e852e2fe92292.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.8ms preprocess, 10.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-388_jpg.rf.0f4cc4f5cb3728a48ed116c71c9ac828.jpg: 640x640 5 Potholes, 9.6ms Speed: 3.3ms preprocess, 9.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-388_jpg.rf.10812840cf6d376dffdda9a671fe15a6.jpg: 640x640 5 Potholes, 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-388_jpg.rf.35ce9b9d028de2404b2880a6f4fd14f8.jpg: 640x640 1 Pothole, 11.4ms Speed: 1.9ms preprocess, 11.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-388_jpg.rf.738633a9198ef8d16f1894ef17682291.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-388_jpg.rf.871483e4172e77878e7514c4ec5f1ae4.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-388_jpg.rf.ab5f6fd3cc643b3487b8cae8bd2d26da.jpg: 640x640 3 Potholes, 11.3ms Speed: 2.9ms preprocess, 11.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-388_jpg.rf.af76a7541ba89585371db43b074a1717.jpg: 640x640 3 Potholes, 16.5ms Speed: 4.1ms preprocess, 16.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-388_jpg.rf.b17710da8779bad2b13365ef2dcc0c28.jpg: 640x640 4 Potholes, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.05b47a3abce078db2ac8937c60465e06.jpg: 640x640 (no detections), 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.0a43aa2b3113fa91dbf936eca715cc88.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.123531eca8152629fd135a05c10f7816.jpg: 640x640 3 Potholes, 13.0ms Speed: 3.5ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.1dc038236d24fa061dc5666ef988897d.jpg: 640x640 2 Potholes, 14.1ms Speed: 2.6ms preprocess, 14.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.3181f398d16f95913bb7a8f220450447.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.4be2d83a5c67282647df5799f3f71ea9.jpg: 640x640 4 Potholes, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.745ddddfa4630350de66befef5f7c268.jpg: 640x640 (no detections), 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.9a60beeae0bf3e908c8a4106c4eaee57.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.a27cf4ee2e12aea3b51c9671fefce840.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.1d45623f04f0b82d7a8ca07a5d408859.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.33d7e19da978f3e0466ec810559aa036.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.4f633ecb48dd70a0e95b8a4a2df529d0.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.1ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.5a79d527e38979a0e8a6c6364477fef0.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.5ms preprocess, 12.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.6c475b5c0f7b051df31b025a7eda6ef9.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.2ms preprocess, 12.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.9feede949f9aafb88542773fec362cb4.jpg: 640x640 (no detections), 20.1ms Speed: 2.8ms preprocess, 20.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.d0f6c5f44341e949350d654071412022.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.6ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.e40108679e017ec78edf4cde98e58aeb.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.ef0715cc4ecf0d83c97e46863329057b.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-391_jpg.rf.060159b04b5bc71760632ad77e5c5a62.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.6ms preprocess, 13.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-391_jpg.rf.12b8b4a916bfb0540d7f6443ea9edb36.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-391_jpg.rf.246d5154bd2ea27302a15e6f657e10c8.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.4ms preprocess, 16.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-391_jpg.rf.b878a6a5abb80b8227359e80b79b7072.jpg: 640x640 (no detections), 12.4ms Speed: 2.3ms preprocess, 12.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-392_jpg.rf.01747a07f5a081551631c61f008ebe56.jpg: 640x640 1 Pothole, 10.8ms Speed: 1.9ms preprocess, 10.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-392_jpg.rf.6ae1741f0e7e9298fa68e4b36a43ce5b.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-392_jpg.rf.790e035aa2ec9146e685f46442d2ab7b.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-392_jpg.rf.86aab24f371c39d1a6ba3e97f9ecb0d3.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.8ms preprocess, 11.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-392_jpg.rf.f367997a3723e5b5b4de46a97fbb54ee.jpg: 640x640 1 Pothole, 21.2ms Speed: 4.3ms preprocess, 21.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-392_jpg.rf.f61be455686d8f8f26e07bbac207c2bf.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.8ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-394_jpg.rf.1b0d7b50640cbabc2e6de5262445285e.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.6ms preprocess, 12.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-394_jpg.rf.3fd34efadbea2a8b72664295e3da9323.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-394_jpg.rf.547bcbd40d47fa017dd947eac0d42134.jpg: 640x640 2 Potholes, 10.2ms Speed: 3.3ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-394_jpg.rf.7f9ab35327db00c6a6d48b7195752faa.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.8ms preprocess, 16.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-394_jpg.rf.bb4731d9f7e971f901b7d9b006587968.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-394_jpg.rf.d2d00c8534f0caa34ad61cf815cf810a.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.8ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-394_jpg.rf.d8aa8ea2ae204e481ca8120e8e022d2f.jpg: 640x640 2 Potholes, 15.4ms Speed: 2.2ms preprocess, 15.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-395_jpg.rf.035010a3f8c78b2a55499fa3abe26c64.jpg: 640x640 2 Potholes, 13.6ms Speed: 2.4ms preprocess, 13.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-395_jpg.rf.23aec4d2d4aec04ea4897c2207ccc714.jpg: 640x640 3 Potholes, 14.6ms Speed: 2.5ms preprocess, 14.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-395_jpg.rf.4b8a84233f78f3152f12f85db26fc812.jpg: 640x640 3 Potholes, 10.9ms Speed: 3.9ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-395_jpg.rf.777bee9a7628bfd21b6da6855cc36b43.jpg: 640x640 3 Potholes, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-395_jpg.rf.91a042385aeb3496a66ae0563ae25754.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-395_jpg.rf.be4d57119541585208bca8f5376d9701.jpg: 640x640 3 Potholes, 13.4ms Speed: 2.1ms preprocess, 13.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.16c2ddf51d091fa0bd96b1c5915addd2.jpg: 640x640 2 Potholes, 10.7ms Speed: 3.4ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.4cf0b49901a35f44029c63280aa12b12.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.5ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.64b3059cc4732a067048a72472a06c2d.jpg: 640x640 3 Potholes, 10.4ms Speed: 2.6ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.8c44fc392eb417c2beb719a641ed872e.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.8f05ed68ee481fcf3daba96b9a5be0c8.jpg: 640x640 3 Potholes, 10.9ms Speed: 3.2ms preprocess, 10.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.9e4a58d225827bb5ff56087391d2a073.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.9ms preprocess, 12.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.b6e2d8a1da105c19dcfe9f660d7bd7f8.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.1ms preprocess, 10.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.e3fb987bfd2bebe66c28fff63aeb43ba.jpg: 640x640 1 Pothole, 14.0ms Speed: 4.4ms preprocess, 14.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.f96a87c03ccb0cd00048a4e8504d905f.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.9ms preprocess, 13.3ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.fe933e21b2991d4a1bc192bdceab4ecd.jpg: 640x640 2 Potholes, 11.1ms Speed: 3.1ms preprocess, 11.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.ff13f174cf9bb6b2566fb029f39f437c.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.ff693a3c8bb66592a95ba6dc2c286bf4.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-397_jpg.rf.2247f56de114106019376c2e119acf4a.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.0ms preprocess, 10.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-397_jpg.rf.67d28cf08623a0bf69dbd94c5f06ac54.jpg: 640x640 2 Potholes, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-397_jpg.rf.9729e20a1d5ee86046253a7439438f06.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.1ms preprocess, 10.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-397_jpg.rf.dbd7b53de0a9d428d8781b4334007050.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-397_jpg.rf.f0b28bd4845564937e004a630f9ec2c2.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-397_jpg.rf.f59f3ebf1d6f97983fdb7d39e30f09df.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.3ms preprocess, 10.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-398_jpg.rf.40e6ca2f963b57a650c33dd811b7ea84.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-398_jpg.rf.602853b19e15ceaa60023951beb963fa.jpg: 640x640 1 Pothole, 11.3ms Speed: 3.7ms preprocess, 11.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-398_jpg.rf.67046e9b047713996595552624eef2cc.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.7ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-398_jpg.rf.6e0e78548e9aad249f2e927b4d161830.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.0ms preprocess, 11.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-399_jpg.rf.08dca45b0d709717f2368f1966df7b37.jpg: 640x640 1 Pothole, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-399_jpg.rf.1a6ac5f26505ead946b84dfa77089215.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-399_jpg.rf.586b011b63d933d01a6c6df288d8904e.jpg: 640x640 (no detections), 16.6ms Speed: 3.0ms preprocess, 16.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-399_jpg.rf.5ea62048e78252367bb3b3d7893308c7.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.4ms preprocess, 11.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-0_jpg.rf.3232cd2fb5acfb6c1214231f3345206a.jpg: 640x640 7 Potholes, 10.9ms Speed: 3.1ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-0_jpg.rf.53f96e89398f0609b83f52c5a66aff3f.jpg: 640x640 7 Potholes, 10.5ms Speed: 1.9ms preprocess, 10.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-0_jpg.rf.744cdad53981d03107e53b0e29c443a3.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.6ms preprocess, 16.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-10_jpg.rf.00854fab9c580764c492540108ca25c9.jpg: 640x640 10 Potholes, 14.9ms Speed: 4.0ms preprocess, 14.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-10_jpg.rf.a75b3c72145b05492d5806ffa3f8ca93.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.9ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-10_jpg.rf.d92d1a57f1c6750d6220ee91f9d63d41.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-11_jpg.rf.6c65a6591d7f888ba634fc8813407b31.jpg: 640x640 9 Potholes, 11.3ms Speed: 2.7ms preprocess, 11.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-11_jpg.rf.a53fe980998e6fe7a326fdb5ea1f630f.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.1ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-11_jpg.rf.ee6b9b02819647c68c769360fc360d5b.jpg: 640x640 2 Potholes, 10.7ms Speed: 3.6ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-12_jpg.rf.2acbe273728d3c95b6cd526f3d70007a.jpg: 640x640 7 Potholes, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-12_jpg.rf.519338b0dde459efa5aced541f2db3e6.jpg: 640x640 2 Potholes, 11.1ms Speed: 2.6ms preprocess, 11.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-12_jpg.rf.cb12afbe454e0b84906b9fcb5dee6c85.jpg: 640x640 (no detections), 10.6ms Speed: 2.2ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-14_jpg.rf.3f96a160b0122b798f62238bfc000158.jpg: 640x640 10 Potholes, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-15_jpg.rf.a97c55eecab8bfc0f3701e08aaffefc4.jpg: 640x640 10 Potholes, 10.7ms Speed: 2.2ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-15_jpg.rf.b5b277cddb9573c054dff0f3a3d8a0f7.jpg: 640x640 7 Potholes, 10.7ms Speed: 2.6ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-15_jpg.rf.b73b26a6077ffa53e80f73a92f762932.jpg: 640x640 10 Potholes, 10.6ms Speed: 2.6ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-16_jpg.rf.9da46372c7ea3188736a671618b0951f.jpg: 640x640 8 Potholes, 10.8ms Speed: 3.7ms preprocess, 10.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-16_jpg.rf.a4cfe2141ba4d14d82f8a970f5ef18b6.jpg: 640x640 9 Potholes, 11.2ms Speed: 3.9ms preprocess, 11.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-16_jpg.rf.b897b281ef1561f08427d797f9127190.jpg: 640x640 8 Potholes, 10.5ms Speed: 4.1ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-17_jpg.rf.81b325e1b6939d048df73841d285de7a.jpg: 640x640 11 Potholes, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-18_jpg.rf.af62af6219f88f7f326527dbd6735ca1.jpg: 640x640 8 Potholes, 10.6ms Speed: 2.1ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-19_jpg.rf.25171160755b4293e39d6321e0a0127c.jpg: 640x640 7 Potholes, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-19_jpg.rf.32f220820312b6f117da649bdf6ca1ca.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-19_jpg.rf.59b8380b72b9fe834204e40baf6e72c8.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-1_jpg.rf.0de23551afe3f48d9e4c34791456e492.jpg: 640x640 8 Potholes, 10.9ms Speed: 2.5ms preprocess, 10.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-1_jpg.rf.d04b43767262ef8733fe7e845bfbccb6.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-1_jpg.rf.ec350c76e5563fda6438f92350cfab8d.jpg: 640x640 9 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-21_jpg.rf.7a40cda385a51ddee710e17a95d71e0b.jpg: 640x640 5 Potholes, 17.3ms Speed: 4.1ms preprocess, 17.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-21_jpg.rf.80deb5ad047f2f25af03a1b8c96f4762.jpg: 640x640 7 Potholes, 12.0ms Speed: 4.7ms preprocess, 12.0ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-21_jpg.rf.cc7250b8114d7b42cba05fd89b15886c.jpg: 640x640 2 Potholes, 10.6ms Speed: 4.5ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-22_jpg.rf.2eee2c55bb64ef71df9a349e78f958a7.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.9ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-22_jpg.rf.50c4e943153b9fcb203170657b2573b6.jpg: 640x640 7 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-22_jpg.rf.ef25e2ee1eacf5b312d91e6bf0cacf37.jpg: 640x640 2 Potholes, 11.4ms Speed: 2.1ms preprocess, 11.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-23_jpg.rf.32eb26d113a4e0cbd25eaa51f9fbcb05.jpg: 640x640 4 Potholes, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-23_jpg.rf.3cae16af6f8a451b43deef5cc84c6d34.jpg: 640x640 5 Potholes, 10.3ms Speed: 2.6ms preprocess, 10.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-23_jpg.rf.c57e0dd7ebb37ad93643e0313a959cd0.jpg: 640x640 (no detections), 10.7ms Speed: 2.6ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-24_jpg.rf.1c5a459dd41728879a824a7f07130888.jpg: 640x640 4 Potholes, 10.3ms Speed: 2.9ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-25_jpg.rf.18b382a724ae023c4e43fcee819e90f6.jpg: 640x640 (no detections), 14.3ms Speed: 2.5ms preprocess, 14.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-25_jpg.rf.5f68ee1023379ba17b4266f3b7796777.jpg: 640x640 5 Potholes, 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-25_jpg.rf.c948dc7b5f05a6d86c6b87247efb732d.jpg: 640x640 7 Potholes, 10.0ms Speed: 3.0ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-26_jpg.rf.09861a024cf648230ddeb95d9970039e.jpg: 640x640 (no detections), 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-26_jpg.rf.3f88b0e1e52c8b8b3b59395295a1f2c8.jpg: 640x640 4 Potholes, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-26_jpg.rf.5084881798e06b3295ba15390588f75d.jpg: 640x640 (no detections), 13.5ms Speed: 2.5ms preprocess, 13.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-27_jpg.rf.6270777cf5b2bdc685ed9b2a248782c8.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-27_jpg.rf.e988e625290a3f96820881021d929f1f.jpg: 640x640 5 Potholes, 10.1ms Speed: 3.2ms preprocess, 10.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-27_jpg.rf.f579fdf432322cb236023b054dcf2d8b.jpg: 640x640 (no detections), 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-29_jpg.rf.5e3b981fce964c81928990f12f752ad3.jpg: 640x640 4 Potholes, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-29_jpg.rf.6783ef719a644d372ba549d93cc30428.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-29_jpg.rf.87c13f852112152d777d7e717739af08.jpg: 640x640 2 Potholes, 10.5ms Speed: 3.4ms preprocess, 10.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-2_jpg.rf.3aa8e232df8d1c0c4ed42ce37cbd476c.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-2_jpg.rf.b0a526aef3ccdac5360a3987e113acad.jpg: 640x640 9 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-2_jpg.rf.fd5eddea821e15e93d47fd4b116a2494.jpg: 640x640 10 Potholes, 10.1ms Speed: 2.6ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-30_jpg.rf.701bd85d685c4b68fafb930df1f5221d.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-30_jpg.rf.7c79af9fff243032855c3c6119247f81.jpg: 640x640 3 Potholes, 10.3ms Speed: 2.7ms preprocess, 10.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-30_jpg.rf.f63591f69b9e4ad310a683fb51bd2d0f.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-32_jpg.rf.1a2e2b37daea57550a433982e0428297.jpg: 640x640 (no detections), 10.8ms Speed: 2.7ms preprocess, 10.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-32_jpg.rf.22154e46d4ed3daade90745160e41072.jpg: 640x640 (no detections), 19.3ms Speed: 3.7ms preprocess, 19.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-32_jpg.rf.9084319eb861e966de4ba56677a3afc7.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.3ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-33_jpg.rf.e37035d3759fc6665621f699de1433c8.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-33_jpg.rf.eb34f50ae7a8fbd89173cfd9d122411c.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-33_jpg.rf.f3065eb5f04afcf6fce62054b4a14cc9.jpg: 640x640 (no detections), 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-34_jpg.rf.61848405ecea2fa4a6e10d3e19c34dc2.jpg: 640x640 5 Potholes, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-34_jpg.rf.7b41c7e86f17d64f4b03cbd1d5fd2376.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-34_jpg.rf.e04168ca2d3c5235113cf790c1ed4d4a.jpg: 640x640 (no detections), 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-37_jpg.rf.2ff3381bfe09e341e67690750317bf59.jpg: 640x640 (no detections), 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-37_jpg.rf.53bdac02ad026c21f35a7bb1cdd4b240.jpg: 640x640 5 Potholes, 19.1ms Speed: 3.2ms preprocess, 19.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-37_jpg.rf.c143194d5d067c43056a5ed9e6dc4edc.jpg: 640x640 5 Potholes, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-38_jpg.rf.0ccc7b18a610fa75b163cd006fe55ec5.jpg: 640x640 (no detections), 9.9ms Speed: 3.2ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-38_jpg.rf.8d62a95f365455793bfa41960e2ae161.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-38_jpg.rf.9f4ba56bb3459b73283c25f342044585.jpg: 640x640 5 Potholes, 9.7ms Speed: 3.2ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-39_jpg.rf.94decb98f080e481020ac88ab06eda07.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-39_jpg.rf.9800edfcc0e7eb1cf047e774ed35a710.jpg: 640x640 (no detections), 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-39_jpg.rf.fd339cc21e37a1a177d7e6f25780f276.jpg: 640x640 4 Potholes, 9.6ms Speed: 2.0ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-40_jpg.rf.0d15452069561441c1953d9a307e9a06.jpg: 640x640 6 Potholes, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-40_jpg.rf.13b889cd2dab973867998f54c964ddc4.jpg: 640x640 (no detections), 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-40_jpg.rf.9c71b92c71a203d15d8484f45cb757bc.jpg: 640x640 4 Potholes, 9.6ms Speed: 1.9ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-41_jpg.rf.1e88740697bc4b2f004623c6858002a7.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.3ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-41_jpg.rf.5cc58252f4549a2d66d63074c566a37c.jpg: 640x640 4 Potholes, 12.3ms Speed: 2.6ms preprocess, 12.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-41_jpg.rf.9c957cbf570fe508e15ae3d1ff5f5777.jpg: 640x640 4 Potholes, 9.7ms Speed: 2.7ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-42_jpg.rf.03de8346d1e32c04f3462bb743b52c59.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-42_jpg.rf.1c39d8f2f21650c737f1bfd938c3fe78.jpg: 640x640 4 Potholes, 10.8ms Speed: 2.0ms preprocess, 10.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-42_jpg.rf.6eb2b5a0f18d587befc58c73eec49ff9.jpg: 640x640 (no detections), 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-43_jpg.rf.c52c5782098f1986869c6f49f1da84d7.jpg: 640x640 3 Potholes, 10.1ms Speed: 3.4ms preprocess, 10.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-46_jpg.rf.30b21a892353cafb31532705b9ca85b3.jpg: 640x640 (no detections), 9.7ms Speed: 2.6ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-46_jpg.rf.36e864c70f791e3b077f9a8fe1e85fdc.jpg: 640x640 4 Potholes, 10.6ms Speed: 3.0ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-46_jpg.rf.5f7cc3aac7fb6235323c08eac98aa803.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.8ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-48_jpg.rf.7eeb92ea47525a2e688d225562c3db62.jpg: 640x640 5 Potholes, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-49_jpg.rf.ba4fcae191b125d48c7feddccc06c36d.jpg: 640x640 6 Potholes, 13.5ms Speed: 3.2ms preprocess, 13.5ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-49_jpg.rf.ebb6c52e95133446dfd8ec840ba8484b.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-49_jpg.rf.ebf699f4167a69a0341492838cca60e7.jpg: 640x640 7 Potholes, 10.6ms Speed: 3.8ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-4_jpg.rf.2eb046b8ea69069ecc3e375df9f64fdc.jpg: 640x640 3 Potholes, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-4_jpg.rf.6bd5413d0e2cce493b581b0b883cce5b.jpg: 640x640 12 Potholes, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-4_jpg.rf.75af28f74f38c085f652d50ed04a0227.jpg: 640x640 10 Potholes, 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-50_jpg.rf.146659c98264a66ce8a73f391aa705ad.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.7ms preprocess, 10.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-50_jpg.rf.169ec391d7d631cfa58f69fa1d74ea04.jpg: 640x640 2 Potholes, 11.4ms Speed: 3.6ms preprocess, 11.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-50_jpg.rf.6297c76c116da612b7be678324c747d3.jpg: 640x640 6 Potholes, 9.5ms Speed: 2.6ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-51_jpg.rf.5e8dcc712869ac50c9251d381aac4ba6.jpg: 640x640 1 Pothole, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-51_jpg.rf.a07466cc059d53b5f65136fb2bb04d0f.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-51_jpg.rf.ff5441e0701c93b13b11d46e8d563df3.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-52_jpg.rf.257649040a0de83f9c78292e62a4ef25.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-52_jpg.rf.42cb032c588ab262d6cee5c278609477.jpg: 640x640 4 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-52_jpg.rf.c46021fe29843029f6c0bee1a93e1746.jpg: 640x640 4 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-53_jpg.rf.17a6c2edc747625087c1b14a91800159.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-53_jpg.rf.7f8ccc01ea38dafa53f6b43af6cd7ffc.jpg: 640x640 3 Potholes, 9.7ms Speed: 2.7ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-53_jpg.rf.845275740ee2f95bb650d157ec040289.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.0ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-54_jpg.rf.18a125d3b8a5cc28488263b0af5d36e5.jpg: 640x640 4 Potholes, 10.9ms Speed: 2.5ms preprocess, 10.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-54_jpg.rf.e2ecaa816cde3828e2e4ef443eee3dd9.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-54_jpg.rf.fb504d086e07e6354ff70fc1e8b17a50.jpg: 640x640 4 Potholes, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-55_jpg.rf.569139b30eaacfb29e9274ed27a1c753.jpg: 640x640 4 Potholes, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-55_jpg.rf.c41898a03780e7f25d503025b559dcad.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-55_jpg.rf.f5540106f31c05b620d93bb914e7179a.jpg: 640x640 (no detections), 15.9ms Speed: 2.3ms preprocess, 15.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-6_jpg.rf.499aa5fe6e01feacab9a7e351e53d635.jpg: 640x640 (no detections), 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-6_jpg.rf.5e78608da0529619361e6f1176f54066.jpg: 640x640 13 Potholes, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-6_jpg.rf.6c0f002f2b5af6c483c7016540ae480c.jpg: 640x640 12 Potholes, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-7_jpg.rf.2379fe8c2b96bcb640880c10eff70e08.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-7_jpg.rf.47de0ad168d4dc9ddb0a9bf4d8c7f505.jpg: 640x640 14 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-7_jpg.rf.f5b92a1ea0cfeefcfed39827e796cfb4.jpg: 640x640 (no detections), 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-8_jpg.rf.0a293a1cfa1b4e1785d9b4ed89fe0cf9.jpg: 640x640 11 Potholes, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-8_jpg.rf.162623df4dab9a4302a5eccd6b375a32.jpg: 640x640 14 Potholes, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-8_jpg.rf.c41c3ad44150d7050b9c8f51b12ad015.jpg: 640x640 8 Potholes, 9.6ms Speed: 2.6ms preprocess, 9.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-9_jpg.rf.483728034588041757b11116791a429c.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.2ms preprocess, 11.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-9_jpg.rf.60c46d68f96b63386c795de95e1f5479.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-9_jpg.rf.82d20055eeb7580c9172d184195a692b.jpg: 640x640 11 Potholes, 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.0cb7109a6c42b11b044ab6cb279694c1.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.4ms preprocess, 12.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.0f6f1e9881e06e33234f13e29e94156d.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.7ms preprocess, 12.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.15a1bcd08dfe68473549ce03a5ac8493.jpg: 640x640 1 Pothole, 19.1ms Speed: 2.9ms preprocess, 19.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.384a1adc0cf31b57a4013057b6582382.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.5ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.60d6d365772a54b85c48e0b49008eac8.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.4ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.76cd63d509fe1ac610585fad1dbe1ee7.jpg: 640x640 3 Potholes, 9.1ms Speed: 2.5ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.7e18da07148b8f3ede9c0192f40d5d14.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.c58be0166b711579e8bc56bdeb7bf596.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.0ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.c75a9e4a354f38d2420c8593eebf5d77.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.0ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-402_jpg.rf.1d83d1daf80a10830889aaf86815e01d.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.2ms preprocess, 12.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-402_jpg.rf.8a2b90a4918f5ae36185843697660815.jpg: 640x640 1 Pothole, 10.7ms Speed: 4.5ms preprocess, 10.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-402_jpg.rf.97f6c34d27b64e37054be0918511981b.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.7ms preprocess, 15.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.0117f0d92eb5fc396b36990478b988b1.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.187640d1fbe537405bb3c75f0751e02b.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.4ms preprocess, 9.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.456f58612e777cfe9ca48e619de7fd5a.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.7b9adae9443a898175978d6052ab8e41.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.2ms preprocess, 9.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.8723eb3c90fa6f8921d92725b8ffcb5f.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.8d1039c8f6de78227ad642ece0275178.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.960c0f32f78c37175c77b07ebc1dd63e.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.de0b108da808c0ef0b1c18c11b224882.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.2ms preprocess, 10.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.ff2670c7b31db3724496defcff1a0e6f.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.2ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.069e78d03385ffa94341d9e2a12e3bba.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.1ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.11e9795ea1db14dcc6eb470beaf3943f.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.5ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.2b4828bd4f946f29c743c8535e6fdeac.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.2ms preprocess, 11.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.2e8eeed06326c2cc5dcbaa8cb4e2575b.jpg: 640x640 3 Potholes, 17.1ms Speed: 4.1ms preprocess, 17.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.40023aaa1774e55fcbc8f9c77345f5c2.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.40def01f910aee5087684b85fd0a0bf5.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.6ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.430f60b4f9350c7e95ca613f2465ff9b.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.4ms preprocess, 12.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.484e6fa175cff22beb9681580496ef52.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.5116d7a0aeb57f2b964688d987bab2bf.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.69059a9145ce367039039c9887ed81d4.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.0ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.6a3145282c2b2933a050c43430e2913d.jpg: 640x640 1 Pothole, 9.2ms Speed: 3.1ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.7e15e1f4ee42352e3d2d575aeebaecaf.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.5ms preprocess, 14.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.828cc32b41f70dfc095e8bb8771e3a39.jpg: 640x640 1 Pothole, 9.4ms Speed: 4.1ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.876dfb71a543b469a538cf25904e0349.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.9f7c6083e6b2543d448d5d97fac6882e.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.bf9b25a4ed8fa009708953b30625cf80.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.8ms preprocess, 13.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-405_jpg.rf.0cf491681d0897e2c4a35f71bd913d17.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.6ms preprocess, 11.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-405_jpg.rf.24795291967d396d3daf98cc3ba59e03.jpg: 640x640 2 Potholes, 9.4ms Speed: 4.1ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-405_jpg.rf.4bda9abbb00308017ca65f8860de49cd.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-405_jpg.rf.5e80536c86f234f8887695fdf3a82bd0.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.4ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-405_jpg.rf.df474870e9d5f1ca1a0465f37279af50.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.6ms preprocess, 14.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-405_jpg.rf.e7af4051379cb150496cf448d73bbd8a.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-405_jpg.rf.f45f489a4baea774a693c65e9e91a012.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.1ms preprocess, 10.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-406_jpg.rf.1abce6e2a182c7c0a6ebd2c18f931a49.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.0ms preprocess, 12.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-406_jpg.rf.6f0ce6330a6c5eaeb2604e442920e8fe.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-406_jpg.rf.c7b43e429ec016852352cfda5096809d.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.8ms preprocess, 9.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-408_jpg.rf.3291ade6077fae5a3534435144876e8d.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.3ms preprocess, 11.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-408_jpg.rf.5bba41843c2e4fc8901b9018fe2383fa.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.7ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-408_jpg.rf.938d32a3c1e5e28014f4fee136240d70.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.3ms preprocess, 13.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-408_jpg.rf.95fd76a105b59febb731c22d5c5c799c.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.1ms preprocess, 15.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-408_jpg.rf.c9e12f4e429f962d555eb14a36088ebd.jpg: 640x640 1 Pothole, 12.8ms Speed: 4.3ms preprocess, 12.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-408_jpg.rf.cb9850462c9249cf764b0391511b9af8.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.6ms preprocess, 9.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-408_jpg.rf.dd32e54764b258736bcfb8998508d732.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.6ms preprocess, 11.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-409_jpg.rf.25a31d72be721e0a440781d68de6fb2b.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-409_jpg.rf.8a6d2bce62dbf4c3db20564f740b5692.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.8ms preprocess, 11.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-409_jpg.rf.95311fc6cb15fcfe2692ec5a83926e28.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-409_jpg.rf.eabb3b877230587f60d57cf7e4327f80.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-410_jpg.rf.37521f8851af619150787d1885558e57.jpg: 640x640 2 Potholes, 9.6ms Speed: 1.9ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-410_jpg.rf.5c83a3166fdb0ee74a5f748c0b812144.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.4ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-410_jpg.rf.63e77325980e6d416fdec1de4e98eb88.jpg: 640x640 3 Potholes, 11.5ms Speed: 2.6ms preprocess, 11.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-410_jpg.rf.926b893e24e58893888972fb1b571a1a.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-410_jpg.rf.b2ee229e2c7814e648003f6be546b89e.jpg: 640x640 2 Potholes, 12.4ms Speed: 3.7ms preprocess, 12.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-410_jpg.rf.e03fa9812bf4021b9a4da0f22971d5b3.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.9ms preprocess, 9.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-410_jpg.rf.e9bdb884cd4b77c3ee7a1abc2e11864f.jpg: 640x640 3 Potholes, 9.7ms Speed: 2.8ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-410_jpg.rf.f57806ed5af47d538421eca331975abd.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-411_jpg.rf.22b2096df0fe6aade63410ff6c41d800.jpg: 640x640 (no detections), 13.4ms Speed: 3.4ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-411_jpg.rf.524b700ef304703d0b65d6c50c705210.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-412_jpg.rf.1017386e6719ac9d5be80754ca334b29.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.6ms preprocess, 11.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-412_jpg.rf.2a796980c07074abad0d8f3e92c5d1fa.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-412_jpg.rf.385ade9a7caeaeda6db6bebd62e56d6f.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-412_jpg.rf.9debcdcd3fbfd9276a112b690e9c5cf3.jpg: 640x640 2 Potholes, 14.1ms Speed: 2.2ms preprocess, 14.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-412_jpg.rf.d423bba48d9bbf73fc880ca7eeb3f8f3.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-413_jpg.rf.34ace70c1931c745ce3693a939aef7e4.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.3ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-413_jpg.rf.705e7a8e7d64f1a5944434da75e2923c.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.7ms preprocess, 13.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-413_jpg.rf.9c72b17928f68ed844cdf8455fc7e637.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-413_jpg.rf.da9c342c188902ccbca61a78d4b38edc.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-413_jpg.rf.f8903725d50db33e9e41f5cfb5330a98.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-415_jpg.rf.0ec1bd9bf2d9855ebe5c3dd41a4785db.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.0ms preprocess, 12.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-415_jpg.rf.31ff3a7d7df42d3899b6ee831f262df6.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-415_jpg.rf.41f09e933ee83a2b499b1a72b93e2a06.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-415_jpg.rf.59e5d325b8d5995211301dcb0dc0a85c.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-415_jpg.rf.72b10d3f3c3a81bbeb1f6195381bcf72.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-415_jpg.rf.7b834c33dab117f12bff4b3f0a87ae37.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.2ms preprocess, 11.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-415_jpg.rf.d568f9f2885c774d42ca0e26fd29077c.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.6ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-415_jpg.rf.f0c0bd243fa05d617e86446bb47e3c67.jpg: 640x640 1 Pothole, 10.9ms Speed: 3.0ms preprocess, 10.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-416_jpg.rf.15e39756a237ab7474c05325dea1a719.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.4ms preprocess, 12.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-416_jpg.rf.6cbad48a5280f9ce5dc7bb2dfb7c0ab1.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-416_jpg.rf.71023dcd5d31184d4bfc17676faacc06.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-417_jpg.rf.df5a4fa74228197c1e8ec8ed2ef192f2.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-417_jpg.rf.ea812142b1c47cf6de5343aa3b65d626.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.049af315378f89c20a098e6d1cc2c804.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.2116454c7b6081a3a2c40f2c1d1f0b6f.jpg: 640x640 1 Pothole, 11.4ms Speed: 3.5ms preprocess, 11.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.267254a08738f71272ec1cac7aa1e53a.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.3a9eba075bd49942def337109127e883.jpg: 640x640 1 Pothole, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.4a613f791887d18d0994003b8413b9ac.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.73113019dec89396dbf9b2872cefbfba.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.0ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.b55bcd5098c2ac4bd8c09688be6c6c37.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.bbcc1b83b09940d7adebb354a7a6da80.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.d692b382642912caf5a5fbee77a1a549.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-419_jpg.rf.353b8f4e542c0292575c9d262a110202.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-419_jpg.rf.4b1ef051bad7aa69fc1b790c611ddc3c.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-419_jpg.rf.8e873936aa476d42394622c500f88bb7.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-419_jpg.rf.aaa3100b1aa00cf045cc137058308257.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-420_jpg.rf.213abbeaea5d881ea5049a1b088cc5bc.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-420_jpg.rf.29baf0195f57c1a8132a899940dd867e.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-420_jpg.rf.68e44624dd644c487ce19c3817e09f25.jpg: 640x640 1 Pothole, 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-420_jpg.rf.c5ff7211462929e1cb4b8c4c1f370a02.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-420_jpg.rf.e7a659bc8e751aedc2de5620cd7b4094.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-421_jpg.rf.02799869e1ad090f575f8228d2c59c1d.jpg: 640x640 3 Potholes, 10.5ms Speed: 2.7ms preprocess, 10.5ms inference, 6.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-421_jpg.rf.633fc3716e94a67115564feee8e6647a.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.8ms preprocess, 11.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-421_jpg.rf.6375f2da9b4fc346f39b477673009fa2.jpg: 640x640 2 Potholes, 14.1ms Speed: 3.4ms preprocess, 14.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-421_jpg.rf.8521620107c6f058ef371126a97d45b1.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.2ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-421_jpg.rf.f2b2f5ef3bfde901fa40d784a498ef97.jpg: 640x640 5 Potholes, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-421_jpg.rf.fdf7546414b1f0b6819719cbca149d86.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-422_jpg.rf.3366bab548189ce8debe2f46811aa132.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-422_jpg.rf.549d79b873cd4539d219131bff1f5a12.jpg: 640x640 3 Potholes, 11.8ms Speed: 2.2ms preprocess, 11.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-422_jpg.rf.e75dea9d4dc23a5b2f43c85f2d6e6e2d.jpg: 640x640 3 Potholes, 10.6ms Speed: 3.2ms preprocess, 10.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-423_jpg.rf.03b465456021461ea8e076b1e6adb497.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.7ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-423_jpg.rf.0942f73e0f1d292a3466d4feeedc22ec.jpg: 640x640 1 Pothole, 10.3ms Speed: 4.0ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-423_jpg.rf.60896643e69f2f990e7947a9510d7d49.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-423_jpg.rf.6b0805c1d0e77a712987ec7d5c9a22f3.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.8ms preprocess, 11.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-423_jpg.rf.ab7ae04d0e90530b2f8b26f831be9e4a.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-423_jpg.rf.bf3ca4ecfb5d55eb518e22ae3ca03e8d.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-423_jpg.rf.ca84df990d6353d77265bb7eff7002e4.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.8ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-424_jpg.rf.0d58cd665e76e7a852cc303eaaf3b7d6.jpg: 640x640 1 Pothole, 9.4ms Speed: 1.9ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-424_jpg.rf.2a720e19386fa4f8cd33a8324473d368.jpg: 640x640 3 Potholes, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-424_jpg.rf.505ba25dacd42dee9208b57ff15ac39f.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-424_jpg.rf.66141725b0f50cf79cde34aaec26e10b.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-424_jpg.rf.af6235051f230aec96a4fbce1e7a1cdf.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-424_jpg.rf.fb9dd16a69ff1cbac9c94291233613da.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-425_jpg.rf.3eeba8d2291f4a54976641312ce2570f.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-425_jpg.rf.49ebcc52e824d14b3279b9d895847438.jpg: 640x640 2 Potholes, 11.4ms Speed: 4.0ms preprocess, 11.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-425_jpg.rf.936b4793e3e290fe8e13e2d87b09ae70.jpg: 640x640 2 Potholes, 15.1ms Speed: 3.4ms preprocess, 15.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-425_jpg.rf.983414fec11f0aa94b14bc15048ae6ec.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.6ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-425_jpg.rf.b4d9b247555394fe7fc1c774f606978b.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-425_jpg.rf.ecb209324a51fb4748ff05770785b76b.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.0c3ff1d15ba381e38d79263bfcc7234e.jpg: 640x640 4 Potholes, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.1e751eff3009e49426b24c6cea65dbc8.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.7ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.2bdb48b8ee3134de3426fd595271fa66.jpg: 640x640 4 Potholes, 11.0ms Speed: 2.4ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.60301bc1c74533ad42b5b88ce6111ee0.jpg: 640x640 3 Potholes, 10.3ms Speed: 2.7ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.6e2fda84fcb9c560c74b1861ad4e5846.jpg: 640x640 3 Potholes, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.8966c9024d90fe4ab28b17036d5c2e93.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.946edb5c9717febc3023b0e4b87ef345.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.9ad2befdb9216f05afa2b8894ff0919e.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.ae1e697890c6d5548b28c7701459dec0.jpg: 640x640 3 Potholes, 11.7ms Speed: 2.9ms preprocess, 11.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-427_jpg.rf.0d4bbb0e6bbaba145e1f172ba0998ef2.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-427_jpg.rf.1a0221d48bcc8f00c2d3e2f9c4c34207.jpg: 640x640 2 Potholes, 16.9ms Speed: 4.1ms preprocess, 16.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-427_jpg.rf.2c3a1de0d3f24ab5064108799803a927.jpg: 640x640 2 Potholes, 19.9ms Speed: 3.9ms preprocess, 19.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-427_jpg.rf.67ab3fba3ab7475ddf8ba824486c55a4.jpg: 640x640 2 Potholes, 10.2ms Speed: 4.1ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-427_jpg.rf.6ca732857b83f7e5fbb394a6e07e5d82.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-427_jpg.rf.d4c8f05f8d5875e3fc1b0b416435dfd2.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.246a8fc82f73e7a50c83efa0f36c014f.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.3d756d911dbc6185dbd9415320fa2c50.jpg: 640x640 1 Pothole, 9.5ms Speed: 3.0ms preprocess, 9.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.4645d37cb5ddc2c4e844ca1d74ae7da7.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.547509e903c86cd138e96835bdb5071d.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.5898a954e7ad7d7d2c36827bcbd96d26.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.5ms preprocess, 11.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.861f2b6c443e38db61c4871b2b3e85f0.jpg: 640x640 1 Pothole, 13.2ms Speed: 4.3ms preprocess, 13.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.8c17633166c3169ad5d49e68afc02f06.jpg: 640x640 1 Pothole, 10.9ms Speed: 3.9ms preprocess, 10.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.8fd5b2db0725d211f418a8cacae5e9b9.jpg: 640x640 2 Potholes, 13.6ms Speed: 2.9ms preprocess, 13.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.a8c4a54a34a996efe37a8be6e77eb7e1.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.ba392a699a3950896d931f1b1011b23b.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.be7d0d5c04dd1251f4bf1323b9a56fa7.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.c8783da03b81b2b95eabdc3980ff2537.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.0bac3073ca7dc56891cdc9aff94a460d.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.8ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.27780fac903b54b98e80dcc7140c116e.jpg: 640x640 1 Pothole, 9.8ms Speed: 3.3ms preprocess, 9.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.3485a365d05b6f1b8e88e92413a0f08e.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.7ms preprocess, 11.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.35482e4e4a79dd709c3f129dd5fa1d52.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.3d2daab3ff8363d2f7baf68eb0db3cf7.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.8ms preprocess, 9.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.6845e2c925417f36ee157b620a015a4c.jpg: 640x640 1 Pothole, 9.9ms Speed: 4.2ms preprocess, 9.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.8426b973a394fa360ede9cc778531958.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.7ms preprocess, 17.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.8716fcfdae77b6ca66ea0c47228929c5.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.92a8f0f214637b5af5596ccebaf27a77.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-431_jpg.rf.450e405b9c556190b89cea42b92bd831.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-431_jpg.rf.466561c379efc8dd097cb9a20035bef8.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-431_jpg.rf.4ea8a31a578ae19908f18930edc53090.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-431_jpg.rf.5ff89c372f6022ef76bb6837bc1169ce.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.2ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-432_jpg.rf.394dfe87a3e430a69cad42a041802c49.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-432_jpg.rf.8a4f84062d7614a1e2589f7f47cec2f5.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.2ms preprocess, 9.3ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-432_jpg.rf.d3d968d66fbb77e2772d635569414fdc.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.3ms preprocess, 10.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-432_jpg.rf.f1b73e3f24d8f91e2267b0854c9bfb09.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.9ms preprocess, 16.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-433_jpg.rf.0b31c885db50f680747691eb33ccf1a3.jpg: 640x640 (no detections), 13.9ms Speed: 3.7ms preprocess, 13.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-433_jpg.rf.3ea44c52a588afc9e57fa8b6f2ef6e4f.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.7ms preprocess, 14.9ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-433_jpg.rf.4f58f4ce37885932c8f4a61c2f411181.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-433_jpg.rf.85e19ffbbbd0042b7e2856443fdc356b.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-433_jpg.rf.a41ac8ed9cbbaee8d00cd6ae9387dddf.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-434_jpg.rf.2a2133b16a3435fade9415ad3293a9cb.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-434_jpg.rf.bcf27cdd542fe4eeccec87a5fc8bf0f3.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.1ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-434_jpg.rf.c7e313e5cabc50e1e9d053d04d9310ca.jpg: 640x640 1 Pothole, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-434_jpg.rf.d54dc6c037043e7d976759575dc6829f.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-434_jpg.rf.ecc0d511a400762260fa81a2321e25ae.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.7ms preprocess, 14.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-435_jpg.rf.5288cd718ede5ffaa5d159a368966ffe.jpg: 640x640 6 Potholes, 11.6ms Speed: 2.8ms preprocess, 11.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-435_jpg.rf.95137d2b6902234428059611a4cf0ca2.jpg: 640x640 8 Potholes, 15.3ms Speed: 3.7ms preprocess, 15.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-435_jpg.rf.fb7d1bd2fd355f5ff8883ea7cb8a5212.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-436_jpg.rf.3bfc48b18b1683c3d2a0ae27508aacd6.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.2ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-436_jpg.rf.d209e3e086040941098184033c470bb5.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-436_jpg.rf.d54386653d156331d4a3cc5ee28e27f8.jpg: 640x640 3 Potholes, 11.4ms Speed: 2.0ms preprocess, 11.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-436_jpg.rf.fad4c42d9497b44e3b925cf61c76d7fa.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.1ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-437_jpg.rf.14e5671723155b7b49ed468185bfb3b3.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.0ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-437_jpg.rf.6728e63239f113cd79846866c2012e07.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-437_jpg.rf.a8b33cd6a9e5718a5e381722e0e0afc0.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-438_jpg.rf.20db47dbc4e323e82a61ec29132afc94.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.9ms preprocess, 9.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-438_jpg.rf.440a98973df907048b2a95de30fd2f61.jpg: 640x640 3 Potholes, 9.4ms Speed: 3.8ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-438_jpg.rf.4b621efd79c8b1c6ab63d9b02f9660cd.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.7ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-439_jpg.rf.247132e50eedbb92908f0909691111db.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-439_jpg.rf.695fa1863b8b7a8b92c75677259ddd66.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-439_jpg.rf.ab48a9db5288cd5296db6509d6af2c45.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.8ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-439_jpg.rf.dd8a9ca42c0d81390905389c1adc4037.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.1ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-439_jpg.rf.e4121d602d50e694d96a0e9b864e8726.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.3ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-440_jpg.rf.8b48805b5dd9b61f58d54af414e8c573.jpg: 640x640 17 Potholes, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-440_jpg.rf.b0fb6e5676fc0215d4541d822de00e4d.jpg: 640x640 1 Pothole, 9.4ms Speed: 1.9ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-440_jpg.rf.de35c412034b1f6587627a6f971d16cb.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-441_jpg.rf.0db99c566bc56938e0f5127242aa3bb6.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.4ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-441_jpg.rf.1e8be24ce0afa1e98e04cf9d82dd0429.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.7ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-441_jpg.rf.5c1e628c0a462c2d5a3e05d8dcd1a431.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.3ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-441_jpg.rf.e4f054581d875926a31b842e65aa475e.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.9ms preprocess, 9.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-441_jpg.rf.e8cd03dee22924ca6b5c87eac7e6e3af.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.4ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.13ac7abc9be30546150654eb258e37fe.jpg: 640x640 7 Potholes, 9.6ms Speed: 2.7ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.19533b578c549279ba85e0a7423effa8.jpg: 640x640 1 Pothole, 18.0ms Speed: 4.2ms preprocess, 18.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.20e5ef7828972c6ac1376d13073c1616.jpg: 640x640 6 Potholes, 13.6ms Speed: 3.5ms preprocess, 13.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.24722772d0aeb12d8a8a2b9ddfae8455.jpg: 640x640 6 Potholes, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.2b493c3be09c88820995ae93e0f572b0.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.38b44de8ef5483a4922a7c816cebb2fb.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.4ca75c1ddbd4fe968d08d2e0930dd971.jpg: 640x640 6 Potholes, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.515d73d3359759f595c5db5077c4270b.jpg: 640x640 7 Potholes, 9.3ms Speed: 1.9ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.6969bae44bc3895ea862c5b053e41bce.jpg: 640x640 6 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.8c167fdd49926b1581c4325bf485d57f.jpg: 640x640 6 Potholes, 10.2ms Speed: 3.9ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.8c3c2d0b4889d3338333f74cc613152b.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.afeb2f27d2ceaa8d487c2a22803ccbf2.jpg: 640x640 1 Pothole, 9.6ms Speed: 3.6ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.b00196b66b0c0ae0b9f0244f66a9de70.jpg: 640x640 7 Potholes, 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.d8943c24cd0b2860589f70470209bfcc.jpg: 640x640 2 Potholes, 9.7ms Speed: 2.9ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.dace0fdbe8172ce40b7c445d05aecd27.jpg: 640x640 7 Potholes, 9.5ms Speed: 3.0ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.e0ef76742108ade2b61fd32ae5ae8d9b.jpg: 640x640 7 Potholes, 12.2ms Speed: 3.8ms preprocess, 12.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-444_jpg.rf.3cb2f4cd8d398f9292524817db7b8a1e.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-444_jpg.rf.8b44c7b2b028fc19f25df47530ea47f0.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.4ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-444_jpg.rf.d86e72b5ec4a4016f52d006c8c94ca46.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-444_jpg.rf.f7bfe81259e2f8dbe7d36639db69747c.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.6ms preprocess, 12.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-445_jpg.rf.56e1f61f2eea556d878ba9dde9d6f209.jpg: 640x640 1 Pothole, 12.1ms Speed: 4.8ms preprocess, 12.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-445_jpg.rf.59cc95bbf83b4d8be74eea61569f9e4b.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.7ms preprocess, 14.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-445_jpg.rf.b57140485d162c0bad7d3c742e810b35.jpg: 640x640 2 Potholes, 11.2ms Speed: 2.7ms preprocess, 11.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-446_jpg.rf.0391abf04ef50b4eb06a5ae2a6b27674.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.0ms preprocess, 14.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-446_jpg.rf.1e862be514fc7d00ed9cf46a6e825809.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.5ms preprocess, 15.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-446_jpg.rf.2f80554170d11270790d94b804deee07.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-446_jpg.rf.7b42d8277f0e65e8f5d6e43d9f2d62d9.jpg: 640x640 (no detections), 11.0ms Speed: 3.3ms preprocess, 11.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-446_jpg.rf.da5345eb29c31ad989a23c41434f4426.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.1ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-446_jpg.rf.e4579076c63a11c120db818a1b1432f7.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.5ms preprocess, 16.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-446_jpg.rf.fe921dec352547a02d4d4b3f49508ee5.jpg: 640x640 (no detections), 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-446_jpg.rf.ff0b2903df500e178f9edd0478b769cb.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.8ms preprocess, 16.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-447_jpg.rf.15ddc308b45a717752cdfead85cbd9cb.jpg: 640x640 (no detections), 12.8ms Speed: 3.6ms preprocess, 12.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-447_jpg.rf.3027f42bbbe720101eb63d1433c336e3.jpg: 640x640 2 Potholes, 10.2ms Speed: 3.2ms preprocess, 10.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-447_jpg.rf.3bc2e7d0b9519e1bc6ace0ddcc031896.jpg: 640x640 3 Potholes, 18.4ms Speed: 3.8ms preprocess, 18.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-447_jpg.rf.4416cb8b30833259ee32dfc92aa2c5a9.jpg: 640x640 1 Pothole, 14.0ms Speed: 2.5ms preprocess, 14.0ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-447_jpg.rf.49f6748b3bdab1d7d58eb46f4dd24dce.jpg: 640x640 3 Potholes, 12.5ms Speed: 3.6ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-447_jpg.rf.b04b5ef680520a9b7af744ad851d5f5a.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-447_jpg.rf.dc0d18e44ef739b7020db2d94f3c833c.jpg: 640x640 (no detections), 11.7ms Speed: 3.9ms preprocess, 11.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-447_jpg.rf.f4d5cd6deb75723d60a82214d53a9b0b.jpg: 640x640 (no detections), 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-448_jpg.rf.0c57c8030ecb942e15b12fab5b961414.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.7ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-448_jpg.rf.37f69acc2dd4303d685cf5c480a168e8.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-448_jpg.rf.3cd12a35ea6af76904391df5613544c3.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.018144c54a808285cb7af9d006300f19.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.0948a9850d4b19e16bbf2c5eafdd8aed.jpg: 640x640 1 Pothole, 10.9ms Speed: 3.5ms preprocess, 10.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.144ea431f9d91f81650aae47d6a85ee8.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.1ms preprocess, 15.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.82d6104cab0742d4c3dfac70b9adbbdd.jpg: 640x640 2 Potholes, 13.8ms Speed: 3.5ms preprocess, 13.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.8846253bba45ef6b2b122be21fcdfee3.jpg: 640x640 2 Potholes, 11.1ms Speed: 2.8ms preprocess, 11.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.9ce773b1ab12dad6ed3dd37532507788.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.a3030727dc46613d6c5018c62cbd4392.jpg: 640x640 2 Potholes, 10.1ms Speed: 3.4ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.b865cdb2cc1ec94759739a7665ce36d6.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.c6b7322334352397d77e0a52df9cfafc.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.e780c7b8241eec63db07ce499be1469c.jpg: 640x640 3 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.ea95aa46abdbe3bdf478d75143643ade.jpg: 640x640 3 Potholes, 14.3ms Speed: 3.1ms preprocess, 14.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-450_jpg.rf.0ab7377ef87487ff03098ff58781caf0.jpg: 640x640 (no detections), 15.7ms Speed: 3.9ms preprocess, 15.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-450_jpg.rf.6bb92945ae84e885c54ec4fe3ff05c8e.jpg: 640x640 (no detections), 10.2ms Speed: 3.3ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-450_jpg.rf.d3b0586157bd9871df883625e2022d2a.jpg: 640x640 (no detections), 14.0ms Speed: 3.2ms preprocess, 14.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-450_jpg.rf.efe141dd0eed0f2e7c5ee103803c1f00.jpg: 640x640 (no detections), 11.1ms Speed: 3.5ms preprocess, 11.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-450_jpg.rf.f287d9967a8657fb2c0fdbce29b4e503.jpg: 640x640 5 Potholes, 10.7ms Speed: 3.0ms preprocess, 10.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.02e53803663ae3de7f9ee362421aee47.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.9ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.2f0c4dad5bbdd39bd3f80e818cb8e070.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.8ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.3d4b05e00ecb7ec22a7f9f9687a27bbd.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.9ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.57b507cddab4f213025c2639323a428d.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.5d3b046ca21caef14612fb1b91112baf.jpg: 640x640 1 Pothole, 12.6ms Speed: 4.3ms preprocess, 12.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.62bb9f0468cac1fa5d7ca72bb02dff4a.jpg: 640x640 1 Pothole, 18.3ms Speed: 3.6ms preprocess, 18.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.815bc1cbd9f76ddde4d977a7804aedb6.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.9ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.a686f208950cd360b8c69033491900a0.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.cf8eddfdec166a64199f5c8e151c6281.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.2ms preprocess, 10.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.d17506c69d60db61565a6faccd903fa3.jpg: 640x640 1 Pothole, 14.5ms Speed: 4.0ms preprocess, 14.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.ee05ecba6b4c85abca8c40cc9c0edfc6.jpg: 640x640 1 Pothole, 10.3ms Speed: 4.4ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.efdc96f5006ea8b6075467f24a86c05f.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.0331dac4a5b4e826be178bb4bc49bfad.jpg: 640x640 1 Pothole, 10.5ms Speed: 3.7ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.18436672c998dddfec18be178da7a1b6.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.1ecac9b5224329fca5270ec42c859dac.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.5ms preprocess, 10.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.2800a3609ac08be0ec488ce9372f2fec.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.3ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.3ef2963f4be86073c7939e2730557265.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.6ms preprocess, 11.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.72d02a36afd87e8400423374071fa4a9.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.3ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.785ab981cffc2331666f678d6234754f.jpg: 640x640 1 Pothole, 11.0ms Speed: 4.4ms preprocess, 11.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.a1760049490eb10b25a93629a56fb8c9.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.5ms preprocess, 13.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.b7dbeece54ef3b15d30a5ed072dfc91e.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-453_jpg.rf.39cab50175f1ba038fa04894ea8c4f12.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.4ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-453_jpg.rf.bf6529f5d7f091790b14e4e428f4a1f1.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.4ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-453_jpg.rf.e2810e4024415cfde0b1adf600f9ce56.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-454_jpg.rf.237281ed162674bc3929244f68ad3071.jpg: 640x640 9 Potholes, 14.2ms Speed: 2.7ms preprocess, 14.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-454_jpg.rf.73f3c9c923eaf7c8dfd73deb7ff013be.jpg: 640x640 3 Potholes, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-454_jpg.rf.762513661080b5bd5173eb14dd9042bf.jpg: 640x640 9 Potholes, 10.8ms Speed: 2.5ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-454_jpg.rf.93d9658733fb5dd8b543c850080f411c.jpg: 640x640 8 Potholes, 10.4ms Speed: 3.0ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-454_jpg.rf.e4869590b443256adb4e1d15081c73e8.jpg: 640x640 9 Potholes, 12.8ms Speed: 3.5ms preprocess, 12.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-455_jpg.rf.86b0ce9386fe61f39b3a3c684b8a028b.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-455_jpg.rf.967001b040e393de49427260a8a1ea50.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.6ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-455_jpg.rf.ae0d8eaf98f9f87eb43e13ef5ff5e007.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.8ms preprocess, 13.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-456_jpg.rf.572afc1d6fd84f3a85636c2b8d4a3b27.jpg: 640x640 3 Potholes, 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-456_jpg.rf.83d89f56c13efcd6ca74313fe5866898.jpg: 640x640 3 Potholes, 10.4ms Speed: 2.5ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-456_jpg.rf.e4cda71fd346706302ce728cd2436379.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-456_jpg.rf.e8628b19e521f7dabb5391092f456fde.jpg: 640x640 4 Potholes, 10.2ms Speed: 2.9ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-456_jpg.rf.ec5a01553c9888435e84afcb080da4c7.jpg: 640x640 3 Potholes, 10.4ms Speed: 3.2ms preprocess, 10.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-457_jpg.rf.1c380a9e7720145378810883c4d4ecf8.jpg: 640x640 2 Potholes, 11.3ms Speed: 3.5ms preprocess, 11.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-457_jpg.rf.295e4124b11eeebda298522ce5c483ca.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-457_jpg.rf.2d8b2c98e9c3fea1c7a5ee399cbf0f60.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-457_jpg.rf.340962c6c90076a829bad99f77fa69a0.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-457_jpg.rf.3af13e211882608b0f182badcaeb1527.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-457_jpg.rf.8e716b9b36938f4679b726bbb8059864.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.6ms preprocess, 16.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-457_jpg.rf.c1d4eacbbf1f37649013d1f2ac1dbd33.jpg: 640x640 2 Potholes, 10.2ms Speed: 3.9ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-458_jpg.rf.0410423cf21b9ab28cd12ff08d7581af.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.8ms preprocess, 10.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-458_jpg.rf.1b705e9ea6b2a8cdfeb381a493ddd283.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.6ms preprocess, 10.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-458_jpg.rf.4e1b9b92a77dfcf4d743b781c827b511.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-458_jpg.rf.7c751ddf83b3eb2630fd72b5af05f8e9.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-458_jpg.rf.a51103176d5628078ca700625717c5c3.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-458_jpg.rf.c081209687f20b5e691019c449ae8959.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-458_jpg.rf.cc544a7d1d8e05ef7cc6d84200b24744.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.7ms preprocess, 11.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-458_jpg.rf.d815d5ae548539e8e467e49bb8ce35d0.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-459_jpg.rf.06856b837966ba129d1ff16a3235f455.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-459_jpg.rf.9ca0c53e2904179debffad52f00b8659.jpg: 640x640 1 Pothole, 10.5ms Speed: 3.7ms preprocess, 10.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-460_jpg.rf.2c29c5ade5f9457498d7182e6853e725.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.9ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-460_jpg.rf.541c442226be0fca4831603fd50b7247.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-460_jpg.rf.57721708321884933d0fb61dc79b97fc.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.3ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-460_jpg.rf.67ac59c776aaea551d69fc904db2404f.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.4ms preprocess, 15.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-460_jpg.rf.8f3c34561c197d0db7ce4b5aa026f272.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-460_jpg.rf.c78bdcc1661f46edf9a5b52612f355b4.jpg: 640x640 1 Pothole, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-460_jpg.rf.e8b25ecad4c78c605823d27e4d2fd9a6.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-461_jpg.rf.209e97a94e58a80ebdc4696d088384f3.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-461_jpg.rf.4498c990aff2aa72c53fa60d28ab1a1e.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-461_jpg.rf.63c32d2a207af1e56ead2712e80c2efe.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-461_jpg.rf.6792569884df624e47047063828ff9c4.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.3ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-461_jpg.rf.b660af944f0e4d17bade572bdb8a87a1.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.5ms preprocess, 15.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-461_jpg.rf.c4f7d29dc411da6f18d58176ced3393f.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.7ms preprocess, 11.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-461_jpg.rf.d4bc1db1caa8a83bc0a9a402ff2c09f0.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-461_jpg.rf.e338898ba6d51aa877e839fef5da0636.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.0ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-462_jpg.rf.57e5f6e100b8c015549e50b0096e8ccf.jpg: 640x640 1 Pothole, 10.9ms Speed: 3.8ms preprocess, 10.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-462_jpg.rf.71638d81f0d4a2f0baeeb67f59323ca0.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-462_jpg.rf.7bb7ba7657560d9cf7516c71a3511052.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.4ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-462_jpg.rf.8e7e1a0158fc4167a26ff0e6df45f3a6.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.7ms preprocess, 16.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-462_jpg.rf.a0d909886efb91292a3fab6501513c2e.jpg: 640x640 2 Potholes, 16.2ms Speed: 2.8ms preprocess, 16.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-462_jpg.rf.b026b12ee7db8bf507668e315af6a563.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.1ms preprocess, 10.2ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.0ca6939b54b679a7cdc6311662dcd44f.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.6ms preprocess, 15.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.1dfbf7ccf400c522ca3cefbe4b5771af.jpg: 640x640 1 Pothole, 16.2ms Speed: 4.0ms preprocess, 16.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.24ee1988e092530f878e96705b56c476.jpg: 640x640 1 Pothole, 10.5ms Speed: 3.9ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.294e556dc65ac680f87846d0a053da28.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.2f80c5ff4b0930a11cc2b4468541b69c.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.66a5cb5de5355fb6f22d1fde93b058d8.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.84aa009c3a179ea4ee93c747cae7f3c6.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.6ms preprocess, 13.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.a72fe1a17002671bf6904cfaf4f2072b.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.5ms preprocess, 12.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.f228b7881941f19c753aae6085a09a2e.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.8ms preprocess, 10.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.f2ce835192946ff6348cf4cd25ac57d3.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.8ms preprocess, 11.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.f509938130d8ffaf0d0280d4f132bad5.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.3ms preprocess, 16.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-464_jpg.rf.1e23fac651caa73472f495e482b045a8.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.2ms preprocess, 12.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-464_jpg.rf.54ab26d3e94f9cb772430a19885bd212.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.3ms preprocess, 11.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-465_jpg.rf.1852c62725b7e2f6e3b2b2a79f45ab3f.jpg: 640x640 17 Potholes, 11.1ms Speed: 2.5ms preprocess, 11.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-465_jpg.rf.1ca5edb3ca45649fa61fde9a7eb66f9a.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.3ms preprocess, 11.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-465_jpg.rf.2dc4e2a46c05ccb9a260ccfc8057bbb2.jpg: 640x640 16 Potholes, 11.0ms Speed: 2.2ms preprocess, 11.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-465_jpg.rf.448e312fbe7cd73ec90472944852222a.jpg: 640x640 7 Potholes, 15.6ms Speed: 2.3ms preprocess, 15.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-465_jpg.rf.6ffadab767503b5bdf278e37995ca73b.jpg: 640x640 16 Potholes, 11.2ms Speed: 3.3ms preprocess, 11.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-465_jpg.rf.957d0ae8f71904e680df607fe483e9a3.jpg: 640x640 17 Potholes, 11.5ms Speed: 2.8ms preprocess, 11.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-465_jpg.rf.a631f70cfea7f849e0de195612363529.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-465_jpg.rf.f632e9bb3d13febe61f0d027fdf5dd35.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.5ms preprocess, 11.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-466_jpg.rf.0bd260d94adccc1f6fca7cc5d8e2e9f0.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.9ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-466_jpg.rf.9f59abd81bc3d2395c66fb3a26661f21.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.1ms preprocess, 10.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-466_jpg.rf.ba9cbbcbe04fe9eb1eed1f715a43574e.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.7ms preprocess, 10.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-466_jpg.rf.bbbe1d5d25ea72ffec26795c7b1cd772.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.7ms preprocess, 11.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-466_jpg.rf.c665c3fa97b4bb77f23715dce5641670.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-466_jpg.rf.f3db949b756adf0d514b6e4766009630.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.1ms preprocess, 10.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-467_jpg.rf.320503d09a7adeb6d79e56646f6a48af.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-467_jpg.rf.4873a38d816d89e09722f918a6185819.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.7ms preprocess, 15.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-467_jpg.rf.78c16313fa8a29a1a0514f9e91bdb34c.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.6ms preprocess, 11.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-467_jpg.rf.9fdaa77aa25a066d5fe70b9e464c04f3.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.9ms preprocess, 12.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-467_jpg.rf.ad175c3cd14af183c286d5fc85c9fd2d.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.1ms preprocess, 10.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-467_jpg.rf.db72c2456683641ee9122791f1506609.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.0f3dca9fa651c86773af5e6a813dd6b5.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.5ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.22423bb62be228476dacf00508b43932.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.4ms preprocess, 11.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.47e69750de7ff755eb593e75ddfb0db7.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.1ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.61ddcb9fc4672c242c065f80c1c424d5.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.9c41169ee8f101d4ec6973d191be58b3.jpg: 640x640 1 Pothole, 10.9ms Speed: 3.5ms preprocess, 10.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.9e4254949be811e26d4537293736a5df.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.0ms preprocess, 11.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.cfdfa6c88198c4845923f63f95a39a3c.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.7ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.d2df98bd7b072401c5a7bb0591b5d342.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.5ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.eee93c1ab10cb24d6c6e050a93922dc7.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.7ms preprocess, 10.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.f9c1545080b565605421707832cea4a3.jpg: 640x640 1 Pothole, 13.3ms Speed: 4.1ms preprocess, 13.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.168782a68b1373dcf0a2a1a0f35d1c98.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.5ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.588c067c68d2a9e4ea8f5e13c48f3408.jpg: 640x640 1 Pothole, 11.1ms Speed: 4.3ms preprocess, 11.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.686247800df6c09f89eea407bd2774b9.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.2ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.743a61282d55aee1dcb2891975434d73.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.3ms preprocess, 11.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.7a349dab13b5f6b5873c6c05e8af0f22.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.1ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.7f82ad48b94328b5dbfc297c183988f5.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.2ms preprocess, 10.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.abd6d5c0a67daa898a5ef9e3ad120844.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.3ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.ce0e0f420a74dffc2f860af873444645.jpg: 640x640 1 Pothole, 20.3ms Speed: 3.7ms preprocess, 20.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.da9f98ff3a12636a7d9c7aeaf423dc91.jpg: 640x640 1 Pothole, 12.2ms Speed: 4.1ms preprocess, 12.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-470_jpg.rf.0c4e8ec9bedffbc17be4cec5782a2546.jpg: 640x640 1 Pothole, 10.8ms Speed: 4.6ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-470_jpg.rf.1b567ff05c97c0bbdd959e86efee83ab.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.1ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-470_jpg.rf.43d2ef98b57cf1ee6e93d88db3d77c43.jpg: 640x640 1 Pothole, 10.7ms Speed: 4.1ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-470_jpg.rf.9ba4ef386b4f6ec31f44e9f8c9c8954f.jpg: 640x640 2 Potholes, 10.9ms Speed: 3.9ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-470_jpg.rf.a376b35cff4c924b3069f41cf371c01f.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.7ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-470_jpg.rf.b5d0c6e16cf7a5d7c1e99404b451ceb3.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.0ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.02cb22a29f3239e1d7099c2629600399.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.2ms preprocess, 11.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.10a47c3dd472888028798c68ab2afc57.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.4ms preprocess, 11.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.2b1aa13455fe19b60ad2d1f6a79c9506.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.4ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.40b8b1fbb27831ef5402c692b3f7b37a.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.5ms preprocess, 12.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.46397faafa172d5e06ef209c50824dd8.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.2ms preprocess, 11.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.4d8931cb248ec85a16a2757dab0b7ede.jpg: 640x640 2 Potholes, 14.5ms Speed: 5.4ms preprocess, 14.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.505112c376f2d4ec6aa378a1d99d9469.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.1ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.8c75227d4e38db6486c125a811b953c4.jpg: 640x640 1 Pothole, 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.92319287679c9e04726bfc33ccdb1f05.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.5ms preprocess, 15.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.b201963e42763de53c133f1a0e33bd67.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.9ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.c73167c0b3a11749f7db8392e4b3949c.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.5ms preprocess, 10.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.e4d29d154887d45783f503b4ae3777b0.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.0ms preprocess, 10.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.04467d5fc4c97bd9d21e5b1a2ce95fc6.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.5ms preprocess, 10.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.0e83a2c7460a0bb48708465d90fec930.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.1ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.3b15b49da2f9c0bf84c1d0505fc0e654.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.4ms preprocess, 10.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.3b4d747781f677d0b3814e3a41b093d5.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.4ms preprocess, 10.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.765b54563c2192c9c7da20dec2f5db4d.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.4ms preprocess, 10.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.ab343c92e93d1a3cecb43bac3b9fb342.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.c1dcb8c2a268f81298bcba2d68abd8c8.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.cdaa25fb5a590706e235ba7d807c7c78.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.2ms preprocess, 10.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.e863a0c95071eb304876fc945445b857.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.e9c0987d6d6590ef141c2b050f76a9d2.jpg: 640x640 1 Pothole, 10.8ms Speed: 1.9ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-473_jpg.rf.9ae75c4d93c69fba9645e32fec589e33.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-473_jpg.rf.b8f8863c621045a13fcb15665c772a38.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-475_jpg.rf.58cdf21d351ff56b4fd09eb822635729.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.3ms preprocess, 11.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-475_jpg.rf.5e26f4d6b52cc11bd9207d07a2832c24.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-475_jpg.rf.5f75fa07a46cfb6e14be73da9a76c0b7.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.5ms preprocess, 10.8ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-475_jpg.rf.7728a07ce1ed4e1bc1af0903440832b4.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.3ms preprocess, 13.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-475_jpg.rf.8ad97d449a24621c112e8a77c0c8880f.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.4ms preprocess, 10.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-475_jpg.rf.f665a51e6651b409309fa4a559031685.jpg: 640x640 (no detections), 12.9ms Speed: 3.3ms preprocess, 12.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-476_jpg.rf.22fa6cd4bae4ff87a44a397426195e67.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-476_jpg.rf.4db36b50d751b17166e5486125df49be.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.2ms preprocess, 10.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-476_jpg.rf.58e3a2fa3a86fdd11b731d0301a91607.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.2ms preprocess, 10.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-477_jpg.rf.44d9a222a28220f8979accccd4fc7a37.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.4ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-477_jpg.rf.65ae500100c6db2665aa038e872665f6.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-477_jpg.rf.8e59150efcab242572be3c91548f975e.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.2ms preprocess, 10.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-477_jpg.rf.cd2ba87f325ff811d6a73021601d2d6a.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-477_jpg.rf.eb6d5ae1445d0ba135fc909e12e680b2.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.6ms preprocess, 11.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-478_jpg.rf.252ff280c9c7cbd98d2b710b19d3b5be.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.2ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-478_jpg.rf.281900f732b6c1718bb7f2204f1290f7.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.6ms preprocess, 16.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-478_jpg.rf.31681333f3e4bd16f386a83e08974307.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.9ms preprocess, 12.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-478_jpg.rf.54553ababa6d89b9f5bf4432c302b2ea.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-478_jpg.rf.acb219af96d43e0c339eecdf574d7922.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.4ms preprocess, 11.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-478_jpg.rf.b6b2c517d14562ff97baaa307035aa62.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-479_jpg.rf.0ccd8583b25325d81db8d8babe5ed777.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-479_jpg.rf.4e013b8b7144969dde8192b5fa11cd63.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.6ms preprocess, 15.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-479_jpg.rf.5ea38f58ade8532514d70d89444378b8.jpg: 640x640 2 Potholes, 10.5ms Speed: 3.8ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-479_jpg.rf.722267dde3f9b9f7fa48f9413d5df406.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.2ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-480_jpg.rf.2bd25938048d4710cd420f593b41a416.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.7ms preprocess, 10.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-480_jpg.rf.69d5887c17d315da5771e5ec2f9839ef.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-481_jpg.rf.06d40313c5a591cbd705e927b85fe2f3.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.6ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-481_jpg.rf.13864c6167cc3bca983190c164822547.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.4ms preprocess, 10.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-481_jpg.rf.740a495bb116f6512a1ef170cfbb3b61.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.9ms preprocess, 10.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-481_jpg.rf.8e4304e9046ba1c347d5cfe12bf2b6e7.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-481_jpg.rf.9c81a39a68f432e73205f8a70060d577.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-481_jpg.rf.a656fefa46912a62a17847fb9f67a08b.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.2ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-482_jpg.rf.162f40d82995acccfd5077b39a8f5a15.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-482_jpg.rf.385731d8621a75b498cff35d4b3032cf.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.5ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-482_jpg.rf.432e4edd8a406d644922a4e9db301855.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-482_jpg.rf.4476a157a678911fa65c5aa108361ee5.jpg: 640x640 (no detections), 13.0ms Speed: 3.1ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-482_jpg.rf.5071699fc44ed18684b90fd0ac608965.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.9ms preprocess, 12.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-482_jpg.rf.7e843fc456dd09199eac5001d4d96c24.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.9ms preprocess, 11.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-482_jpg.rf.ed57ed4396a385e68f42f4c12dff40c8.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.9ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-483_jpg.rf.65d509b831566186368a4da64d6a9fe0.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-483_jpg.rf.688f82034cfb2f0bff41d2910e4adedb.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-483_jpg.rf.e2ec1b96f26844fb0f4692fdb58da654.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-483_jpg.rf.f0cad40bcf9b6812e75e0af45e42eb10.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-484_jpg.rf.33bc6d693361a7d91f1d023b9b83fddf.jpg: 640x640 2 Potholes, 14.2ms Speed: 3.8ms preprocess, 14.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-484_jpg.rf.415e7321bdc475566ba1f054425d1be6.jpg: 640x640 1 Pothole, 17.3ms Speed: 2.9ms preprocess, 17.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-484_jpg.rf.55c61b6faac2c6840ec2f33c8e0c5f8d.jpg: 640x640 2 Potholes, 15.9ms Speed: 2.6ms preprocess, 15.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-484_jpg.rf.933afd2b2ff2aae451b38f0c6804f47f.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-484_jpg.rf.cb69e5925ba0da7e0424df63bd68d61f.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-484_jpg.rf.cd2d01a83e52df9e78bb4e615d341536.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-485_jpg.rf.0172ef365387661ee2cc21745a6b69f3.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-485_jpg.rf.101d972f8293dddf57b20e7ed3649c99.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-485_jpg.rf.4e2bb31c73900032e2ba326d484b1c90.jpg: 640x640 2 Potholes, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-485_jpg.rf.7c99dd0bb5f33a619fdb374d875a5068.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-485_jpg.rf.8c9fe97fe6d368f62f851a51fc5a4978.jpg: 640x640 3 Potholes, 10.0ms Speed: 3.0ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-485_jpg.rf.dc19e8e07f52aa2fb9595dbd03fd4334.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-487_jpg.rf.7ba63e8f961d8b4cfcb4681bb46ab86a.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-487_jpg.rf.bf997f015063590d9afe893c20f54199.jpg: 640x640 (no detections), 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-487_jpg.rf.c000af92044bdc338a1013b1fa200e9e.jpg: 640x640 (no detections), 10.5ms Speed: 3.1ms preprocess, 10.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-487_jpg.rf.e04aa9612029ac9b200f585bd978109c.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-487_jpg.rf.eb80c2e153d543256b32670d1f5c4b44.jpg: 640x640 1 Pothole, 11.3ms Speed: 3.3ms preprocess, 11.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-487_jpg.rf.f02e6137afa4728f4e979846a8283c6a.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-488_jpg.rf.3eaa7c012bc5596732ca244140343663.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-488_jpg.rf.93849efd22ea6ccafe05a551c378a287.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-488_jpg.rf.d01d73bd46760dad9b27483dbb1ab885.jpg: 640x640 (no detections), 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-488_jpg.rf.de509a021d43fce5f3665b04c106684e.jpg: 640x640 2 Potholes, 10.2ms Speed: 3.3ms preprocess, 10.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-489_jpg.rf.0ebb7462cc54124701c8cd0e12e4174c.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.4ms preprocess, 11.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-489_jpg.rf.4c6a6d902e0ea3820c8b75644ce0fe81.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.5ms preprocess, 14.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-489_jpg.rf.6db71ac3fd51963f56a30ff9a27fe140.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.6ms preprocess, 11.1ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-489_jpg.rf.d02716984c7d044fa4698f16bfba3aeb.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.8ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-490_jpg.rf.2976eb20d31740fe86c9a5f97e7193b4.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-490_jpg.rf.7142f5f5169cdfc0acf60f6088ba8d9d.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-490_jpg.rf.7e3d2df5d4caf9898cf91d3e82baa7d4.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.2ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-490_jpg.rf.9050fa1acb08a1083af190338f722a01.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.9ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.03053be1f0749740c3b982ecbaeb8ffc.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.3ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.4b162268ea47d48715e54db9049ccc7a.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.4ms preprocess, 12.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.5f69eae1d6c88ceb404dddebf4e05675.jpg: 640x640 (no detections), 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.81cdeb7577ab00eed41af6f2c406bef9.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.823f906e0a662896279cc3f0663de6c6.jpg: 640x640 28 Potholes, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.a948a0c086c5599df78668119f5dc738.jpg: 640x640 27 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.afa7ce81d474922895bb6df70f976e59.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.bb28dc8441b08613f1242d4f65994baa.jpg: 640x640 (no detections), 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.bdc83e63b9a9a8e5b135aea389ad4113.jpg: 640x640 28 Potholes, 10.1ms Speed: 3.3ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.c45a001c79988e60a540b872d574e0d9.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.f5bcecfe88de997f6a0e43d0b879eb1c.jpg: 640x640 2 Potholes, 12.6ms Speed: 3.4ms preprocess, 12.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.fa1505b98a40c8e95823ea11134a5fa5.jpg: 640x640 28 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-492_jpg.rf.1921143085a916bee96a5500c1869829.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.3ms preprocess, 11.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-492_jpg.rf.31e0a0986c0b1bfba7698d15cc305a3a.jpg: 640x640 (no detections), 20.1ms Speed: 2.8ms preprocess, 20.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-492_jpg.rf.32183aef6a2231600d4a8ecb02a262f5.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.3ms preprocess, 10.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-492_jpg.rf.6a3fdc1e81785799860940713f5ad5f4.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.3ms preprocess, 10.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-492_jpg.rf.b1d990c753295e0b717d5b92dbcabcb7.jpg: 640x640 1 Pothole, 11.0ms Speed: 4.0ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-492_jpg.rf.d91df2cd61286431d2b28640101824ea.jpg: 640x640 (no detections), 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-492_jpg.rf.e8e297d7ce2a82166a6d35b12284f625.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.0ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-493_jpg.rf.0f56f05bc0a80ac916aafe9dc92bfa68.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-493_jpg.rf.4820998f67ccfd0bf29a4f65f9917a47.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-493_jpg.rf.54dc71166cd4083928118b1424c89c33.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-493_jpg.rf.936ae368699b16484af5f0e07dbba6b7.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-493_jpg.rf.addfa109d5836ebc3737bab90c35611e.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-493_jpg.rf.c215c2dc43fc5bd4bdf6fe78dc30bdb4.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-493_jpg.rf.e4d31c9aa48e6f07f5f028b542083817.jpg: 640x640 2 Potholes, 11.9ms Speed: 2.9ms preprocess, 11.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-493_jpg.rf.f48894d7b5ff15c606119392d48dd8f5.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.2ms preprocess, 13.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-494_jpg.rf.0249e249c7314b6f3dbbe9f476341012.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-494_jpg.rf.ad9d9236ef71391217a93c15f3b48a8f.jpg: 640x640 2 Potholes, 18.4ms Speed: 4.2ms preprocess, 18.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-494_jpg.rf.d09665a4972f967cd4fdafb00f7573ad.jpg: 640x640 3 Potholes, 12.1ms Speed: 3.8ms preprocess, 12.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-495_jpg.rf.3ecb7dfb4852f23e5b09550f73ab71c9.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.4ms preprocess, 13.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-495_jpg.rf.bfb55a104e83e1dbbc256e70a773bb28.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-495_jpg.rf.cf65798e7b1383655e983f39b1129e6a.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-495_jpg.rf.d178c88019071880d529673f7d563ec2.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-495_jpg.rf.f4416c923462ab9716569f8f4d343258.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-495_jpg.rf.f51e96a3cfce6f946c047cfbfc8af26d.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-496_jpg.rf.0ad69724f1b6b8f8768cc6b6dd4bc112.jpg: 640x640 8 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-496_jpg.rf.2a0dc6c20fbc516421f63470a7e4bb74.jpg: 640x640 8 Potholes, 11.0ms Speed: 2.3ms preprocess, 11.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-496_jpg.rf.8fddc430e32ad2ff59b68576594dc2d3.jpg: 640x640 3 Potholes, 17.6ms Speed: 4.0ms preprocess, 17.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-496_jpg.rf.ef68af487825b5b3492357e497a5882c.jpg: 640x640 6 Potholes, 17.0ms Speed: 6.1ms preprocess, 17.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-496_jpg.rf.f9ce0243d0de333e336cdfafbd5731ce.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.21d156a8dbfcb141eee295b643b4e3e9.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.0ms preprocess, 10.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.3a7da8fc961346c4b80851f852dd93b9.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.3cb5cdfedc9ff24cbf682b4af41d795d.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.0ms preprocess, 10.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.43d6df1ec9716e7b74ef47059526e3b8.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.4ms preprocess, 12.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.56d4ad9c08b8194d5ba7a4c7aa418317.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.9ms preprocess, 10.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.7a54a10f1dd92b10dffb8b236fb36708.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.8ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.8a102792cddb8cb7795fa572dfedc304.jpg: 640x640 1 Pothole, 14.7ms Speed: 4.1ms preprocess, 14.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.8fe87f9e29babb6c1ffd568e2deb4bad.jpg: 640x640 2 Potholes, 18.3ms Speed: 4.7ms preprocess, 18.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.960db07789b9de8dd2523998918ca185.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.9ms preprocess, 12.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.9983064d364f7237cccc299d90c7f792.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.6ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.b6f614a7a74ad3936044bbd6431a50e2.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.2ms preprocess, 15.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.c81887d1f9eccee4dbea2c1e58ffb773.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.4ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.d8a3771f534465d5402d29de40bb5626.jpg: 640x640 2 Potholes, 14.1ms Speed: 2.9ms preprocess, 14.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-498_jpg.rf.13560994306f5e772768428fdac50e91.jpg: 640x640 1 Pothole, 15.8ms Speed: 2.7ms preprocess, 15.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-498_jpg.rf.57ba87cca3d490ce1619345bea5bd98c.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.6ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-498_jpg.rf.a7f104c4a5a47c772f0634d1d0d8eaf2.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.2ms preprocess, 11.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-498_jpg.rf.b28404896496e719972223ad0f64a24b.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.4ms preprocess, 13.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-499_jpg.rf.ae80749412b71f2a3df5c7599935c48f.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.2ms preprocess, 10.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-499_jpg.rf.cdf90ba5a3da2ad4dd2bd4f53b61b747.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.4ms preprocess, 10.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-499_jpg.rf.d2a8afed7aebc02aad2d4a78ce50e475.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.3ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-499_jpg.rf.deab4acbb63b318cbe836f378e46a14b.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.9ms preprocess, 12.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-499_jpg.rf.f94366551053c6d989244f4140d2c166.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.6ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-500_jpg.rf.04744bd814ad4a1d61ac2836ea252ac8.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-500_jpg.rf.0ba938450b1c0313d69bc4cbe0f8aca1.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.9ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-500_jpg.rf.17363483c057ec2463d1d2292bd102fa.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.4ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-500_jpg.rf.9ee09bcca2d877415dab3a2d5af70f8c.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.4ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-500_jpg.rf.c2daf6852c93fd14ecc783f6ea36a7eb.jpg: 640x640 1 Pothole, 19.1ms Speed: 4.3ms preprocess, 19.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-500_jpg.rf.fb7cf9e762d411151e1e0f0d516b5816.jpg: 640x640 1 Pothole, 17.1ms Speed: 3.4ms preprocess, 17.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-501_jpg.rf.1fddb33e44b4e7d41ba97c2833f0e9a2.jpg: 640x640 2 Potholes, 14.3ms Speed: 2.6ms preprocess, 14.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-501_jpg.rf.22ffcc655d5e635333a9b92a22c540f2.jpg: 640x640 2 Potholes, 10.9ms Speed: 3.0ms preprocess, 10.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-501_jpg.rf.469790281cd7364fa0f1b8c849cb7353.jpg: 640x640 2 Potholes, 16.8ms Speed: 4.3ms preprocess, 16.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-501_jpg.rf.4eaf77f95966d85c68a767ffb61cc5a1.jpg: 640x640 2 Potholes, 10.9ms Speed: 3.6ms preprocess, 10.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-501_jpg.rf.7adda499054390e1d518dbaf34b0135e.jpg: 640x640 2 Potholes, 10.8ms Speed: 3.0ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-501_jpg.rf.b1b608ee4680ef55338336db2a606346.jpg: 640x640 2 Potholes, 11.2ms Speed: 2.0ms preprocess, 11.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-501_jpg.rf.c49c02ef41c738571ad76a3f34aaf63a.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-501_jpg.rf.d5dd04ab843a4a00626fcd845f40d691.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.4ms preprocess, 12.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-502_jpg.rf.38ce91eb1293b2f2836651e5046f18e6.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.8ms preprocess, 16.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-502_jpg.rf.8f2791a88102b8fcc35b4fc514bffe88.jpg: 640x640 1 Pothole, 10.9ms Speed: 3.7ms preprocess, 10.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-502_jpg.rf.b34202d329b0c4b97aa2d978644bbc9a.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.9ms preprocess, 11.0ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-502_jpg.rf.c90fc7ebdb6e64689e0af57b2e222fa5.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.1ms preprocess, 16.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-502_jpg.rf.e57847f54e21fe343c654b5c2768b12a.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.6ms preprocess, 10.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-502_jpg.rf.f1b78a7cd880dc63132d9cd37ded732b.jpg: 640x640 1 Pothole, 11.2ms Speed: 3.3ms preprocess, 11.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-502_jpg.rf.f2121bf841da1957b29c091c37fd3501.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.0ms preprocess, 11.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-502_jpg.rf.fe1df94021ed2c8d4ff6c357bdd611f8.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.4ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-503_jpg.rf.24b6161c8cba53e0035e94769d1384f8.jpg: 640x640 (no detections), 11.1ms Speed: 2.9ms preprocess, 11.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-503_jpg.rf.5bf09e36ee26d678ec2296ee9f6dcb3b.jpg: 640x640 1 Pothole, 10.9ms Speed: 3.2ms preprocess, 10.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-503_jpg.rf.d1144f2864c4e2b66a2ed28aa78c0183.jpg: 640x640 3 Potholes, 11.0ms Speed: 2.5ms preprocess, 11.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.1b5d90ace674af3ab36c6be9c945977d.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.5ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.1bbcf047a9799c20da4b1cd8c0377816.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.1ms preprocess, 11.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.20831b5507a8dfcecb69436eb7e0eaeb.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.8ms preprocess, 14.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.23563a2d0bbc5bcec22d8ec51c52b166.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.6ms preprocess, 11.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.46b7d65dcf4506055a54960eebbde552.jpg: 640x640 1 Pothole, 19.0ms Speed: 3.4ms preprocess, 19.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.8437622d1629b53d6dfdc6abdef38a3b.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.0ms preprocess, 11.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.8fc8c796b19f24d2c0d4ca1b7c2fa422.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.6ms preprocess, 11.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.950be27ea32a0f2a96206e59093d054f.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.3ms preprocess, 15.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.9bf31227b85299d97735c5ddf00de52c.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.4ms preprocess, 11.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.bf1605d86f43d92f53477bcba423ea99.jpg: 640x640 1 Pothole, 11.4ms Speed: 3.2ms preprocess, 11.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.c1385bb1c717cdcda902017214d0f3be.jpg: 640x640 1 Pothole, 13.8ms Speed: 4.2ms preprocess, 13.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.c2a2c30ebd622bdcd8656065ae62ba8a.jpg: 640x640 1 Pothole, 18.0ms Speed: 2.6ms preprocess, 18.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.f01cdb5b14609ab128778bccaed5515a.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.6ms preprocess, 11.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.26db018146579b53e57d6598d1938113.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.1ms preprocess, 12.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.47a90c69904ed8ea8fb3d2639aca44eb.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.3ms preprocess, 11.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.5acfa1439b7b5cdcfb77bbd55338a5b3.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.4ms preprocess, 14.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.5e0da8da5bb1101efeedc0f4ad3596d2.jpg: 640x640 1 Pothole, 12.9ms Speed: 4.3ms preprocess, 12.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.98028c7deb548dd01cb504788801cf3f.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.7ms preprocess, 11.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.d9d60d312b295bdf093348d613dd646d.jpg: 640x640 1 Pothole, 14.2ms Speed: 3.8ms preprocess, 14.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.e21dcaba83a20989d98e00c82456b21d.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.2ms preprocess, 11.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.e29f4dca53f5093e686a40f8d35948e6.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.1ms preprocess, 12.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.e443fbc2a7e482cc256a44c7b02c3a8d.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.9ms preprocess, 11.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.ec738625962cabefe991cd83ba23db12.jpg: 640x640 1 Pothole, 13.1ms Speed: 4.8ms preprocess, 13.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-506_jpg.rf.3159ffee5658178035048347a3580d30.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.6ms preprocess, 14.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-506_jpg.rf.595dc695db58d7aecb5d5696e774d122.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.8ms preprocess, 12.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-506_jpg.rf.5e0ff5c350096b797a03adec5aaf7d94.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.5ms preprocess, 12.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-506_jpg.rf.e38803953ce4b58dc0fd1556a5bf4b0c.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.5ms preprocess, 12.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-507_jpg.rf.42e5d8d11b0126ed2313d438a7e5427c.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.8ms preprocess, 11.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-507_jpg.rf.8bc362b4ea67795a171d56122568c0c9.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.1ms preprocess, 14.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-507_jpg.rf.a458ea78f06608e605710671971732ee.jpg: 640x640 1 Pothole, 16.6ms Speed: 4.5ms preprocess, 16.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-507_jpg.rf.a5489ef32f03eff8957a148d34660cac.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.8ms preprocess, 12.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-507_jpg.rf.a8feb4b2f1cd13a1aea5ed901f9f20ff.jpg: 640x640 1 Pothole, 12.2ms Speed: 4.7ms preprocess, 12.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-507_jpg.rf.f05817cb0b80ce0642731e4197ff618d.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.6ms preprocess, 11.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-508_jpg.rf.f74c03918cf098905e1918da8ba6a1d2.jpg: 640x640 4 Potholes, 11.8ms Speed: 4.8ms preprocess, 11.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-508_jpg.rf.f8d5d68085c721f052037d791a1947af.jpg: 640x640 3 Potholes, 12.4ms Speed: 3.4ms preprocess, 12.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-508_jpg.rf.fa9316d97bdf03cfcd58ce1863e3dced.jpg: 640x640 7 Potholes, 14.1ms Speed: 3.5ms preprocess, 14.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-509_jpg.rf.5d6183941a3a0df17a21ba8100098ef7.jpg: 640x640 4 Potholes, 11.9ms Speed: 3.5ms preprocess, 11.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-509_jpg.rf.68dc49777b844553dacfb1b765fc3ef4.jpg: 640x640 2 Potholes, 12.2ms Speed: 3.1ms preprocess, 12.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-509_jpg.rf.8f6f305f3611e1745a845b3d73b03368.jpg: 640x640 4 Potholes, 12.5ms Speed: 4.4ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-509_jpg.rf.99356c9d9bf7a5d1fb824eec32d03a2d.jpg: 640x640 5 Potholes, 12.9ms Speed: 2.5ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-509_jpg.rf.dca2c539364c424e5f429c136dde1b3d.jpg: 640x640 2 Potholes, 14.3ms Speed: 4.2ms preprocess, 14.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-509_jpg.rf.eaed2175ffa23df470ff0ee77319cd89.jpg: 640x640 4 Potholes, 12.0ms Speed: 3.6ms preprocess, 12.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-510_jpg.rf.af47b0e48fde93d3219de0ddb6f5e904.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.3ms preprocess, 16.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-510_jpg.rf.d9dfc98064578fb3f14652c1b51b8b89.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.5ms preprocess, 13.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-510_jpg.rf.f4e64310db2fc2cf48c0c801e5f490a0.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.1ms preprocess, 11.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-511_jpg.rf.6d719000dd28c36456eac5aebd016654.jpg: 640x640 4 Potholes, 12.0ms Speed: 4.0ms preprocess, 12.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-513_jpg.rf.7a31eec9a48af1bc91465e4af6c9307d.jpg: 640x640 1 Pothole, 16.4ms Speed: 4.4ms preprocess, 16.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-513_jpg.rf.be0540abc506a5fcce92221220116808.jpg: 640x640 2 Potholes, 12.1ms Speed: 3.6ms preprocess, 12.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-513_jpg.rf.f184d98373af49bd587e38647bc7fdee.jpg: 640x640 (no detections), 12.5ms Speed: 4.1ms preprocess, 12.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-514_jpg.rf.13802bc5681e5b78b330e8e976c7a980.jpg: 640x640 1 Pothole, 12.1ms Speed: 4.2ms preprocess, 12.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-514_jpg.rf.6f15a612a14540ae35413eb4147a76c8.jpg: 640x640 2 Potholes, 12.0ms Speed: 2.3ms preprocess, 12.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-514_jpg.rf.99fee4a3da3a697ce006f6b8aad2d7e8.jpg: 640x640 1 Pothole, 17.6ms Speed: 2.4ms preprocess, 17.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-515_jpg.rf.07f9f5fb3ea50ae73f98958d63cf7439.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.8ms preprocess, 14.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-515_jpg.rf.40a1ebd7243705c368da1f5fab5250c6.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.3ms preprocess, 12.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-515_jpg.rf.4f425c4af7bdeb96fa06170ff014c34c.jpg: 640x640 3 Potholes, 15.6ms Speed: 3.8ms preprocess, 15.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-515_jpg.rf.9ecf2cc3910d4d6b8c35d497f0acde1d.jpg: 640x640 2 Potholes, 20.9ms Speed: 3.2ms preprocess, 20.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-516_jpg.rf.a97f6e4a7ecf25c53984132216745d31.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.5ms preprocess, 11.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-516_jpg.rf.d73ef997c92f3a14b1cb5ec2ef898503.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.3ms preprocess, 12.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-516_jpg.rf.daeebfdf6140d2a065d73b598df079ad.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.2ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-517_jpg.rf.06fe5d7ab604990626dc02cfecd52b51.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.3ms preprocess, 12.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-517_jpg.rf.4ade36b28c42af62905fbbe7a1ab6c22.jpg: 640x640 1 Pothole, 21.4ms Speed: 3.6ms preprocess, 21.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-517_jpg.rf.69a1a2d8bef288095a8fe5b6fbc9bcba.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.5ms preprocess, 12.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-517_jpg.rf.769d5f788fa56ed424d086a9ec572de3.jpg: 640x640 1 Pothole, 12.3ms Speed: 4.5ms preprocess, 12.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-517_jpg.rf.9567b5dbcd3c5ab68b9e699569877d3f.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.7ms preprocess, 13.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-517_jpg.rf.973277898d3284d4d773a990d1321f55.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.2ms preprocess, 13.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-517_jpg.rf.a237c364ee0d282849a744d9c4cd288c.jpg: 640x640 1 Pothole, 12.3ms Speed: 4.1ms preprocess, 12.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-518_jpg.rf.4ca84b8db30ca746434a47838562ffe1.jpg: 640x640 (no detections), 12.4ms Speed: 4.2ms preprocess, 12.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-518_jpg.rf.9715dbbeb2a70ef71734b03037f1f8f6.jpg: 640x640 3 Potholes, 19.6ms Speed: 4.4ms preprocess, 19.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-518_jpg.rf.b855fad21fabed1f0cd7d197c38a454d.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.1ms preprocess, 12.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-519_jpg.rf.9f67ff404696ad6cb0ac9bcbd2bd52ff.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.5ms preprocess, 12.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-519_jpg.rf.a19a13a2d5b44b064b956c2a6a6be66b.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.7ms preprocess, 12.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-519_jpg.rf.a481f4396c4b4aba66672085759bc0c8.jpg: 640x640 1 Pothole, 19.8ms Speed: 3.8ms preprocess, 19.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.028c4142ab567b88c7439d314ccb2daf.jpg: 640x640 1 Pothole, 12.9ms Speed: 7.1ms preprocess, 12.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.12e43bfd0ab302013163832eed8ae6c5.jpg: 640x640 1 Pothole, 19.7ms Speed: 2.6ms preprocess, 19.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.1bf201203cffc0171ccd2abb597d8aa3.jpg: 640x640 1 Pothole, 18.2ms Speed: 3.1ms preprocess, 18.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.274797e955223733d0056dfd905d253b.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.5ms preprocess, 12.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.2ece2ff0e104efa74c371e86126b581c.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.0ms preprocess, 12.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.5c4f5ebd8368735117e85f749a77cf3b.jpg: 640x640 1 Pothole, 12.9ms Speed: 4.0ms preprocess, 12.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.72c475c44afd22db905ec9a7578322ab.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.3ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.8e0fa545f4b49c1eb31e07026a18bb62.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.6ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.c57752307424f0c33487d1a83dc3ba95.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.5ms preprocess, 13.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-521_jpg.rf.155d2458441ce8512623e9224c7afdd0.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.7ms preprocess, 13.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-521_jpg.rf.2225c7e793d3b85722c6f9aea5060643.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.8ms preprocess, 14.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-521_jpg.rf.b417d8833d71d165dfc763e1aa879ec1.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.9ms preprocess, 15.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-522_jpg.rf.5a69b7747acadde4b3389dfcb1f3cb94.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.2ms preprocess, 14.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-522_jpg.rf.5e5c0313e2011ab85d0debb2ae8f377a.jpg: 640x640 1 Pothole, 13.2ms Speed: 4.7ms preprocess, 13.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-522_jpg.rf.84b5e1621049c908c6ee78f10aa74fa2.jpg: 640x640 1 Pothole, 17.6ms Speed: 3.9ms preprocess, 17.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-522_jpg.rf.8c077ffd444cebce9ba7dc94eede7871.jpg: 640x640 1 Pothole, 25.1ms Speed: 3.2ms preprocess, 25.1ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-522_jpg.rf.c9c16275456409d4ba0ea3a76656001f.jpg: 640x640 1 Pothole, 13.2ms Speed: 4.0ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-522_jpg.rf.f12f6c8bb3c7784aa8421218c8d06a8a.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.6ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-523_jpg.rf.07ed192518c6bd93bd243af6441468b9.jpg: 640x640 (no detections), 14.7ms Speed: 4.4ms preprocess, 14.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-523_jpg.rf.4b8b1351ded8d6851d2982f68148519d.jpg: 640x640 1 Pothole, 14.0ms Speed: 4.3ms preprocess, 14.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-523_jpg.rf.71e54493dbb1588b10facb66dc2a42d7.jpg: 640x640 1 Pothole, 14.8ms Speed: 4.4ms preprocess, 14.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-524_jpg.rf.37e23fcdd6da50dfcf6f0adc8bf4481a.jpg: 640x640 2 Potholes, 13.3ms Speed: 3.0ms preprocess, 13.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-524_jpg.rf.869022b02c99714f24a5a369b7439481.jpg: 640x640 2 Potholes, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-524_jpg.rf.e8dee5e694b1d15916ac7478d478b0ad.jpg: 640x640 2 Potholes, 18.3ms Speed: 4.1ms preprocess, 18.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-525_jpg.rf.4395d86485729498325b88e2f672ad53.jpg: 640x640 (no detections), 13.2ms Speed: 3.1ms preprocess, 13.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-525_jpg.rf.5b7b61eb409e2615d98b74df29b04fa7.jpg: 640x640 2 Potholes, 13.3ms Speed: 3.8ms preprocess, 13.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-525_jpg.rf.893c29240ca46c2c8a7927b4f5a98287.jpg: 640x640 2 Potholes, 15.6ms Speed: 3.1ms preprocess, 15.6ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-525_jpg.rf.ceb365761536525a11cba2b29bbd3179.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.6ms preprocess, 15.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-525_jpg.rf.dba9f95e841c1b5f4c68bc88baacbad5.jpg: 640x640 2 Potholes, 13.4ms Speed: 4.5ms preprocess, 13.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-525_jpg.rf.e9c045b1efac1c0579eef11c3ce121f9.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.9ms preprocess, 13.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-526_jpg.rf.00b67c9664dad3033e77cb9334826180.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.8ms preprocess, 13.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-526_jpg.rf.2934b7695852b9d9799bbabdc13d0015.jpg: 640x640 2 Potholes, 13.4ms Speed: 3.5ms preprocess, 13.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-526_jpg.rf.3e7ad41f0c775a11fb6a6e571deac0a5.jpg: 640x640 2 Potholes, 13.6ms Speed: 3.8ms preprocess, 13.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-526_jpg.rf.8635e390b5cd56e01e563c9f5ea0c1fc.jpg: 640x640 2 Potholes, 13.2ms Speed: 2.7ms preprocess, 13.2ms inference, 8.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.151b70e7928a91bddebb8baa2476ef06.jpg: 640x640 (no detections), 13.7ms Speed: 2.9ms preprocess, 13.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.2af26f50d64259cf7d3416929400350f.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.8ms preprocess, 13.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.38b0083a8d3d677644fb34d51bc02270.jpg: 640x640 (no detections), 19.7ms Speed: 3.7ms preprocess, 19.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.708302705a3e0829d0883f41acd3a714.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.5ms preprocess, 13.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.7205d717dd735539dff4d17f99abb57f.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.2ms preprocess, 14.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.766e30552840f19963590ef34a5cfb9a.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.9ms preprocess, 14.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.c32643f47a1fb358ec459232a52e8135.jpg: 640x640 (no detections), 13.4ms Speed: 4.1ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.cfc63a6af1ecf73e4f5bbdb74e74cc93.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.3ms preprocess, 15.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.de3661f7a64affe848b4449d30b9583d.jpg: 640x640 2 Potholes, 13.5ms Speed: 3.1ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.e2147301466909800b80503b8cf90466.jpg: 640x640 (no detections), 14.2ms Speed: 3.1ms preprocess, 14.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.eb12544fc1c9a7eea4aff76da4122115.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.6ms preprocess, 13.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.fb35007f053e4883bf0859f89c680d3f.jpg: 640x640 3 Potholes, 20.6ms Speed: 3.3ms preprocess, 20.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-528_jpg.rf.079ca1131a9db1bb791c6aeab2638916.jpg: 640x640 3 Potholes, 14.4ms Speed: 4.5ms preprocess, 14.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-528_jpg.rf.75989bc9faa3f8d56559a2a2ecbb53e4.jpg: 640x640 1 Pothole, 13.9ms Speed: 3.7ms preprocess, 13.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-528_jpg.rf.c8383ea1c9d45dd04cb4c1068d5aa539.jpg: 640x640 1 Pothole, 13.7ms Speed: 4.3ms preprocess, 13.7ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-528_jpg.rf.d4e0885d3655e0a39d6e3f66761e69df.jpg: 640x640 1 Pothole, 13.6ms Speed: 4.5ms preprocess, 13.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-528_jpg.rf.d4e4ced99394c93a65c1c719e97b8d1e.jpg: 640x640 2 Potholes, 16.0ms Speed: 3.7ms preprocess, 16.0ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-529_jpg.rf.0b14a949e2b6ac6ad6b78470ae595521.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.1ms preprocess, 13.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-529_jpg.rf.b028af4b6c9f4699355381c9c55a6883.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.1ms preprocess, 14.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-529_jpg.rf.e57c7069fd49795aa60735e7b6e063f8.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.4ms preprocess, 13.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.23d6a0e2d5e5f8024c73887c2a2b697b.jpg: 640x640 2 Potholes, 13.7ms Speed: 3.1ms preprocess, 13.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.33323e68a96379b418d93d80093e7daf.jpg: 640x640 2 Potholes, 16.7ms Speed: 4.3ms preprocess, 16.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.36cb954a6b2d2b3734b87ef1014a0f68.jpg: 640x640 2 Potholes, 13.9ms Speed: 5.1ms preprocess, 13.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.3a6613853093fa78d3b295f83929dbc5.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.3ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.4508762362d33db147080175274eaa8c.jpg: 640x640 2 Potholes, 17.7ms Speed: 4.7ms preprocess, 17.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.48db0c5c5ee61febbdd336238de2220d.jpg: 640x640 1 Pothole, 17.4ms Speed: 5.4ms preprocess, 17.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.5e4ce9a9d64b94da9075206136210d8b.jpg: 640x640 2 Potholes, 13.0ms Speed: 3.9ms preprocess, 13.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.62de837e62c0b6da68ef4d869c60d5e9.jpg: 640x640 2 Potholes, 13.2ms Speed: 2.5ms preprocess, 13.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.76ee0fdaff410b2000da1b5f438b7bb8.jpg: 640x640 2 Potholes, 13.1ms Speed: 3.4ms preprocess, 13.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.854175332daad9f4b828fbd53e1d78b7.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.0ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.d050513b0adc4dd3ddc599c9f09c3317.jpg: 640x640 2 Potholes, 13.9ms Speed: 3.8ms preprocess, 13.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.e318079327e2bb140ba2dcf0e6b71a22.jpg: 640x640 1 Pothole, 18.7ms Speed: 4.1ms preprocess, 18.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.3812320455cc199c986ad0e6a54053c5.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.9ms preprocess, 13.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.44045c63781086b4dda3df0de0e57c75.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.2ms preprocess, 13.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.4656b5263414273d91e7c1afd9616946.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.4ms preprocess, 13.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.48e81917bc1457e79fc8deaa6a719adb.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.6ms preprocess, 16.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.6dfaf533c931ccf9352f0f566e0d82b5.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.7ms preprocess, 13.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.7a275a028e5a12e309d06a98b59687a7.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.1ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.bca112d3118cbd30ea3dd4bbd40f9c0a.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.0ms preprocess, 13.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.c22fcf978cca330a5a64ad5ef5f36a63.jpg: 640x640 1 Pothole, 13.7ms Speed: 4.1ms preprocess, 13.7ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.c58b0d78929924b8c0c71c137991952b.jpg: 640x640 1 Pothole, 13.1ms Speed: 4.2ms preprocess, 13.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.cb15c4379c3361bfdc2be292bc684ec4.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.2ms preprocess, 13.2ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.def5c7be89effd3a470799224df3e673.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.2ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-532_jpg.rf.01acbe27f4d71409b69aeb336c379b6c.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.2ms preprocess, 13.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-532_jpg.rf.64b4398f19e170060e94db75ae69c2b1.jpg: 640x640 1 Pothole, 14.3ms Speed: 4.4ms preprocess, 14.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-532_jpg.rf.a7135ea5e4d4032ed9060dbafdec8b93.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.3ms preprocess, 13.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-532_jpg.rf.aca8b7e6b1489ab205871a7556d5a215.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.5ms preprocess, 13.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-532_jpg.rf.c004e415b6bccaaf41ba1bdae79945a4.jpg: 640x640 2 Potholes, 16.7ms Speed: 4.3ms preprocess, 16.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.1ac54e2b2b906bee72731cdd98d16d5b.jpg: 640x640 1 Pothole, 14.2ms Speed: 7.3ms preprocess, 14.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.2098777fc701f93550eb128ae6da7813.jpg: 640x640 2 Potholes, 13.1ms Speed: 6.4ms preprocess, 13.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.2a73d17d52085f5931a61d6e07dc680a.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.1ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.2cf5937fe749954562afd62e5e84298e.jpg: 640x640 2 Potholes, 15.7ms Speed: 3.2ms preprocess, 15.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.2f47ca9cfc51e139e690f485f0fdf676.jpg: 640x640 1 Pothole, 18.2ms Speed: 2.8ms preprocess, 18.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.4c7ee187bb2b10e1dd05149442c064c6.jpg: 640x640 1 Pothole, 18.7ms Speed: 3.3ms preprocess, 18.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.583cd0ba5fe9b70ab53edeaf120a7a5a.jpg: 640x640 1 Pothole, 13.3ms Speed: 4.8ms preprocess, 13.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.d02a09f3faa3dc967c398a23b38d5cb9.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.1ms preprocess, 14.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.d8c80a56a47f8d57d21bea99e0cd8b1e.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.7ms preprocess, 13.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.ed1e275d271957da8b436eaa47ce2a59.jpg: 640x640 1 Pothole, 19.3ms Speed: 4.7ms preprocess, 19.3ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.f00dcbe05bdae50a62af542345902108.jpg: 640x640 2 Potholes, 13.8ms Speed: 4.2ms preprocess, 13.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.15bbfc9bc0e7be111d0371041b14f483.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.5ms preprocess, 13.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.640e0221076fc4282621149e68335c29.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.0ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.9434f50744eb73c7ea8bd40601eafb8c.jpg: 640x640 1 Pothole, 14.9ms Speed: 4.1ms preprocess, 14.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.c628f62528b1749eb3cde8bd344ee6e8.jpg: 640x640 1 Pothole, 14.1ms Speed: 4.0ms preprocess, 14.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.d5adf295532f9a11f78f9977cf630e52.jpg: 640x640 1 Pothole, 15.5ms Speed: 5.8ms preprocess, 15.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.dff17b4ee3f3869b469c3a5e3523edbc.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.8ms preprocess, 13.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.ea0c984773b9d0cbcff5f5e40f92a97a.jpg: 640x640 1 Pothole, 13.8ms Speed: 4.0ms preprocess, 13.8ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.f0f64c48a244cd10b9a775a7eb8eced6.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.8ms preprocess, 14.3ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.ffee682339b504f91f0b48cf238ba7df.jpg: 640x640 1 Pothole, 13.6ms Speed: 5.2ms preprocess, 13.6ms inference, 6.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-535_jpg.rf.04900cafb1c92ee5db0f45b5ef6d4c69.jpg: 640x640 2 Potholes, 15.6ms Speed: 4.0ms preprocess, 15.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-535_jpg.rf.0a823d50d604ab84bee5a548b6ec4dc2.jpg: 640x640 3 Potholes, 16.6ms Speed: 3.6ms preprocess, 16.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-535_jpg.rf.237e5741ecd401fb34ecf72c70d7b7a5.jpg: 640x640 2 Potholes, 13.3ms Speed: 3.9ms preprocess, 13.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-535_jpg.rf.2dc411097d5da3d722fda34de773077d.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.3ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-535_jpg.rf.6698c039e819542acc4a966b60300c93.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.2ms preprocess, 13.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-535_jpg.rf.ec5d97cddfd1acc492c3fab5f1ef2cb8.jpg: 640x640 2 Potholes, 13.4ms Speed: 3.2ms preprocess, 13.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-536_jpg.rf.14d8951eb7891a441e1d6841207fa2c8.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.8ms preprocess, 14.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-536_jpg.rf.3bc4e5b1c501311de670571f3126f076.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.8ms preprocess, 15.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-536_jpg.rf.b58a8c694c9bdd9a01a4d20a2d628867.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.0ms preprocess, 13.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-536_jpg.rf.d06ebf221cac55201d3351e861912156.jpg: 640x640 2 Potholes, 13.2ms Speed: 4.5ms preprocess, 13.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-536_jpg.rf.ecfdee4da8a1f4b0357df10da0ab019c.jpg: 640x640 1 Pothole, 14.8ms Speed: 4.3ms preprocess, 14.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-536_jpg.rf.ef086a01039cad337ddbe62631f9c957.jpg: 640x640 1 Pothole, 13.8ms Speed: 5.0ms preprocess, 13.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.185cdff5aef89bceefb9774a2cdba6e1.jpg: 640x640 2 Potholes, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.436f3e8902ac75b114153a0d54c1d9f4.jpg: 640x640 2 Potholes, 13.2ms Speed: 2.3ms preprocess, 13.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.484d53a3c67b4e5a12b8f64caf9530f9.jpg: 640x640 2 Potholes, 13.2ms Speed: 2.6ms preprocess, 13.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.67a6c91fdf3d139ff9f255f2b95c41ff.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.5ms preprocess, 14.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.7f95af1e52ae932dcdcb3d7133e9c2ec.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.7ms preprocess, 13.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.81aeac6da3689c88a43fd5dba1df1477.jpg: 640x640 2 Potholes, 17.5ms Speed: 4.1ms preprocess, 17.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.81d54472c3a7bb882d728e15735d4d29.jpg: 640x640 2 Potholes, 13.5ms Speed: 4.3ms preprocess, 13.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.8f20ef55cbe0badc563a8d3daf4b3fa5.jpg: 640x640 2 Potholes, 13.9ms Speed: 6.6ms preprocess, 13.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.a09b14fed65b6da10543ccd1619b10ef.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.7ms preprocess, 14.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.a15ced740bdbc4eff5d316c761e4e121.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.9ms preprocess, 13.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.a1e85ef2f2388bbeac11cec7cd7898af.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.3ms preprocess, 15.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.d7b9ea4c24cc1a85e273193cb79c4248.jpg: 640x640 2 Potholes, 13.6ms Speed: 2.5ms preprocess, 13.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-538_jpg.rf.60111861efe2aca3a5966dd814747204.jpg: 640x640 1 Pothole, 17.6ms Speed: 2.6ms preprocess, 17.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-538_jpg.rf.8f5471c3c86a83cfb59c3eecf3b31348.jpg: 640x640 1 Pothole, 13.8ms Speed: 4.1ms preprocess, 13.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-538_jpg.rf.b55a1f63b10ae21829881a3c5072889c.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.8ms preprocess, 13.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-538_jpg.rf.f7945a5761c89a050de0718aec9d1294.jpg: 640x640 1 Pothole, 13.3ms Speed: 4.1ms preprocess, 13.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-538_jpg.rf.f9d086d9bbb415b74330009a8f8742a6.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.4ms preprocess, 13.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-539_jpg.rf.900dee45841cc967c41f651012ad3f76.jpg: 640x640 (no detections), 14.4ms Speed: 3.0ms preprocess, 14.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-539_jpg.rf.908f8bfa07812ef5ad007a2b6de343fe.jpg: 640x640 (no detections), 13.1ms Speed: 2.3ms preprocess, 13.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-539_jpg.rf.b8b2be48a06c260a112af8c01e3d3876.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.0ms preprocess, 13.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-540_jpg.rf.610c4ece0933499f1da98a392fb50368.jpg: 640x640 1 Pothole, 13.6ms Speed: 4.7ms preprocess, 13.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-540_jpg.rf.7047792370e70a653557b5300618ee41.jpg: 640x640 1 Pothole, 13.4ms Speed: 4.9ms preprocess, 13.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-540_jpg.rf.7b51c7a81797bfee88f8db2687851e50.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.5ms preprocess, 13.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-540_jpg.rf.86efb0ea6dfaf84d34a242d2b6b5aa4d.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.1ms preprocess, 13.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-540_jpg.rf.c58510eb09a7db11a1146fbf9082cd3e.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.0ms preprocess, 13.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-540_jpg.rf.e7cb6cd9e762383201ad12aa066c9555.jpg: 640x640 1 Pothole, 24.7ms Speed: 3.5ms preprocess, 24.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-541_jpg.rf.7150b3b64d5f7de62862547da718353d.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.0ms preprocess, 13.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-541_jpg.rf.7215c8e749967fab120b55313c516d26.jpg: 640x640 1 Pothole, 17.5ms Speed: 5.3ms preprocess, 17.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-541_jpg.rf.c43fecde34955940e23b319106985659.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.7ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-542_jpg.rf.10429ebecbfcaf24d4838eacd55c670a.jpg: 640x640 3 Potholes, 13.7ms Speed: 4.8ms preprocess, 13.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-542_jpg.rf.18159c240c35f81086fe52ae2a1f7e8b.jpg: 640x640 5 Potholes, 12.6ms Speed: 3.8ms preprocess, 12.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-542_jpg.rf.500422fabbb8d33df91baa9f1f82ee49.jpg: 640x640 3 Potholes, 13.4ms Speed: 4.2ms preprocess, 13.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-542_jpg.rf.5e82468baf9d2b27af348fc01b0db165.jpg: 640x640 2 Potholes, 12.5ms Speed: 4.3ms preprocess, 12.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-542_jpg.rf.6313fdc2fcda9527d4838fe73e05e1f7.jpg: 640x640 3 Potholes, 12.5ms Speed: 2.5ms preprocess, 12.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-542_jpg.rf.9b8560c78265835aa0d57ea34acbf416.jpg: 640x640 2 Potholes, 12.5ms Speed: 3.5ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-542_jpg.rf.a6b05111916a66af443db00cca29d95c.jpg: 640x640 1 Pothole, 18.2ms Speed: 4.1ms preprocess, 18.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-542_jpg.rf.abb96e33c3b00d51e28c566e788f5387.jpg: 640x640 3 Potholes, 15.0ms Speed: 3.6ms preprocess, 15.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-543_jpg.rf.2bcbc71162358e3eac6e20173fb9753b.jpg: 640x640 1 Pothole, 12.8ms Speed: 4.3ms preprocess, 12.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-543_jpg.rf.8c8bb71e0052b16dd24dda341b7c23c3.jpg: 640x640 1 Pothole, 13.5ms Speed: 4.1ms preprocess, 13.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-543_jpg.rf.ab24c8758402ef54f7e2bf40b7ed91fb.jpg: 640x640 1 Pothole, 12.7ms Speed: 4.0ms preprocess, 12.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-544_jpg.rf.3740268dec4a81ca3299de2ff0a5c13b.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.6ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-544_jpg.rf.3f43f9ef9c0e4827d115c0bdd74c9442.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.1ms preprocess, 12.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-544_jpg.rf.3f94e92d44c2ea360e929d3a7693e059.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.2ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-544_jpg.rf.643af695f2b26d63254730b36bdf1613.jpg: 640x640 1 Pothole, 13.9ms Speed: 4.0ms preprocess, 13.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-544_jpg.rf.8b1fd96ae6954a1aa5729b1f1cef9097.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.6ms preprocess, 15.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-544_jpg.rf.921c9c90939b79e7c865fe81d3bd5611.jpg: 640x640 1 Pothole, 17.2ms Speed: 4.3ms preprocess, 17.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-545_jpg.rf.176eb58ace33c45b75be1b29c256c05a.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.4ms preprocess, 13.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-545_jpg.rf.6ab51ec46d1d95c731f1bfb5238679d1.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.7ms preprocess, 13.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-545_jpg.rf.b61ed52c41c7b099f18a5b902e93ff28.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.5ms preprocess, 15.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-545_jpg.rf.b8bfd2182bc59a6f2fe917bb74972a4a.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.6ms preprocess, 13.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-545_jpg.rf.e35540e68b1ce3db8b7a067d415b0364.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.9ms preprocess, 12.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-545_jpg.rf.f3b44221278351f341dca40dabc45b1c.jpg: 640x640 2 Potholes, 12.7ms Speed: 4.0ms preprocess, 12.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-546_jpg.rf.16f95c37694b5dd414cf99e14aacfb7d.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.1ms preprocess, 16.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-546_jpg.rf.3609828aa1cf94044258a8caaeb784b1.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.2ms preprocess, 12.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-546_jpg.rf.434e4eb69e57a1e569310cc408497389.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.1ms preprocess, 12.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-546_jpg.rf.6f7d68eb1ac20b1ca1475811c95cbc96.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-546_jpg.rf.d9d7241a35a596cc900d64d30ff1cafd.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.4ms preprocess, 15.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.3b6105baaaade7158de60c173bd542cd.jpg: 640x640 2 Potholes, 21.3ms Speed: 5.1ms preprocess, 21.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.4b3229fc3bf3cf5aca33e3c4022c08d4.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.5ms preprocess, 12.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.63d0e2fb9562e13fc8f11676594404ea.jpg: 640x640 2 Potholes, 12.5ms Speed: 3.4ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.80e9aa413417ef55fd5a164013db8905.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.8ms preprocess, 12.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.8cf0c159cb163b5ad54088f534243675.jpg: 640x640 2 Potholes, 13.4ms Speed: 3.2ms preprocess, 13.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.b579bb5f6cfb8309fd5a72ed08c5f9e0.jpg: 640x640 2 Potholes, 17.0ms Speed: 4.2ms preprocess, 17.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.cc40407a96543f1df332852979ca7284.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.9ms preprocess, 12.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.efad4e83d05b4a91cec2f0ff59838fa4.jpg: 640x640 2 Potholes, 13.0ms Speed: 5.4ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.f678ddb722f337d3c648e7496530e01e.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.5ms preprocess, 12.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.f824a39e9d1f3b7bc2d2474e54c02dc5.jpg: 640x640 (no detections), 12.9ms Speed: 2.4ms preprocess, 12.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-548_jpg.rf.e4f0bb5f9e975e8d49149f08e1558040.jpg: 640x640 1 Pothole, 12.7ms Speed: 4.3ms preprocess, 12.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-548_jpg.rf.e7e2b8eefdd646d34730aea587fd87e6.jpg: 640x640 2 Potholes, 17.0ms Speed: 4.3ms preprocess, 17.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-548_jpg.rf.ed57c9f9d361d8599bfb993833eb7e15.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.6ms preprocess, 15.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-549_jpg.rf.085724c87d514dc5a9ab5d7768c4bde7.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.4ms preprocess, 17.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-549_jpg.rf.124720fe548e427c2dc0fdb37927b041.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.4ms preprocess, 15.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-549_jpg.rf.129629583396f7648d37bbace0ccb135.jpg: 640x640 3 Potholes, 12.4ms Speed: 3.2ms preprocess, 12.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-549_jpg.rf.d87d5cc1d49621cde535259e72b16199.jpg: 640x640 (no detections), 12.4ms Speed: 2.6ms preprocess, 12.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-549_jpg.rf.eb45cc9998397280410b4da7c7913fdb.jpg: 640x640 2 Potholes, 13.6ms Speed: 3.8ms preprocess, 13.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.05645bea43d44ef41ecafda0cd248c95.jpg: 640x640 1 Pothole, 18.1ms Speed: 3.7ms preprocess, 18.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.06a1398d78e9623a483c6a2323c1f09a.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.3ms preprocess, 12.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.2a9d2fc7fe0db87bf40a15524706e743.jpg: 640x640 2 Potholes, 12.6ms Speed: 3.3ms preprocess, 12.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.391665b3fb392ba495eaf06635fb637b.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.5ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.70ad35369581a7c8353bcd3456cb84e5.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.2ms preprocess, 17.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.794cf1662f7734840559bd60ced50cdb.jpg: 640x640 (no detections), 17.9ms Speed: 5.2ms preprocess, 17.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.95fdf472eff49a493960f0eb2629fa2c.jpg: 640x640 1 Pothole, 16.7ms Speed: 4.5ms preprocess, 16.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.a96e6bdab67d961983b0bfa005d1e164.jpg: 640x640 2 Potholes, 12.5ms Speed: 4.1ms preprocess, 12.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.ce6ccd431ed720071e15a5f794f004f0.jpg: 640x640 2 Potholes, 19.3ms Speed: 3.5ms preprocess, 19.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.dc8e37168916ccd4a211237a41bf385d.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.0ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-551_jpg.rf.0c655fc7a09230c7990c4deefc92c987.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.5ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-551_jpg.rf.26066182f85a913cfc176db54b64445c.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.7ms preprocess, 12.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-551_jpg.rf.f465f207e4b6d240f735e49143f6711d.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.9ms preprocess, 12.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.276e06fa5c0b6738da46dd877ecf62c5.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.7ms preprocess, 12.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.2b12fd7ab4a38fbb09c956810bda75a7.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.1ms preprocess, 12.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.2e364e2a01f767901b620d205329dd19.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.2ms preprocess, 12.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.337524fe252570d2719df64f3f2afe18.jpg: 640x640 2 Potholes, 12.6ms Speed: 3.2ms preprocess, 12.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.3ea3a580ed5c51c8bf5726d0ce1fb254.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.4ms preprocess, 12.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.5335674b6685ab1be6075a9653cac316.jpg: 640x640 2 Potholes, 12.4ms Speed: 4.2ms preprocess, 12.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.6209e363defc0dba6b8776dc7e04e997.jpg: 640x640 1 Pothole, 12.6ms Speed: 4.0ms preprocess, 12.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.7704c7839a5522da1dd1ae24f1fe4e55.jpg: 640x640 2 Potholes, 12.4ms Speed: 4.0ms preprocess, 12.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.9bb426b2f35a059b1b685bbfbfd92314.jpg: 640x640 2 Potholes, 13.0ms Speed: 4.6ms preprocess, 13.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.9cc8d397fb8110d0d3f13cf7aaec4134.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.7ms preprocess, 14.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.a7f01ab416ecaec825906566107aacab.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.4ms preprocess, 12.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.b5520d127669bae1512a74b6ab36801c.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.0ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.d9db374383fd97fb434785ea698ad63c.jpg: 640x640 2 Potholes, 15.1ms Speed: 2.2ms preprocess, 15.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-553_jpg.rf.485afb2777af3a600185e024b2367dfe.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.9ms preprocess, 13.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-553_jpg.rf.eab186575ece04729a3190982ea0c686.jpg: 640x640 1 Pothole, 13.7ms Speed: 4.2ms preprocess, 13.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-554_jpg.rf.773430ae3f3a51a49b90a60252f2fcb5.jpg: 640x640 1 Pothole, 12.5ms Speed: 4.3ms preprocess, 12.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-554_jpg.rf.9d9bab67db9988dc636d307f1322218c.jpg: 640x640 4 Potholes, 18.7ms Speed: 4.2ms preprocess, 18.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-554_jpg.rf.ae7676135c1f56c5ff176d74b4680a57.jpg: 640x640 4 Potholes, 12.7ms Speed: 3.7ms preprocess, 12.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-554_jpg.rf.bd242120b6454ac5f7f995da64a70a73.jpg: 640x640 3 Potholes, 12.6ms Speed: 3.6ms preprocess, 12.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-554_jpg.rf.efb31878f79149899bfe7034a5585f5a.jpg: 640x640 3 Potholes, 12.2ms Speed: 2.7ms preprocess, 12.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-554_jpg.rf.f3daade996835aaa01f974571d08dee0.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.2ms preprocess, 12.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-554_jpg.rf.fc2c208bcb174b85c231de0460ff92e4.jpg: 640x640 4 Potholes, 15.6ms Speed: 2.6ms preprocess, 15.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-555_jpg.rf.56797f2de18e3922550b2439803106e0.jpg: 640x640 3 Potholes, 12.7ms Speed: 6.1ms preprocess, 12.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-555_jpg.rf.7acdc18e8639c4bf76878f3286f6b201.jpg: 640x640 3 Potholes, 12.6ms Speed: 4.7ms preprocess, 12.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-555_jpg.rf.7bc666061b1b5bea2db825cef8a233ff.jpg: 640x640 2 Potholes, 13.2ms Speed: 3.7ms preprocess, 13.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-555_jpg.rf.7cdda29ca873ee7f4c85ef1a8b476c2f.jpg: 640x640 3 Potholes, 16.3ms Speed: 2.4ms preprocess, 16.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-555_jpg.rf.ac8623dc64d147b6fab371bcd9d9a2af.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.2ms preprocess, 12.8ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-555_jpg.rf.b1bd354eccc60dbbb37b4a91ed00bb3f.jpg: 640x640 3 Potholes, 12.7ms Speed: 3.0ms preprocess, 12.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.0b82843da7c5fa018f4c704c3d1c8532.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.4ms preprocess, 12.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.1a2d1d6383a87172344aeb696d7d5085.jpg: 640x640 1 Pothole, 13.7ms Speed: 4.3ms preprocess, 13.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.3f271c35a68c64ace49b7f6e65ec68d7.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.6ms preprocess, 12.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.55409efccf748eb32b4f76ce6206feeb.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.2ms preprocess, 12.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.5ad5d7da703d0ba1ae0689f3470e1baf.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.4ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.63134ce39230602c1fef2d83538daba5.jpg: 640x640 1 Pothole, 14.5ms Speed: 4.3ms preprocess, 14.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.7541f7c14b91b957aedc83c2bc9ed71d.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.3ms preprocess, 12.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.e123bfee2bb27cb322174bf80094f2bc.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.4ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.faeea1c4b158c356a9ff5503e0f594f3.jpg: 640x640 1 Pothole, 12.9ms Speed: 4.6ms preprocess, 12.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-557_jpg.rf.10bb1c4a6a2d2e7f7201d50d1605e7a0.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.3ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-557_jpg.rf.24ddf1d3cd0f6475a96bb8ef6da1a496.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.4ms preprocess, 12.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-557_jpg.rf.701b3b3f47a864302dea9865e4e00ef5.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.5ms preprocess, 12.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-557_jpg.rf.8ce0c5f94e1b2735dac248cc09b882cb.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.0ms preprocess, 11.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-557_jpg.rf.92f6d6e444f5e16f0b063750dc0d6c8e.jpg: 640x640 2 Potholes, 11.9ms Speed: 3.9ms preprocess, 11.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-557_jpg.rf.a095fbde238198214cf1e303f62c64fc.jpg: 640x640 2 Potholes, 12.1ms Speed: 3.7ms preprocess, 12.1ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-558_jpg.rf.1744294ed4884e9c94ddea5442b5181f.jpg: 640x640 4 Potholes, 12.0ms Speed: 2.8ms preprocess, 12.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-558_jpg.rf.5dabbce655408057158962299eefed50.jpg: 640x640 3 Potholes, 11.8ms Speed: 2.9ms preprocess, 11.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-558_jpg.rf.858b6d67923a3caeabf916f9671d95ac.jpg: 640x640 3 Potholes, 12.2ms Speed: 2.6ms preprocess, 12.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-558_jpg.rf.c911a685d27576cc56a6f76868ba4890.jpg: 640x640 3 Potholes, 11.7ms Speed: 2.2ms preprocess, 11.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-558_jpg.rf.eb433f934ebde75bb668b1d98b4c9cf6.jpg: 640x640 3 Potholes, 13.7ms Speed: 4.4ms preprocess, 13.7ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-559_jpg.rf.6851753f86f80d27150dfc2a280efbad.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.8ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-559_jpg.rf.994466e79d0172a47be6eee7f8cebc41.jpg: 640x640 1 Pothole, 17.0ms Speed: 4.0ms preprocess, 17.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-559_jpg.rf.9e064f3fdd26eee32e40e73c1b261421.jpg: 640x640 2 Potholes, 19.5ms Speed: 3.7ms preprocess, 19.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-559_jpg.rf.b452c79af20b49284e2b62dddea0177e.jpg: 640x640 2 Potholes, 13.0ms Speed: 4.5ms preprocess, 13.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-559_jpg.rf.bbd0ad5b8184d997bc3dcdcb838a54b0.jpg: 640x640 2 Potholes, 11.9ms Speed: 3.9ms preprocess, 11.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-559_jpg.rf.e9c8a72751cd85ffd5ff0368341c576e.jpg: 640x640 2 Potholes, 11.8ms Speed: 3.9ms preprocess, 11.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-560_jpg.rf.03aee0d8f7462c0daf37505d7c75740c.jpg: 640x640 2 Potholes, 11.7ms Speed: 3.0ms preprocess, 11.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-560_jpg.rf.4230d820fa96940ca7db9d2855d60435.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.7ms preprocess, 12.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-560_jpg.rf.8334c7463139bdd2892620dec99f6f3e.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.7ms preprocess, 12.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-560_jpg.rf.bee4a02167a8919533e3539898c87d50.jpg: 640x640 1 Pothole, 12.0ms Speed: 4.7ms preprocess, 12.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-560_jpg.rf.ea7454f038cbca802fed8102bcfafec3.jpg: 640x640 1 Pothole, 16.9ms Speed: 2.7ms preprocess, 16.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-561_jpg.rf.6647f15ca035149cfa6042fc7b4ff855.jpg: 640x640 1 Pothole, 16.4ms Speed: 2.6ms preprocess, 16.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-561_jpg.rf.c1a955a52573b1e67645ddb6d6ba118c.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.5ms preprocess, 12.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-561_jpg.rf.c73f4de982b83953dc5419b6ee14e011.jpg: 640x640 2 Potholes, 19.9ms Speed: 3.9ms preprocess, 19.9ms inference, 7.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-562_jpg.rf.1097355b8baa69765e56d655e7e55e69.jpg: 640x640 1 Pothole, 14.8ms Speed: 3.7ms preprocess, 14.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-562_jpg.rf.1cbaa8b701eb43b36ff030fec647ef10.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.5ms preprocess, 12.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-562_jpg.rf.5fbff0e26b075a91da9815486cf10c65.jpg: 640x640 2 Potholes, 11.9ms Speed: 2.2ms preprocess, 11.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-563_jpg.rf.1b30cfb60091edd84484faf13939b0d7.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.1ms preprocess, 12.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-563_jpg.rf.2d91875a11132407c3d2111b3c2673ed.jpg: 640x640 1 Pothole, 14.8ms Speed: 3.5ms preprocess, 14.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-563_jpg.rf.4b571e34d5b6bd55adff1ac992ff61f9.jpg: 640x640 1 Pothole, 19.3ms Speed: 4.4ms preprocess, 19.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-563_jpg.rf.526329a3f249de60f7756506753b4277.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.6ms preprocess, 16.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-563_jpg.rf.96b6630eeb77e2ff12d8e18a3678596e.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.6ms preprocess, 13.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-563_jpg.rf.a9a11412ab853d4ee6cb39055ce41333.jpg: 640x640 1 Pothole, 18.4ms Speed: 2.9ms preprocess, 18.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-564_jpg.rf.695d412148ed510a119ba6eacc37158f.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.6ms preprocess, 11.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-564_jpg.rf.84e68639a6096a13efbf3f2f613c8909.jpg: 640x640 1 Pothole, 16.6ms Speed: 7.7ms preprocess, 16.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-564_jpg.rf.b2102a4f0c317fe3bb25ccd7edaf2243.jpg: 640x640 1 Pothole, 11.9ms Speed: 4.2ms preprocess, 11.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-564_jpg.rf.cdbfcf0a95597034c2f0da8245e867e1.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.4ms preprocess, 14.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-564_jpg.rf.d91bcada0582228cf22e145ba8336283.jpg: 640x640 1 Pothole, 12.2ms Speed: 4.4ms preprocess, 12.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-564_jpg.rf.f01ed5a972834153ced23e790499dd00.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.5ms preprocess, 12.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.3687466408d25bd426d3b91c5f1c67af.jpg: 640x640 (no detections), 16.1ms Speed: 2.4ms preprocess, 16.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.3746980abc68d01ef30ce7f6b905f10a.jpg: 640x640 2 Potholes, 12.1ms Speed: 2.4ms preprocess, 12.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.3951535828e2a8eca2a71d89edcc7a56.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.7ms preprocess, 12.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.44104bc413a6a7e080507e1e0650bb74.jpg: 640x640 1 Pothole, 12.4ms Speed: 4.0ms preprocess, 12.4ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.47eeb7d73767eae137aa650a9ae37932.jpg: 640x640 (no detections), 13.9ms Speed: 4.0ms preprocess, 13.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.53d76512cfcc85a33fe453455ff53b77.jpg: 640x640 1 Pothole, 19.7ms Speed: 3.8ms preprocess, 19.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.838fb1a4c501ce134df24a160c5c46fb.jpg: 640x640 1 Pothole, 16.3ms Speed: 5.1ms preprocess, 16.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.8e0ec5532b32cfb1ce5f7367acdc4ac9.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.0ms preprocess, 13.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.a69dec99a707235430f13dc422bbead6.jpg: 640x640 1 Pothole, 14.7ms Speed: 5.2ms preprocess, 14.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.af17388494a66102923cea906e50c432.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.7ms preprocess, 13.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.b1b4910053086d60f18f9d3a246f4883.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.8ms preprocess, 13.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.d4e579e6f8a41f65a3af81c8a15d9a9e.jpg: 640x640 1 Pothole, 13.6ms Speed: 4.0ms preprocess, 13.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.efe6e1ae542785e2320daf0ea9cf31da.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.2ms preprocess, 13.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.018da92fbc97c83ed3cafe06d0dd4101.jpg: 640x640 2 Potholes, 13.5ms Speed: 2.3ms preprocess, 13.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.12ad19909fb48b8ff8668c45d2056055.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.1ms preprocess, 13.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.1e226bf6a527b9e365ec9bfee1f46160.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.1ms preprocess, 13.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.4cf47c49630f0b213570f16cbca1bddc.jpg: 640x640 2 Potholes, 13.5ms Speed: 4.3ms preprocess, 13.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.71c5ff271f9ec77ae592cf3e1862b7e3.jpg: 640x640 2 Potholes, 13.8ms Speed: 4.6ms preprocess, 13.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.8e6d5884a1be9af04a65cf564ffef3e5.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.2ms preprocess, 12.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.a610e044bf6cf1a026e1aee1fb07a898.jpg: 640x640 (no detections), 13.3ms Speed: 2.7ms preprocess, 13.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.c49968ef51bf7605bd6a7cb52277a4c2.jpg: 640x640 2 Potholes, 16.0ms Speed: 2.7ms preprocess, 16.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.d242c300db18a99476b5e23d96bd6d74.jpg: 640x640 1 Pothole, 15.8ms Speed: 2.7ms preprocess, 15.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-567_jpg.rf.34b79e0815582e0acf13b3338886897c.jpg: 640x640 1 Pothole, 21.7ms Speed: 3.9ms preprocess, 21.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-567_jpg.rf.6f24fa934ec7e2d4f5c94107ab92dd46.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.2ms preprocess, 13.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-567_jpg.rf.c5eadd6fb2ef9ca6caa899569f36c02f.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.3ms preprocess, 17.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-568_jpg.rf.1525029d1bed2a0a579b1c4591ac49fd.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.9ms preprocess, 12.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-568_jpg.rf.36e3125e392951f1fdee209f5c21f669.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.4ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.0081d6b574c1088469cf83df3321b0f9.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.5ms preprocess, 12.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.036c646bff63e491503e1bedd6dbd581.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.3ms preprocess, 12.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.0610d9cde6a0a366d3d514b47a524ef9.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.9ms preprocess, 12.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.1d2391f6c034abc50cee39951af0c4d3.jpg: 640x640 1 Pothole, 13.3ms Speed: 4.6ms preprocess, 13.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.4b757c551d40c23b5588c56bf1d6dc1d.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.9ms preprocess, 13.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.7f494f9675ef286a39fcc59eaa7f56a1.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.9ms preprocess, 12.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.a8c106feb51ebd49aecb0656861ed655.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.7ms preprocess, 12.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.ac93dcfb8c022ee822222ddab52616d9.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.6ms preprocess, 13.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.c3baec1ead015db3a4ee08d294e5e4a0.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.0ms preprocess, 12.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.d9933d0a477ddd5326cd2424a9f15852.jpg: 640x640 1 Pothole, 25.3ms Speed: 3.8ms preprocess, 25.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.e4002a614395a1e3c4a9221bf2c09fbe.jpg: 640x640 1 Pothole, 12.5ms Speed: 5.0ms preprocess, 12.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.f7f46bb524cf3da79bade9880b52e830.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.2ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-570_jpg.rf.085571d1124f6dff4a7b15d57e12fb7a.jpg: 640x640 2 Potholes, 12.4ms Speed: 3.2ms preprocess, 12.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-570_jpg.rf.1e197ecba584b7e401a8cb605b9b992d.jpg: 640x640 1 Pothole, 12.5ms Speed: 5.3ms preprocess, 12.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-570_jpg.rf.4713b356c8d1a9041028f97289685103.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.0ms preprocess, 12.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-570_jpg.rf.4dabbc16aeda9b2c2ee1922607a7f0e4.jpg: 640x640 1 Pothole, 13.5ms Speed: 4.2ms preprocess, 13.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-570_jpg.rf.54ef624b07871aac1863e7d95d5f07aa.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.2ms preprocess, 12.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-570_jpg.rf.5694dc260b7165696dd6f52072b37bec.jpg: 640x640 2 Potholes, 12.6ms Speed: 5.8ms preprocess, 12.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-570_jpg.rf.a7209f8ff3b6013856fcfe26000468f3.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.0ms preprocess, 12.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-570_jpg.rf.e8504dcaccfc90b6eb9b589e3b95dc6f.jpg: 640x640 1 Pothole, 13.3ms Speed: 4.6ms preprocess, 13.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-571_jpg.rf.1baa0322df322916d0e4fb733917792d.jpg: 640x640 2 Potholes, 20.1ms Speed: 3.5ms preprocess, 20.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-571_jpg.rf.52ac1bee90aa9d8bd913260fa64f3aae.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.9ms preprocess, 13.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-571_jpg.rf.96028869854f6d38caa1c20b79ad85f5.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.5ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-571_jpg.rf.a8055f81b37be2e9c746dfa34b865488.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.3ms preprocess, 12.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-571_jpg.rf.dd217d572f3b9312a43ccdf2f45a7cda.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.1ms preprocess, 12.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-571_jpg.rf.e5813aba941f42e3caa8f02bfc933b43.jpg: 640x640 1 Pothole, 12.7ms Speed: 4.6ms preprocess, 12.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-573_jpg.rf.28546d9f993a1f56cda0441bbd1f7f3e.jpg: 640x640 2 Potholes, 13.8ms Speed: 3.1ms preprocess, 13.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-573_jpg.rf.81b03b4267ae253b63de465e8a122bdd.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.9ms preprocess, 13.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-573_jpg.rf.870db388790f0c3492f9a569c36a3b5e.jpg: 640x640 2 Potholes, 12.3ms Speed: 3.1ms preprocess, 12.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-573_jpg.rf.8af8eda27c50deaed07c91a80de8a981.jpg: 640x640 2 Potholes, 12.4ms Speed: 3.9ms preprocess, 12.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-573_jpg.rf.c8af3bba28091a0ee72917c2906f19a9.jpg: 640x640 1 Pothole, 21.0ms Speed: 2.5ms preprocess, 21.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-573_jpg.rf.f8a184519b515331ef3cde14505209b6.jpg: 640x640 1 Pothole, 21.3ms Speed: 2.8ms preprocess, 21.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.04374054724efbb0148e2ed45b5bb85a.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.0ms preprocess, 14.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.5e629b979fbefe06d5ace17d3b62b727.jpg: 640x640 1 Pothole, 13.4ms Speed: 4.0ms preprocess, 13.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.9b17d8024bdc5dc989c28c05f0df33f2.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.2ms preprocess, 14.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.b746a1dcee206e0b1114f3833ed35023.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.7ms preprocess, 12.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.c99a76c9750895afd1ea13b20321e51c.jpg: 640x640 1 Pothole, 22.3ms Speed: 5.0ms preprocess, 22.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.e55a1e21161e79385c99f2a47e69bcb2.jpg: 640x640 1 Pothole, 13.4ms Speed: 4.3ms preprocess, 13.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.ebef45365a392d139e86c0dd636117a4.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.5ms preprocess, 12.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.ed148cf8eb6bb19e2e167b1d7fad2a9c.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.3ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.f201d095029fac9a84bd353922047b45.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.4ms preprocess, 14.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.0a44b9679419c439d3f434b1e574094c.jpg: 640x640 2 Potholes, 16.9ms Speed: 2.4ms preprocess, 16.9ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.116b0371e19acd26e051f144cddcf4e5.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.5ms preprocess, 12.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.38a4a7f3707a3f1c11721e94cf063876.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.4ms preprocess, 16.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.38f04c3cca99e4a9a5d30b0ed35185d6.jpg: 640x640 1 Pothole, 18.6ms Speed: 2.8ms preprocess, 18.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.5f83feef8c65ad2721288d7a82c285e3.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.8ms preprocess, 13.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.961c5c5769879a1d241ec686e5b7dc44.jpg: 640x640 2 Potholes, 14.8ms Speed: 5.8ms preprocess, 14.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.ac60a3444026fb399129c1a45841d5ab.jpg: 640x640 1 Pothole, 14.1ms Speed: 5.4ms preprocess, 14.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.ccbab13f77cb9c0d85f79a6774da74e5.jpg: 640x640 2 Potholes, 15.1ms Speed: 3.6ms preprocess, 15.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.fc6d73ea7a80a5bab95900a938b9fc08.jpg: 640x640 2 Potholes, 14.4ms Speed: 3.2ms preprocess, 14.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-576_jpg.rf.234a925a5576393dcd31583f5347c71e.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.4ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-576_jpg.rf.5b6a8c436a29ef573d6eb8798e344472.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.3ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-576_jpg.rf.6daa4bf40f3b726e109b3fe2c91a9ca6.jpg: 640x640 2 Potholes, 18.7ms Speed: 2.9ms preprocess, 18.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-576_jpg.rf.a04236fc78e715617337f34069a7ccce.jpg: 640x640 1 Pothole, 19.0ms Speed: 4.2ms preprocess, 19.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-576_jpg.rf.c67d7639fd7b19f1f882c7bb9914e5d0.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.3ms preprocess, 17.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-577_jpg.rf.1cb30a59ad1429923f9f46db4d9a9431.jpg: 640x640 1 Pothole, 18.0ms Speed: 4.7ms preprocess, 18.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-577_jpg.rf.8bddcae2a8e03d62f3e1d041558ff999.jpg: 640x640 1 Pothole, 12.8ms Speed: 4.4ms preprocess, 12.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-577_jpg.rf.a2f8b84eb5c558015b5f29dc13ce5c91.jpg: 640x640 (no detections), 15.3ms Speed: 4.8ms preprocess, 15.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-577_jpg.rf.b46a8967a9f10cb959a63c58b37f75ad.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.5ms preprocess, 15.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-577_jpg.rf.c534e0e282d88d750e6971b9042da3b2.jpg: 640x640 1 Pothole, 19.2ms Speed: 3.5ms preprocess, 19.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-578_jpg.rf.3b04d50a6f04d43ebf20ca843d5b4afe.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.4ms preprocess, 12.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-578_jpg.rf.e8dcc7f0f6c47e51f91185f4d650a971.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.6ms preprocess, 12.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-578_jpg.rf.fa3c062977ed92be35be9bcacd3d5863.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.2ms preprocess, 13.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-579_jpg.rf.0bca4ff9facf5991d0d21d9c594d60dc.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.1ms preprocess, 13.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-579_jpg.rf.2575606bb2079d85f7d184f4b9826067.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.6ms preprocess, 13.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-579_jpg.rf.303f90d7b904ca9a8accb0eb885eb685.jpg: 640x640 2 Potholes, 13.7ms Speed: 3.4ms preprocess, 13.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-579_jpg.rf.cd8665298f541cd74c957c95f5ba8f54.jpg: 640x640 2 Potholes, 16.0ms Speed: 2.5ms preprocess, 16.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-580_jpg.rf.0efbc69b06662639ff1dd3183d6bc39c.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.0ms preprocess, 12.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-580_jpg.rf.3f889c17783195b29e5e6fa2dde201b6.jpg: 640x640 4 Potholes, 15.1ms Speed: 3.5ms preprocess, 15.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-580_jpg.rf.80db0e3bfb9b602e486bbb20b97d83d1.jpg: 640x640 3 Potholes, 13.7ms Speed: 3.8ms preprocess, 13.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-580_jpg.rf.ac3dffcbf8da8f456bfaacaa7f5234a2.jpg: 640x640 3 Potholes, 12.9ms Speed: 4.4ms preprocess, 12.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-580_jpg.rf.bc55cce5b5be63f072fdbbc158234058.jpg: 640x640 4 Potholes, 13.1ms Speed: 3.2ms preprocess, 13.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-580_jpg.rf.c6c7bb680cf75d256767a80c4587c87d.jpg: 640x640 1 Pothole, 13.2ms Speed: 4.6ms preprocess, 13.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-580_jpg.rf.ea6ff355dcbf29cce3b6c0fdf454524f.jpg: 640x640 2 Potholes, 18.6ms Speed: 3.7ms preprocess, 18.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-581_jpg.rf.1af7205660edbf27ab5355efce07bcf7.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.3ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-581_jpg.rf.224361665daab8d1d47aabf0a7fc955b.jpg: 640x640 1 Pothole, 18.7ms Speed: 3.0ms preprocess, 18.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-581_jpg.rf.b7f0329d4ca8addd366e750de202c2a0.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.7ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-581_jpg.rf.c4759b5e65bd420672879284a0df7880.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.5ms preprocess, 17.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-581_jpg.rf.cad311ae85a4185359886de7938693c2.jpg: 640x640 1 Pothole, 13.2ms Speed: 4.4ms preprocess, 13.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-581_jpg.rf.d8c37a23c0ece2b3cd0b4d272c6b54b2.jpg: 640x640 1 Pothole, 13.8ms Speed: 7.7ms preprocess, 13.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-582_jpg.rf.02cc72442a47c5a7a8ee1ff2f3203265.jpg: 640x640 3 Potholes, 14.0ms Speed: 3.5ms preprocess, 14.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-582_jpg.rf.17b760df28b0dd31c31d6567e9002c78.jpg: 640x640 3 Potholes, 13.4ms Speed: 2.5ms preprocess, 13.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-582_jpg.rf.28b45751d2c799659899878a27ab1fbf.jpg: 640x640 3 Potholes, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-582_jpg.rf.3f1697924c274cc32198a0f8d38597d6.jpg: 640x640 3 Potholes, 16.3ms Speed: 2.9ms preprocess, 16.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-582_jpg.rf.5080e9ff6b4d2deda1859a891e76f422.jpg: 640x640 3 Potholes, 14.1ms Speed: 2.7ms preprocess, 14.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-582_jpg.rf.a2641d2e129a6fc117fa6a5c9415ebb0.jpg: 640x640 3 Potholes, 19.1ms Speed: 4.0ms preprocess, 19.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-582_jpg.rf.d6faa185b3275158302fdb7a00059101.jpg: 640x640 1 Pothole, 22.2ms Speed: 4.6ms preprocess, 22.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-582_jpg.rf.f101e9e7f370fa79736727b081f46bca.jpg: 640x640 3 Potholes, 17.4ms Speed: 4.3ms preprocess, 17.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-583_jpg.rf.027c154e5941591b9e6aa66a74ede602.jpg: 640x640 1 Pothole, 16.1ms Speed: 5.1ms preprocess, 16.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-583_jpg.rf.4ca6d5dff91c7f5552602000bbfea2c7.jpg: 640x640 1 Pothole, 13.4ms Speed: 4.5ms preprocess, 13.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-583_jpg.rf.9a4dbf62bf003e6cbca19fc60299e62c.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.8ms preprocess, 13.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-583_jpg.rf.b210f604f0b502afcdb8d99cfc30dd84.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.1ms preprocess, 13.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-583_jpg.rf.c56b3cda95974f6d0d39def47d534a58.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.1ms preprocess, 13.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-583_jpg.rf.c8ceb18ffb48a5fc8d4709a4d3156d90.jpg: 640x640 1 Pothole, 18.3ms Speed: 4.0ms preprocess, 18.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-583_jpg.rf.d57b48caab4449c6560aa5d3ab6d6d68.jpg: 640x640 1 Pothole, 13.7ms Speed: 4.2ms preprocess, 13.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-583_jpg.rf.f8aae5dc361e34a5724d3a9af60d53c6.jpg: 640x640 1 Pothole, 14.9ms Speed: 4.5ms preprocess, 14.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-584_jpg.rf.20578e40a133dcb145a2ec13504b3836.jpg: 640x640 3 Potholes, 16.5ms Speed: 3.3ms preprocess, 16.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-584_jpg.rf.280ba581d5ebcaf588655966dc169b42.jpg: 640x640 3 Potholes, 13.5ms Speed: 3.9ms preprocess, 13.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-584_jpg.rf.77be5b7cb8cf0d5992c3cdcd675fbbde.jpg: 640x640 3 Potholes, 13.4ms Speed: 2.8ms preprocess, 13.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-584_jpg.rf.b213cd7d21902447fb65b46e2822ef1a.jpg: 640x640 3 Potholes, 13.6ms Speed: 4.0ms preprocess, 13.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-584_jpg.rf.c9b9d4be87aa99e51d7a9aa186cdc814.jpg: 640x640 3 Potholes, 17.0ms Speed: 3.2ms preprocess, 17.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-585_jpg.rf.2230e5d389d0200b2d4c56f1657c4210.jpg: 640x640 4 Potholes, 15.0ms Speed: 2.7ms preprocess, 15.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-585_jpg.rf.260834a3323d3a79035d01fbd3996984.jpg: 640x640 3 Potholes, 13.7ms Speed: 8.8ms preprocess, 13.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-585_jpg.rf.477914457b3dad1077bdc4f5e78a5ddb.jpg: 640x640 2 Potholes, 23.2ms Speed: 2.9ms preprocess, 23.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-585_jpg.rf.9c7e13db440360e37c9d929dbf547787.jpg: 640x640 4 Potholes, 13.5ms Speed: 2.7ms preprocess, 13.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-585_jpg.rf.9dbc538c2d3961a7c72ed12ceac3a540.jpg: 640x640 3 Potholes, 13.7ms Speed: 2.8ms preprocess, 13.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-585_jpg.rf.deaff5ece615ffe5edcf4d9604c64186.jpg: 640x640 3 Potholes, 16.3ms Speed: 4.8ms preprocess, 16.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-586_jpg.rf.4732d28bc4146f710425b91e0d8d0512.jpg: 640x640 2 Potholes, 13.9ms Speed: 4.5ms preprocess, 13.9ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-586_jpg.rf.f718e644713ec4b3f84d83b3a98e030b.jpg: 640x640 2 Potholes, 14.0ms Speed: 2.9ms preprocess, 14.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-587_jpg.rf.0234adbfe3545c138cae3148e8b9c999.jpg: 640x640 2 Potholes, 13.7ms Speed: 3.4ms preprocess, 13.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-587_jpg.rf.22a3aaee6055aeb9fda023d55c7dc3ac.jpg: 640x640 2 Potholes, 13.6ms Speed: 3.8ms preprocess, 13.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-587_jpg.rf.36957c8e2478b2a3179221e652a1935a.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.9ms preprocess, 14.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-587_jpg.rf.711b09769df846161c807d7ab4b80351.jpg: 640x640 1 Pothole, 19.9ms Speed: 4.6ms preprocess, 19.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-587_jpg.rf.83d965ff2b48277719497a53225754fc.jpg: 640x640 2 Potholes, 13.2ms Speed: 3.7ms preprocess, 13.2ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-587_jpg.rf.98eaa018c59f80b475fadc352ea45b5f.jpg: 640x640 2 Potholes, 15.1ms Speed: 4.3ms preprocess, 15.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-588_jpg.rf.557291bd8386da8ebd33fa69f8392fb5.jpg: 640x640 1 Pothole, 19.7ms Speed: 4.2ms preprocess, 19.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-588_jpg.rf.7696d9b270b4497432fdb8a2312dab20.jpg: 640x640 1 Pothole, 13.6ms Speed: 4.4ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-588_jpg.rf.7b1cab47d2ea30b871bfd5d1f07f6666.jpg: 640x640 1 Pothole, 13.5ms Speed: 5.9ms preprocess, 13.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-589_jpg.rf.61a8dcee093ec493dfd320e19e0812a7.jpg: 640x640 2 Potholes, 13.2ms Speed: 2.2ms preprocess, 13.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-589_jpg.rf.7dcfa72522fadb643798682eb2f88225.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.3ms preprocess, 13.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-589_jpg.rf.7fa9b50398227de8771652043a40ae6e.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.5ms preprocess, 12.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-589_jpg.rf.a45f40a3b8f3761b9ada38c7664f6933.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.1ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-589_jpg.rf.c16e18cbf8b9eacb626888a9a4f07aa2.jpg: 640x640 2 Potholes, 13.2ms Speed: 3.2ms preprocess, 13.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.06a647dcb0fa564145a1857baf1a2e1b.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.2ms preprocess, 13.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.1c51236ce4b3ccc5ad21e83a20b141e0.jpg: 640x640 1 Pothole, 13.7ms Speed: 4.2ms preprocess, 13.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.257e6fc7ecfc8ba9e70ee531cffc1413.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.7ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.48d1603afac3658dd0f7ff3dadf86025.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.7ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.72e80c22daf7a70e75ca39d13e9f268d.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.2ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.95b2b63f6fcc44c2ec17c71d158eda79.jpg: 640x640 1 Pothole, 17.6ms Speed: 5.4ms preprocess, 17.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.a4f657dfe29a316eb7fda3c6c8679cfb.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.3ms preprocess, 13.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.d1e0247a39080a922139f8d5d557d284.jpg: 640x640 1 Pothole, 14.3ms Speed: 4.7ms preprocess, 14.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.de5243bcecf8f5d0afa15136765640fd.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.0ms preprocess, 13.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-591_jpg.rf.1d87da7cb45ac4735bc250e1504ce491.jpg: 640x640 1 Pothole, 17.2ms Speed: 2.4ms preprocess, 17.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-591_jpg.rf.645ae777173214e166fc9711c2b39a2c.jpg: 640x640 (no detections), 14.3ms Speed: 3.1ms preprocess, 14.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-591_jpg.rf.6a86e43085a9e87f0d274f00bafc45ce.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.3ms preprocess, 16.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-591_jpg.rf.a113023f2001bf03e061565606ee6646.jpg: 640x640 2 Potholes, 13.1ms Speed: 3.7ms preprocess, 13.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-591_jpg.rf.a46e5e023de284402bef0ce3e4ed1c75.jpg: 640x640 2 Potholes, 13.2ms Speed: 3.2ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-591_jpg.rf.ee03a8b97757e2570db1eeb487a30221.jpg: 640x640 2 Potholes, 13.5ms Speed: 3.4ms preprocess, 13.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-592_jpg.rf.21782e8206ec09ebaf00176aa38b46c9.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.6ms preprocess, 13.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-592_jpg.rf.2677f36bd1fd2364ddd527acaddef39f.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.5ms preprocess, 13.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-592_jpg.rf.3d4a485efe401c7690757a95b96ca2d6.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.3ms preprocess, 12.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-592_jpg.rf.94a9d8f4e260384c2ed9e942ca7a53c6.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.3ms preprocess, 12.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-593_jpg.rf.292b6b4695b615e7d2bb65335c4d6bf3.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.9ms preprocess, 12.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-593_jpg.rf.3c557e02a4bf10d683f829dad3bba287.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.2ms preprocess, 12.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-593_jpg.rf.623d89fda0818ce47ddab26bbd998902.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-594_jpg.rf.4445bfb184a3a62b0cba7983d92480f3.jpg: 640x640 1 Pothole, 14.2ms Speed: 3.5ms preprocess, 14.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-594_jpg.rf.c3d97bb3a7f947491721e86bb8d65b54.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.9ms preprocess, 16.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.32d7604fb7846fe79051149551d08ffd.jpg: 640x640 (no detections), 12.7ms Speed: 3.4ms preprocess, 12.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.490084d6ce5f72f1d91a03b563cdd713.jpg: 640x640 1 Pothole, 16.9ms Speed: 4.5ms preprocess, 16.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.4cb6fa69f13fa6853c77bf0a13728175.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.6ms preprocess, 12.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.53104fc0ac0c13a87553a033511769f1.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.1ms preprocess, 12.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.67cc2edef54ac97f3399a88d679c480c.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.3ms preprocess, 12.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.7f5008d2039fca6d240ab100461436be.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.2ms preprocess, 12.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.930b41abdbd529fbfc63166884b4b15c.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.5ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.973b3a2d78e2918e3384d0f73d29d0a2.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.1ms preprocess, 12.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.bdbbdb687cafa2c4811b93707dbb2d26.jpg: 640x640 1 Pothole, 13.9ms Speed: 4.5ms preprocess, 13.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.c4de8c7b9ca41bcdf623dc177230a4fd.jpg: 640x640 1 Pothole, 14.2ms Speed: 3.1ms preprocess, 14.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.0a5277b391a70eb155f92e03beacd8d6.jpg: 640x640 1 Pothole, 14.7ms Speed: 3.9ms preprocess, 14.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.0c8231ca9d55b8a0cc677c2cc2f48d49.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.8ms preprocess, 15.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.10ae0bc59fd9f52c7c99b38cfdba025d.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.3ms preprocess, 12.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.191db3bfb1ca8b4dc0d4f3341f85a96e.jpg: 640x640 2 Potholes, 12.3ms Speed: 2.4ms preprocess, 12.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.2131dac9ae483b607c1d7cadf342793e.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.0ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.257f8628722842e9861cacee47c174e9.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.5ms preprocess, 12.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.723eec328f4ab784da5a5b218758a516.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.9ms preprocess, 12.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.7d969903cbc2bbb2584ca1150d36effd.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.2ms preprocess, 12.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.bb5d5cc4ec4f51f75b2e36dccd88666c.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.0ms preprocess, 12.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.bf2bc371b2ae242fffb25ef03bff1940.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.1ms preprocess, 12.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.c1f701c5a51bbd64e632e690378c5ac9.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.3ms preprocess, 12.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.e2614c6b5a090accb62c9b2fda4a76aa.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.4ms preprocess, 12.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.e724e1c7d6d63fb0c15a15de31262bd7.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.6ms preprocess, 12.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.f30818017721b0daf1d8f1493257fb33.jpg: 640x640 2 Potholes, 12.0ms Speed: 3.8ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-597_jpg.rf.7b0d8cd9d5f3e9c3f9afed90ac3d8a42.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.8ms preprocess, 12.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-598_jpg.rf.2a6e223c3dc21235f9f633ae24d0a5a5.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.3ms preprocess, 11.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-598_jpg.rf.3a4706eacbc682f42442b0cf292214e5.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.2ms preprocess, 11.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-598_jpg.rf.5c9999ed0fcf96eae554590ff306159e.jpg: 640x640 1 Pothole, 11.8ms Speed: 1.9ms preprocess, 11.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-599_jpg.rf.19d2a57ff9178845438acb2146d504bf.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.3ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-599_jpg.rf.73939b3bc5a22bbfbeb37f6aff5e97f2.jpg: 640x640 2 Potholes, 11.3ms Speed: 2.1ms preprocess, 11.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-599_jpg.rf.77a4921b257288f542fbbb1e0bf9afb9.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.1ms preprocess, 11.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-599_jpg.rf.a69a2351192948864dc662a9e7d11a2a.jpg: 640x640 2 Potholes, 18.8ms Speed: 3.8ms preprocess, 18.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-599_jpg.rf.caffd8a6cf4037c21c30f2d37c54d570.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.9ms preprocess, 11.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-599_jpg.rf.ea15b884e4ef8bee71d4ba56615b36dd.jpg: 640x640 1 Pothole, 15.4ms Speed: 5.0ms preprocess, 15.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-599_jpg.rf.ec57f0645f0f47f777572b86b3f0e647.jpg: 640x640 2 Potholes, 16.2ms Speed: 2.8ms preprocess, 16.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-600_jpg.rf.29a47f80d225c8e6edad2414f08acfee.jpg: 640x640 2 Potholes, 11.3ms Speed: 2.7ms preprocess, 11.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-600_jpg.rf.467cf4270c227daaf82138dc1513dab5.jpg: 640x640 2 Potholes, 11.1ms Speed: 2.1ms preprocess, 11.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-600_jpg.rf.8f970aaf7195b01f19813b2315c4c088.jpg: 640x640 2 Potholes, 11.1ms Speed: 2.0ms preprocess, 11.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-600_jpg.rf.d6b9081ab2a60ddda2edf7eb0487184d.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.0ms preprocess, 10.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-601_jpg.rf.20f219c7a5186632410e0f79423a49d0.jpg: 640x640 3 Potholes, 11.3ms Speed: 2.1ms preprocess, 11.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-601_jpg.rf.88ab9922df7aaeaf20fabc41e859bddb.jpg: 640x640 3 Potholes, 11.2ms Speed: 2.0ms preprocess, 11.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-601_jpg.rf.a6e90f64f852eba18edc87f5582913ca.jpg: 640x640 2 Potholes, 11.1ms Speed: 2.5ms preprocess, 11.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-601_jpg.rf.ac00941954dfad2535eadbbf98bcf287.jpg: 640x640 3 Potholes, 11.4ms Speed: 2.6ms preprocess, 11.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-602_jpg.rf.39a4071a8abf9ed05763c9b2f3ccb65f.jpg: 640x640 2 Potholes, 10.9ms Speed: 3.0ms preprocess, 10.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-602_jpg.rf.49d62305477dc2f2b5fdf3d657d90a5b.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.5ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-602_jpg.rf.4f014da0b1d9153413ac49ab86adf689.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.4ms preprocess, 10.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-602_jpg.rf.543624fb5f4b26b10e534b7f4e50bd48.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.7ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-602_jpg.rf.5a7fef475829a4013e9ac17cccf02a90.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.4ms preprocess, 11.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-602_jpg.rf.9d3ebbc628800550772dce942001ccba.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.6ms preprocess, 10.7ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-602_jpg.rf.9ed0f6496c5fb32f9ae4901f40cdb8d0.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.6ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-602_jpg.rf.c4328686621140f077207fc6d18850fe.jpg: 640x640 6 Potholes, 10.8ms Speed: 3.2ms preprocess, 10.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-603_jpg.rf.3f1005a4df48d1821296c26e0db1089e.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.3ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-603_jpg.rf.41a5ce5e0032a76c3715fe4a62ea8dd7.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-603_jpg.rf.4ab8d162af0b70cc08ce5d70978c42c5.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-603_jpg.rf.5e697f80d759ff0c14473129eb71e0cc.jpg: 640x640 2 Potholes, 11.2ms Speed: 2.0ms preprocess, 11.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-603_jpg.rf.842f5d6edeefbfd937a7d535297c5749.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-603_jpg.rf.b867815d0ebb69e196527b86c6cbbd6d.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.4ms preprocess, 10.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-604_jpg.rf.2083a54847a439239725a0242db1f727.jpg: 640x640 4 Potholes, 10.4ms Speed: 2.6ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-604_jpg.rf.22466914dda0a6e9ccddfc60510cbb38.jpg: 640x640 5 Potholes, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-604_jpg.rf.3c392b44a02f57e74997cb3b61fd6d34.jpg: 640x640 4 Potholes, 10.6ms Speed: 4.0ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-604_jpg.rf.8767e78c12ede254baec69526e8cd8ec.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-604_jpg.rf.bca0c0b571ac778d975c05617be59512.jpg: 640x640 4 Potholes, 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-604_jpg.rf.d13844f48cfab7d213c9021668b4c433.jpg: 640x640 4 Potholes, 10.4ms Speed: 2.5ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-604_jpg.rf.e06953f7604a615007445c72c33cc78b.jpg: 640x640 4 Potholes, 10.5ms Speed: 2.7ms preprocess, 10.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-606_jpg.rf.59712bb8466bfcd70752545467ef86d3.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-606_jpg.rf.6f7b5a734d654645320fb0c999d59ba8.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-606_jpg.rf.8260ee172618054925143cc559b2c625.jpg: 640x640 1 Pothole, 11.4ms Speed: 3.5ms preprocess, 11.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-606_jpg.rf.922234dc81670c9d2a69f3abeb5a226c.jpg: 640x640 2 Potholes, 15.6ms Speed: 3.1ms preprocess, 15.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-606_jpg.rf.9e9a6593cc06240bf6c4523fecd9884d.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.9ms preprocess, 10.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-606_jpg.rf.d6d4f26be95bd5038437ed809df45eb2.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.9ms preprocess, 10.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-606_jpg.rf.e1b7384d096b716708edf46363fcc29a.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-606_jpg.rf.e3e896d9d1a4903b6b4109a36d131117.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.0ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-607_jpg.rf.15b2fff6b56cecb7fbcdf5939d6fc501.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-607_jpg.rf.298723163e39116d51f9f956c5f5ad57.jpg: 640x640 3 Potholes, 10.8ms Speed: 2.1ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-607_jpg.rf.343f5bcce901b19134f0b99a939a396a.jpg: 640x640 4 Potholes, 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-607_jpg.rf.3df1cc7f598f1709bf661eba26e6a330.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-607_jpg.rf.74c68e1a343f4c56cd26b4df6ce3abc0.jpg: 640x640 3 Potholes, 10.9ms Speed: 2.5ms preprocess, 10.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-607_jpg.rf.d77f28b10a8e39bdcc8c2c67e4daceca.jpg: 640x640 2 Potholes, 13.6ms Speed: 3.7ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-608_jpg.rf.1e7273d788e0a0a2115462b566e2b6ae.jpg: 640x640 4 Potholes, 12.9ms Speed: 2.8ms preprocess, 12.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-608_jpg.rf.211f5b444c9b9861089e30da6e097fee.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-608_jpg.rf.4270f0f8230cf6bf933ae5cfa0caae59.jpg: 640x640 3 Potholes, 10.6ms Speed: 2.6ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-608_jpg.rf.8b7040d152f194e0536dcfd4e8e8bd5e.jpg: 640x640 3 Potholes, 10.9ms Speed: 2.4ms preprocess, 10.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-608_jpg.rf.a0c052ea77b966d1bd82e52f5fe2d30a.jpg: 640x640 3 Potholes, 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-608_jpg.rf.f7d86e28c033a412008d191502423177.jpg: 640x640 3 Potholes, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-609_jpg.rf.0c85d7fab6878d1369733d66faccfb0b.jpg: 640x640 (no detections), 10.6ms Speed: 2.7ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-609_jpg.rf.13fd91001231a1b38e1d322b709366c3.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-609_jpg.rf.34bff7681f392ea568b0c999f1d70bc1.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-609_jpg.rf.5d8acad01759a965c06f2f337507f4fe.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-609_jpg.rf.71b90c994ce5547494ad9a3e7ae90c93.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.0399d15f1b35c1146d1fdedacdd42d25.jpg: 640x640 2 Potholes, 16.4ms Speed: 3.3ms preprocess, 16.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.0f432d7a997d08c7d4efc24cc60f4fc1.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.4ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.1bc1da8bd2a311e93cec7890d8ac04ce.jpg: 640x640 1 Pothole, 11.1ms Speed: 5.2ms preprocess, 11.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.27bb921bc36e5cfab3a0f92c1bef7ef2.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.2cdec0178e0fc8976dd73f13c3c9f661.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.8ms preprocess, 10.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.459af15e9cb65d03fcbc6e9b8d2ffc8f.jpg: 640x640 (no detections), 10.6ms Speed: 3.3ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.8286643892293c945ab3ef8f48af196a.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.5ms preprocess, 15.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.ca8e84dad40bd52b78251a38a7eee2c5.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.ec043dc8536f40d8409768fa28095590.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.0ms preprocess, 10.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-611_jpg.rf.0c85a3619c5bcabaee1a1e83e5ebf1af.jpg: 640x640 (no detections), 13.0ms Speed: 3.7ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-611_jpg.rf.51f57be86cc8a8a8110a7a6509969577.jpg: 640x640 1 Pothole, 10.6ms Speed: 4.7ms preprocess, 10.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-611_jpg.rf.89cdce9bfa968156bcab8f622f2c200b.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-611_jpg.rf.9d37e578de6039a2e4db468346dd9b13.jpg: 640x640 (no detections), 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-611_jpg.rf.bda4187c7097dc45219eda868d1be41e.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-611_jpg.rf.e3da4e3eb41f5602d56717d7b426d20d.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.0d0555a01c454fcbe79457b873266cb4.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.292c65e068730cd03991b39103acaff7.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.3cafc2d5a9f1c5cd09dbcc3ed9f9f792.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.2ms preprocess, 13.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.55d4b3c71f66776ee1d43cb3073fca07.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.9ms preprocess, 10.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.5935cba7f343eb43e38ce0dfd9f41708.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.5ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.5ff31da0347be96eb747955d42fcb299.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.8dc05381598bda8bc15db0895f8ab4cd.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.5ms preprocess, 13.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.b46b859d5e1cdb93cfa57c2777333a15.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.2ms preprocess, 11.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.e2f1cf990cf219056646a7fe20cfeebf.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.7ms preprocess, 10.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.e9f3cf7b54fe902bb75804396f73fdc8.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.f814c5b4490ae7649ffbfebd8729c771.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.0ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.fd319ae2d0641a0eabb5bc5382502092.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-613_jpg.rf.45e3f8526624104295863917fffb2f35.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-613_jpg.rf.5534dde4d77e9ef20a8639bcbcba6d3a.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.5ms preprocess, 10.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-613_jpg.rf.a5a55e15e23ad922ff5bd4641b1f4eee.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.4ms preprocess, 11.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.1e71801dc95f37aa85854cd696d2baaa.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.6ms preprocess, 10.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.1f658e52f04cbf4995ace4a48edb598d.jpg: 640x640 (no detections), 11.0ms Speed: 4.5ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.44ec46451810531482555a1dc3b0e7cd.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.3ms preprocess, 10.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.4f6c0d0183733592988ee6a97fc95f4a.jpg: 640x640 (no detections), 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.58b04348b46a2d5609a8c59b2cc775cd.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.5c7e95154c449569a74335d39a923bef.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.8863a4c249b6acad5ab7c962c11f5303.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.fdaa22f6e270af97763d961f6983a86c.jpg: 640x640 (no detections), 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.fe16892f03492c42a14fcbf8459ef4c5.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-615_jpg.rf.298c401a206920c8c72eda17ba4fb661.jpg: 640x640 (no detections), 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-615_jpg.rf.6b6fb794ad10c6fbcb7846301f5089f1.jpg: 640x640 (no detections), 11.0ms Speed: 2.6ms preprocess, 11.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-615_jpg.rf.e3fb29d5f9a1ca32b1ede4ef53d69bd0.jpg: 640x640 2 Potholes, 11.2ms Speed: 2.1ms preprocess, 11.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-617_jpg.rf.9476045724ac7c7389e853f045348f9c.jpg: 640x640 1 Pothole, 11.2ms Speed: 1.9ms preprocess, 11.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-617_jpg.rf.f2a6d88bf2a2e29577609a04e741e465.jpg: 640x640 2 Potholes, 11.3ms Speed: 2.3ms preprocess, 11.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.0d6936f3f5f8cc33e04cb9e74c145985.jpg: 640x640 (no detections), 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.183207978a6820fff81d5b2bb2b71b97.jpg: 640x640 (no detections), 10.9ms Speed: 2.2ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.203b433abebadcd1845d24869c91d99e.jpg: 640x640 2 Potholes, 10.8ms Speed: 3.0ms preprocess, 10.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.2632e43fb85345369ba5b9b6b2d70c73.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.9ms preprocess, 12.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.5e236902c40738f021f343ab7caaf9a3.jpg: 640x640 2 Potholes, 18.8ms Speed: 3.5ms preprocess, 18.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.7307c0faf55b8d0696c3efeff5034f5f.jpg: 640x640 (no detections), 11.0ms Speed: 2.4ms preprocess, 11.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.785b84beb6fce8ca079b5088e66f1882.jpg: 640x640 (no detections), 10.8ms Speed: 2.3ms preprocess, 10.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.b68e3408910fcd6f614da1219a527f70.jpg: 640x640 (no detections), 11.3ms Speed: 2.6ms preprocess, 11.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.f2cd4dce0bb03e7b94091260f4a695d4.jpg: 640x640 (no detections), 10.9ms Speed: 2.1ms preprocess, 10.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-619_jpg.rf.00252bd15eac896fcb0938d26dcfb49b.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-619_jpg.rf.5c23eb8e1ce194ed05ed2dcc58d699e5.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.8ms preprocess, 13.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-619_jpg.rf.77d648ff7539dfd32537bf3edb70d5c2.jpg: 640x640 1 Pothole, 11.2ms Speed: 3.0ms preprocess, 11.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-619_jpg.rf.f7576ceee817a510f3fbab4837772140.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.5ms preprocess, 11.0ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-620_jpg.rf.01d87803aeda1456e572cd3c524821f4.jpg: 640x640 6 Potholes, 12.8ms Speed: 3.7ms preprocess, 12.8ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-620_jpg.rf.0f5c60861bd57581964663d82f3d2725.jpg: 640x640 1 Pothole, 13.5ms Speed: 4.1ms preprocess, 13.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-620_jpg.rf.25b3e241e2f5b727b07d20eebd466442.jpg: 640x640 1 Pothole, 13.9ms Speed: 3.1ms preprocess, 13.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-620_jpg.rf.2639a3abbcd50390ecaca9be19e60520.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.5ms preprocess, 13.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-620_jpg.rf.c9b561105b079ae56c2ab13ee852ae74.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.3ms preprocess, 11.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-620_jpg.rf.df318979e94a76b8c1e81af38479ad46.jpg: 640x640 2 Potholes, 11.0ms Speed: 2.6ms preprocess, 11.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.0186e9d31852d7d4731fc918c2b14ab2.jpg: 640x640 2 Potholes, 11.2ms Speed: 3.0ms preprocess, 11.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.0d8ac58782b3d86e263be11815d50d3a.jpg: 640x640 3 Potholes, 16.0ms Speed: 2.9ms preprocess, 16.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.1c5de1fa1285a1f34c2d87dfd3a941cc.jpg: 640x640 2 Potholes, 13.3ms Speed: 3.6ms preprocess, 13.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.29c3e85b002ceaa37e8a44d115180b24.jpg: 640x640 3 Potholes, 11.5ms Speed: 3.2ms preprocess, 11.5ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.3504f6af3bb5651daded193cfe2d1aa1.jpg: 640x640 5 Potholes, 18.7ms Speed: 3.4ms preprocess, 18.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.376e6c6fe48f1af9db13245dea7e73da.jpg: 640x640 2 Potholes, 11.4ms Speed: 4.6ms preprocess, 11.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.40c0a636268f85d0a5f90b731ac514b9.jpg: 640x640 2 Potholes, 11.3ms Speed: 3.5ms preprocess, 11.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.621c39aee7afcc884ce5b93ff95e3ac2.jpg: 640x640 2 Potholes, 11.1ms Speed: 2.6ms preprocess, 11.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.a1bd84dded013e96cc2179488f785205.jpg: 640x640 2 Potholes, 11.3ms Speed: 3.0ms preprocess, 11.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.a470460ac2719ad535e24b9508a138e5.jpg: 640x640 2 Potholes, 11.9ms Speed: 3.5ms preprocess, 11.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.a892c8b171fe9474b0ce061a9a9dc86b.jpg: 640x640 4 Potholes, 11.2ms Speed: 2.9ms preprocess, 11.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.bb113941b73a4e42e62ee7dd0c870b6d.jpg: 640x640 2 Potholes, 14.0ms Speed: 3.8ms preprocess, 14.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.d38bcde1b731e0f3df6b58f10ff589d4.jpg: 640x640 2 Potholes, 11.6ms Speed: 4.5ms preprocess, 11.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.e016c8ca298019e32d34eed411e0f6c7.jpg: 640x640 2 Potholes, 15.6ms Speed: 4.7ms preprocess, 15.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.e0993125149474a9cdc99d591c9c961e.jpg: 640x640 2 Potholes, 15.0ms Speed: 3.8ms preprocess, 15.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.e9995a3f8f8123fa2cc16bba554067fb.jpg: 640x640 2 Potholes, 11.8ms Speed: 3.7ms preprocess, 11.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-622_jpg.rf.bad21b7e95a3573c3b2978512b16767d.jpg: 640x640 2 Potholes, 17.2ms Speed: 4.1ms preprocess, 17.2ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-622_jpg.rf.e33fdad4b8b7024bed1ba561c90671e9.jpg: 640x640 (no detections), 15.4ms Speed: 5.0ms preprocess, 15.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-622_jpg.rf.fd94e17ffc2460723dbe280d25167a97.jpg: 640x640 3 Potholes, 11.5ms Speed: 4.4ms preprocess, 11.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-623_jpg.rf.2f0f0e619e535d1beef6bdbfa0ada347.jpg: 640x640 2 Potholes, 11.5ms Speed: 4.1ms preprocess, 11.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-623_jpg.rf.ab5aef41db68aff0af8acb2f6b8dd01c.jpg: 640x640 9 Potholes, 11.6ms Speed: 2.8ms preprocess, 11.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-623_jpg.rf.e89d846e8464bec86f3560efaf198e1d.jpg: 640x640 2 Potholes, 11.7ms Speed: 2.7ms preprocess, 11.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-624_jpg.rf.08d19a54f4c17ae94041ec74a4b35445.jpg: 640x640 2 Potholes, 14.6ms Speed: 3.6ms preprocess, 14.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-624_jpg.rf.2af72190447d1c0a29ebbda7e2bfbed1.jpg: 640x640 6 Potholes, 20.4ms Speed: 3.3ms preprocess, 20.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-624_jpg.rf.3c79c3ab49cada7a5f990780fc0bbee8.jpg: 640x640 6 Potholes, 11.6ms Speed: 3.1ms preprocess, 11.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-624_jpg.rf.81df08c52e454f2eac9ea3e1d55c5b4c.jpg: 640x640 7 Potholes, 16.4ms Speed: 2.8ms preprocess, 16.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-624_jpg.rf.a755de900581ef82f69986ae1d1b48f5.jpg: 640x640 7 Potholes, 12.2ms Speed: 4.7ms preprocess, 12.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-624_jpg.rf.d210f4087c916a6add368716b62c6e64.jpg: 640x640 6 Potholes, 17.8ms Speed: 3.6ms preprocess, 17.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.21047aada06fed3bc153c065e476df01.jpg: 640x640 2 Potholes, 17.3ms Speed: 6.5ms preprocess, 17.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.26227ea4b6a5851075d7aca373530a3d.jpg: 640x640 1 Pothole, 11.7ms Speed: 4.2ms preprocess, 11.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.3740667a820947c1eb77f9c9eb316870.jpg: 640x640 2 Potholes, 15.4ms Speed: 3.7ms preprocess, 15.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.517ba4ac94ffeb73351d8de8c7e07427.jpg: 640x640 1 Pothole, 18.0ms Speed: 3.3ms preprocess, 18.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.582122457d32fb0c4ca9483ce660773f.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.0ms preprocess, 12.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.69be1b462a04d126ce414c833a0f710b.jpg: 640x640 2 Potholes, 14.2ms Speed: 4.1ms preprocess, 14.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.8cc663bc1417bdfae3f1b2ee13657768.jpg: 640x640 1 Pothole, 12.1ms Speed: 4.9ms preprocess, 12.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.94f6d6db7adcde1341c25f47f5fbf7c4.jpg: 640x640 2 Potholes, 26.4ms Speed: 4.0ms preprocess, 26.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.b941e82b9e0c9fc9aae567cdfb1196bf.jpg: 640x640 2 Potholes, 14.5ms Speed: 3.0ms preprocess, 14.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.ce654b2e2c48ecd7a1e65c005a7d2280.jpg: 640x640 2 Potholes, 14.1ms Speed: 4.3ms preprocess, 14.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-626_jpg.rf.2e4df23dcd1ae36c8a136798bbf478b3.jpg: 640x640 4 Potholes, 12.6ms Speed: 3.2ms preprocess, 12.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-626_jpg.rf.d7fec300232b62a28d0c2bd85001f805.jpg: 640x640 6 Potholes, 12.4ms Speed: 3.1ms preprocess, 12.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-626_jpg.rf.dffdf7661a2658bec3fdf981c8ad7f15.jpg: 640x640 3 Potholes, 12.6ms Speed: 4.3ms preprocess, 12.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-626_jpg.rf.fedea2000da1336bd36ed245a3604d7b.jpg: 640x640 6 Potholes, 15.9ms Speed: 3.8ms preprocess, 15.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-627_jpg.rf.003daf72cc5922e82f6ec52045bb85d1.jpg: 640x640 3 Potholes, 12.4ms Speed: 2.6ms preprocess, 12.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-627_jpg.rf.2aa03f0136dbb9bdd891795c564253d6.jpg: 640x640 3 Potholes, 15.5ms Speed: 3.8ms preprocess, 15.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-627_jpg.rf.43643898401e9d49a487868cdfe79649.jpg: 640x640 4 Potholes, 12.7ms Speed: 3.0ms preprocess, 12.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-627_jpg.rf.605dce88b70ad75d6df6ad6d5425d556.jpg: 640x640 4 Potholes, 12.6ms Speed: 3.3ms preprocess, 12.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-627_jpg.rf.f13009bfecbd4dd62eb80c5e5f929cbd.jpg: 640x640 3 Potholes, 15.8ms Speed: 5.5ms preprocess, 15.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.07ce9fe84372fe5b0d9eaa12ff4d716e.jpg: 640x640 4 Potholes, 14.6ms Speed: 4.0ms preprocess, 14.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.0a8ce8061615d9ec4eaed1887d5963f8.jpg: 640x640 2 Potholes, 16.7ms Speed: 4.5ms preprocess, 16.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.0ae6a3c789d8245e7ddd83614c9a7c68.jpg: 640x640 4 Potholes, 13.0ms Speed: 4.7ms preprocess, 13.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.22179fe6e7591a260727ee1ec6ab4e27.jpg: 640x640 4 Potholes, 14.9ms Speed: 6.4ms preprocess, 14.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.23a9640929431cc2026f4607cfaa7268.jpg: 640x640 3 Potholes, 12.7ms Speed: 5.6ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.316513aad5bf35ab2f2760df8a6be823.jpg: 640x640 4 Potholes, 12.8ms Speed: 2.3ms preprocess, 12.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.54106d2a1bb79b1a94fe5838d5cbe6d3.jpg: 640x640 3 Potholes, 12.9ms Speed: 2.6ms preprocess, 12.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.66623ce21bef9cb897854d69317b91c3.jpg: 640x640 3 Potholes, 15.1ms Speed: 3.9ms preprocess, 15.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.81324f5b3c1fd29235c3d4ee3024a8c4.jpg: 640x640 4 Potholes, 13.3ms Speed: 4.7ms preprocess, 13.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.8c905217f9ade77abb6059d5af5bad5f.jpg: 640x640 5 Potholes, 13.4ms Speed: 3.5ms preprocess, 13.4ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.ed0293f9a0c3f6ea79c3e79af6d4685e.jpg: 640x640 4 Potholes, 15.4ms Speed: 4.3ms preprocess, 15.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.ed77f6f9a34775596f56ed9e36c30a2a.jpg: 640x640 4 Potholes, 18.9ms Speed: 5.0ms preprocess, 18.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.f562a02e31dbe85752861297cdecd6b0.jpg: 640x640 4 Potholes, 23.7ms Speed: 2.8ms preprocess, 23.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-629_jpg.rf.1599368e14598c0c317ec4ba41e324dc.jpg: 640x640 5 Potholes, 12.6ms Speed: 4.3ms preprocess, 12.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-629_jpg.rf.7a89e866732f6932892dc112152f9cfd.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.2ms preprocess, 12.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-629_jpg.rf.8276eb11c919ae44a76bff8c4973704b.jpg: 640x640 4 Potholes, 12.6ms Speed: 2.4ms preprocess, 12.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-629_jpg.rf.f55384fb2dd852ef013aebbb3673e82d.jpg: 640x640 3 Potholes, 13.0ms Speed: 2.6ms preprocess, 13.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.214ee15d8a5329b1214f93fa3f29ea32.jpg: 640x640 2 Potholes, 19.3ms Speed: 3.0ms preprocess, 19.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.2a0dd8215e8844f499cc1007aec2d4ff.jpg: 640x640 3 Potholes, 18.7ms Speed: 4.3ms preprocess, 18.7ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.3e05e639b3b92904dd93ae2367ea73a6.jpg: 640x640 4 Potholes, 17.8ms Speed: 4.5ms preprocess, 17.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.5d75673b02597c87e96f39c5d8b45a8d.jpg: 640x640 1 Pothole, 12.8ms Speed: 7.1ms preprocess, 12.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.6335b7c95ac37b41585b4e6bdcf4dc60.jpg: 640x640 1 Pothole, 19.9ms Speed: 4.3ms preprocess, 19.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.7904fffd3d7f036e5994119cbe689cde.jpg: 640x640 3 Potholes, 12.6ms Speed: 4.2ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.a90c44ea7df304042793960194eee09b.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.7ms preprocess, 12.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.bcc42680d0626de2da6faebb75c11c4e.jpg: 640x640 3 Potholes, 12.5ms Speed: 5.4ms preprocess, 12.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.eef34eaee6301f883114ddc4ee7e44c2.jpg: 640x640 3 Potholes, 14.8ms Speed: 4.2ms preprocess, 14.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-631_jpg.rf.1388271ac7aad1a82518c52e73bebacc.jpg: 640x640 1 Pothole, 12.7ms Speed: 4.2ms preprocess, 12.7ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-631_jpg.rf.24e6092fccd89953925f4c99e589ac09.jpg: 640x640 2 Potholes, 17.2ms Speed: 4.7ms preprocess, 17.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-631_jpg.rf.824c16b3c12ed5e42b07003914a65ad5.jpg: 640x640 2 Potholes, 12.6ms Speed: 3.7ms preprocess, 12.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-631_jpg.rf.a6eaac7facfc8a78d9fafa47dce186e2.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.7ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-631_jpg.rf.fac7863bfc89edd7d877dee1a8cbfe55.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.5ms preprocess, 15.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-632_jpg.rf.732978b4c69177d0b4c5bd69c44e7cb8.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.7ms preprocess, 16.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.192e75ff58e409e2c7aca3567973197f.jpg: 640x640 1 Pothole, 16.1ms Speed: 5.3ms preprocess, 16.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.2f443ec5059a1ce10fcd1ae01efa190f.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.8ms preprocess, 15.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.3b31aca97e54c50777fb64c3a87de651.jpg: 640x640 1 Pothole, 19.3ms Speed: 3.0ms preprocess, 19.3ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.49c8f9fe4c9e99f36694607d2ed025b1.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.3ms preprocess, 12.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.57262f0a58827880c8a8a2642ddc7136.jpg: 640x640 1 Pothole, 12.8ms Speed: 4.8ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.af45968bc74aafa6512c8e4345ff0c89.jpg: 640x640 1 Pothole, 12.9ms Speed: 4.2ms preprocess, 12.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.cae7aca793087a142a54fcd7123bd143.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.5ms preprocess, 13.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.d89c74e0c402a541bb51e1f7d1c992b2.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.5ms preprocess, 13.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.d8d10dc080be6e92ae159d2faa5f196e.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.0ms preprocess, 12.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.dc27da97a5bd86951c75a2025e898cf7.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.9ms preprocess, 12.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.e9bb622d95afb3aa2df7034675418a27.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.6ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.f098052bd541c78d2f9132f0fefe179d.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.3ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.f235951703f406b215f9d5d833762125.jpg: 640x640 1 Pothole, 14.7ms Speed: 3.8ms preprocess, 14.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-635_jpg.rf.29c06058630c0cee55dc6847463150ca.jpg: 640x640 2 Potholes, 17.6ms Speed: 3.2ms preprocess, 17.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-635_jpg.rf.54b212a5c61b1699743d80f2f57794ed.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.3ms preprocess, 15.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-635_jpg.rf.739c6be3618e5a68269c583627112726.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-635_jpg.rf.95845a2aa817dbdf3d24e1c144455d06.jpg: 640x640 1 Pothole, 14.5ms Speed: 4.8ms preprocess, 14.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-636_jpg.rf.005b0b5e5345d29a1c894b4e86c2cb76.jpg: 640x640 (no detections), 12.5ms Speed: 2.3ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-636_jpg.rf.6a3fe5da419a80b8f0e75c8c191c53a0.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.5ms preprocess, 12.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-636_jpg.rf.8eb7c6ece15d58e6ea752ecc13fdeb53.jpg: 640x640 (no detections), 21.6ms Speed: 4.1ms preprocess, 21.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-636_jpg.rf.cd4333674cda5b501d1c010eff279a60.jpg: 640x640 (no detections), 16.2ms Speed: 3.5ms preprocess, 16.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-636_jpg.rf.e7f0d280f2ad18f33f4742bf97308291.jpg: 640x640 (no detections), 12.7ms Speed: 3.3ms preprocess, 12.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-636_jpg.rf.f91e5b7feea6e2c245266e1fc37dc97d.jpg: 640x640 (no detections), 13.2ms Speed: 7.0ms preprocess, 13.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-637_jpg.rf.2e32845161635f4872e02117026916ca.jpg: 640x640 2 Potholes, 14.2ms Speed: 3.9ms preprocess, 14.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-637_jpg.rf.676f6eb243b34c9744b86c68d76f533c.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.7ms preprocess, 14.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-637_jpg.rf.7e960b2b4095b4a6f4933d3069964559.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.3ms preprocess, 13.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-637_jpg.rf.9c52530896f44459ff5d6b6b0813d09a.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.2ms preprocess, 13.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-637_jpg.rf.c1c8ace3b1c03c62a708673bd1f3620f.jpg: 640x640 (no detections), 13.6ms Speed: 2.9ms preprocess, 13.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-637_jpg.rf.d1f796e0d87056dc7e627fe73ccec55d.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.3ms preprocess, 14.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-637_jpg.rf.e5ae72a185fa57351be293ae823fa81d.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.0ms preprocess, 16.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-638_jpg.rf.78452efa1e7788c22f09777db7a9c073.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.6ms preprocess, 13.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-638_jpg.rf.915f7ef61f618ef7b91e3422c0ea0a8b.jpg: 640x640 (no detections), 12.6ms Speed: 2.6ms preprocess, 12.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-638_jpg.rf.a14ad7905cc12043607a9c4b90df086b.jpg: 640x640 (no detections), 12.6ms Speed: 2.4ms preprocess, 12.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-638_jpg.rf.a2f0fac06f141afbabd2e91947e4280d.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.9ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-638_jpg.rf.a50a2965750d48328118b7c9b27b05a6.jpg: 640x640 1 Pothole, 12.8ms Speed: 4.6ms preprocess, 12.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-638_jpg.rf.b3ee9866455a8f6c10cbb1fc0170aaef.jpg: 640x640 1 Pothole, 12.6ms Speed: 4.2ms preprocess, 12.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-638_jpg.rf.baa8f8ed363a6be0a8801431844847c4.jpg: 640x640 (no detections), 12.7ms Speed: 2.9ms preprocess, 12.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-638_jpg.rf.c3f8642cabd6259a6d42c51f7007eacf.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.9ms preprocess, 12.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-639_jpg.rf.2a0c325ebb2f3acd8251148e61b1340c.jpg: 640x640 2 Potholes, 16.4ms Speed: 3.3ms preprocess, 16.4ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-639_jpg.rf.2fe6d3da52faa50b4ebf7c8a3b76a672.jpg: 640x640 2 Potholes, 12.5ms Speed: 1.9ms preprocess, 12.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-639_jpg.rf.51c014eeb1d4312ac0010ac4b647c82e.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.6ms preprocess, 12.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-639_jpg.rf.52137c286e7f5d53fc4a6297ae99d4cb.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.4ms preprocess, 17.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-639_jpg.rf.741e19e1470c9ce95e3165192afd02d3.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.5ms preprocess, 13.8ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-639_jpg.rf.fb8e5605151112b002909e43d3de6958.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.2ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.032ee3fd27f3c73a23f599123cf72215.jpg: 640x640 (no detections), 12.6ms Speed: 2.4ms preprocess, 12.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.277a12bf2f0f40d96868526c7dce4274.jpg: 640x640 (no detections), 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.2c36a89942276efdd40e02c47e419f73.jpg: 640x640 (no detections), 13.0ms Speed: 4.4ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.2cc64741db533501bd6e58149d7cc434.jpg: 640x640 (no detections), 12.7ms Speed: 2.5ms preprocess, 12.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.2f4b0c9fadd08d1014d7dc0ad717a924.jpg: 640x640 1 Pothole, 17.4ms Speed: 3.8ms preprocess, 17.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.608a28f110f8587973804fb97649a6b1.jpg: 640x640 (no detections), 14.7ms Speed: 3.5ms preprocess, 14.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.744cba3a2d4b4b5f88aa8287e0be33bb.jpg: 640x640 3 Potholes, 16.5ms Speed: 10.9ms preprocess, 16.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.7d9d355782a7e17153f6112cddd4bc18.jpg: 640x640 3 Potholes, 12.5ms Speed: 2.4ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.9f8fe386328a8697281efd85497f08c5.jpg: 640x640 (no detections), 12.9ms Speed: 4.3ms preprocess, 12.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.a8e47fe2deddead635ac6c5358d10cee.jpg: 640x640 (no detections), 12.6ms Speed: 4.9ms preprocess, 12.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.dcc32ace7523c57d3cf37898055a7500.jpg: 640x640 (no detections), 12.9ms Speed: 4.1ms preprocess, 12.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.f27d459b020b88024ccf143b3df5b1c5.jpg: 640x640 (no detections), 17.2ms Speed: 5.2ms preprocess, 17.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-641_jpg.rf.76f1b7823020b8cf7f9b7f676f646614.jpg: 640x640 (no detections), 12.7ms Speed: 2.5ms preprocess, 12.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-642_jpg.rf.0717c6bba29d4b5defb66dd04813f761.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.4ms preprocess, 12.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-642_jpg.rf.726fe52ab8c96520a46a19f934b126fd.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.8ms preprocess, 14.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-642_jpg.rf.73661771dc513f618c08e016206b895c.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.7ms preprocess, 12.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-642_jpg.rf.ad69e95bf8e35dfab0109e5e9339a215.jpg: 640x640 1 Pothole, 12.7ms Speed: 4.0ms preprocess, 12.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-642_jpg.rf.bf55f135d080f4e58f99d5cbd7d0e626.jpg: 640x640 2 Potholes, 12.7ms Speed: 5.2ms preprocess, 12.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-642_jpg.rf.c0250083a9177bd03e0e82f584207528.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-642_jpg.rf.c6fe1ab6445a044a44e9f88814039a1a.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.4ms preprocess, 12.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-642_jpg.rf.f5a2819cd3f5f5883090f746f49fcdf3.jpg: 640x640 1 Pothole, 13.1ms Speed: 4.0ms preprocess, 13.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-645_jpg.rf.06f68594a10d4dd6550f2bca721b6e37.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.2ms preprocess, 12.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-645_jpg.rf.10e856a4330a2d6dcc9d80cb32c7c511.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.6ms preprocess, 13.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-645_jpg.rf.8833daa1f14faa354ab697dc103a3eca.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.8ms preprocess, 13.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-645_jpg.rf.ba669936bbf6586d65d13ef6668bbc29.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-645_jpg.rf.c8eeb4bd9714e84a83340d00a25a69ac.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.2ms preprocess, 12.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-645_jpg.rf.d1dcfac1f52e9259c94ab47a9f71b40f.jpg: 640x640 1 Pothole, 16.7ms Speed: 4.6ms preprocess, 16.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-645_jpg.rf.dee36004b29ee9e865870f186c372132.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.2ms preprocess, 12.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-646_jpg.rf.41d78ccce7c11fae3ffa6f1ea6a88c7b.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.9ms preprocess, 14.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-646_jpg.rf.c1082642ef1550757c168d734db4ffeb.jpg: 640x640 2 Potholes, 15.7ms Speed: 4.0ms preprocess, 15.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-646_jpg.rf.ddda9d6a3e4d34c09f7abc4c24e2b029.jpg: 640x640 2 Potholes, 16.5ms Speed: 3.5ms preprocess, 16.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-648_jpg.rf.118933dcc28a15dab3ff8c6210c29736.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.9ms preprocess, 15.2ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.4684ebd294f75f11a8469171228a86f2.jpg: 640x640 (no detections), 12.7ms Speed: 2.6ms preprocess, 12.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.5029154e3aedd209d29cf1e755c11a0a.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.5ms preprocess, 13.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.9ca1ebeac051f7fcfc6dfaee5acadbbe.jpg: 640x640 (no detections), 12.7ms Speed: 2.2ms preprocess, 12.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.9e3aa1be31bc630c7cd7468bc3cf2c63.jpg: 640x640 2 Potholes, 14.1ms Speed: 2.3ms preprocess, 14.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.aa595c9800c5ae03a1ad3eacea3d6dbc.jpg: 640x640 (no detections), 13.0ms Speed: 3.9ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.cb4341ad8bf95426c0493d290cc3a458.jpg: 640x640 (no detections), 13.1ms Speed: 3.2ms preprocess, 13.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.d52ce1ccdbc39b14075cb40bab0ff923.jpg: 640x640 (no detections), 13.0ms Speed: 4.1ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.eb1fee945f7c1131c3401a607d05ff64.jpg: 640x640 1 Pothole, 13.7ms Speed: 4.4ms preprocess, 13.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.eb8df2cea5f1c18c59135db2f6c94ed6.jpg: 640x640 (no detections), 12.9ms Speed: 3.0ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.f3c20b42878d93aa09673595642e71e6.jpg: 640x640 (no detections), 13.0ms Speed: 3.0ms preprocess, 13.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-650_jpg.rf.254fc517c594e3bf32f453c90c3eebed.jpg: 640x640 1 Pothole, 13.2ms Speed: 4.0ms preprocess, 13.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-650_jpg.rf.537b049e91ac1ed4ab4641733f065007.jpg: 640x640 2 Potholes, 13.0ms Speed: 3.2ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-650_jpg.rf.7ff910f39d3a5cd823707267a5ee7941.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.8ms preprocess, 14.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-650_jpg.rf.8a12f7943191455ecc2506e1dd4fd0fc.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.3ms preprocess, 12.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-650_jpg.rf.aa80bd29d32766e830e96f3ec2aeb5bc.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.2ms preprocess, 15.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-650_jpg.rf.b4c372bd706846d2dd2f7df11f37e40f.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.2ms preprocess, 13.1ms inference, 9.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-650_jpg.rf.c9aad5a9410c95375958046ad02127b0.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.4ms preprocess, 15.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-650_jpg.rf.f0d0d0ae57af4081bfa92d6d05de7c5f.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.6ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-651_jpg.rf.29de089abc941696fc5578a44830db94.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.3ms preprocess, 12.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-651_jpg.rf.696825037bd2ffa14b862269cd18e9b4.jpg: 640x640 (no detections), 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.08d97c5eb4e6fe02f89364e9236f00ae.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.8ms preprocess, 13.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.4666823589446c8f376d52607427d4fd.jpg: 640x640 2 Potholes, 13.6ms Speed: 2.9ms preprocess, 13.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.468f5910bf693078d98740d7e2e916ef.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.3ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.7769185cc043e0ab929276e45dd020f0.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.1ms preprocess, 13.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.7ca4a4ee255949926fae7aed92696163.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.0ms preprocess, 15.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.946639a5de5c9fadb647ba7b42039689.jpg: 640x640 1 Pothole, 21.6ms Speed: 3.5ms preprocess, 21.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.a904c3ee2f259e106341d7364842c2d8.jpg: 640x640 1 Pothole, 30.1ms Speed: 4.6ms preprocess, 30.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.e795027d6575a95d3ee7efd3845ca49e.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.2ms preprocess, 12.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.e811ec795d7ce8c9708257ccb4b6a93e.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.7ms preprocess, 13.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-653_jpg.rf.20209670b113102cc64c207285a0cad7.jpg: 640x640 1 Pothole, 12.9ms Speed: 4.2ms preprocess, 12.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-653_jpg.rf.3f79de6965008205367a883c04cb4036.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.5ms preprocess, 12.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-653_jpg.rf.5603a12ee58fbaff7a7c8dd6450ac35e.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.8ms preprocess, 16.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-653_jpg.rf.a9a6dd913d254bce77d42ba43b870fd6.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.7ms preprocess, 12.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-653_jpg.rf.d3f6b461105c0bf4e9f1cd74d9fc295c.jpg: 640x640 (no detections), 12.6ms Speed: 2.6ms preprocess, 12.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-653_jpg.rf.e6f4be3f59703c93c6c1be090a126c31.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.0ms preprocess, 12.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.0aafea2c12688a32e72022fe1bd130c2.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.1ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.27264a581c588ad3523af720ffef4a6f.jpg: 640x640 1 Pothole, 19.4ms Speed: 3.8ms preprocess, 19.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.2cdd9e3b435be7c16f4d4cf9ebf82aa9.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.9ms preprocess, 12.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.46ccc2141af30ba7d78732b5d7c8b2c5.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.8ms preprocess, 12.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.6c0af4a8921652b8959e9fb9efc8a2e0.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.9ms preprocess, 16.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.703f79f5fe002c5dbf20f867e4056ce6.jpg: 640x640 1 Pothole, 13.2ms Speed: 4.7ms preprocess, 13.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.9d386ca90466bbadd3d1d88dc21cd43e.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.6ms preprocess, 12.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.b6071240a76f64b676e000298e3dfcee.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.8ms preprocess, 12.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.f1d16887c7e9ab6fe2e014b6bec765d5.jpg: 640x640 1 Pothole, 16.7ms Speed: 2.5ms preprocess, 16.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.f558ba06d8e18b7478244b8e37595cc6.jpg: 640x640 2 Potholes, 14.1ms Speed: 3.0ms preprocess, 14.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.f97a1ab1dd2fbf9b153d11cd1af129ea.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.4ms preprocess, 12.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-655_jpg.rf.21db6463a3ca16c821d76a8cf34db70f.jpg: 640x640 1 Pothole, 13.2ms Speed: 4.7ms preprocess, 13.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-655_jpg.rf.36e88561e9ac07cac7b499c6eca97580.jpg: 640x640 1 Pothole, 12.6ms Speed: 4.1ms preprocess, 12.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-655_jpg.rf.570e88c982990951886d2342130126dd.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.3ms preprocess, 13.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-655_jpg.rf.8c17edf5fdeab3dae7ce383a362d607a.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.6ms preprocess, 12.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-655_jpg.rf.ab8337c9f4cc0e7b9abebbbc4141475d.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.7ms preprocess, 13.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-655_jpg.rf.cd60e8a967dc42db7999dea1dbcccbd1.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.6ms preprocess, 12.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-656_jpg.rf.337067c55b0cb123717fea4fcc552427.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.9ms preprocess, 12.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-656_jpg.rf.85042e914d3e5788bd46531ff1fb1bd6.jpg: 640x640 2 Potholes, 12.7ms Speed: 4.9ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-656_jpg.rf.b80ac997fbb7f65089945734b2192ca7.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.7ms preprocess, 12.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-656_jpg.rf.bd8b9a2c8e395090e3e746cb5d05dd66.jpg: 640x640 2 Potholes, 16.5ms Speed: 5.2ms preprocess, 16.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-656_jpg.rf.f1089f7b73e196f7667dab07e18c6bae.jpg: 640x640 2 Potholes, 12.5ms Speed: 3.2ms preprocess, 12.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-656_jpg.rf.fe4912a6ec7b36a35b4e89cf7298def9.jpg: 640x640 2 Potholes, 12.6ms Speed: 4.6ms preprocess, 12.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.04de4713477c8889653f8513121197a8.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.5ms preprocess, 12.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.1ceb209fcb7559626c4162c28669e2fd.jpg: 640x640 (no detections), 17.1ms Speed: 4.2ms preprocess, 17.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.38013d933f2f50e21dfeb661c7647c63.jpg: 640x640 (no detections), 17.3ms Speed: 4.9ms preprocess, 17.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.396e1eefa8ff289ca14f4d1be857736c.jpg: 640x640 (no detections), 12.4ms Speed: 5.1ms preprocess, 12.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.569ed23af65781504e3f572afeaf5e79.jpg: 640x640 (no detections), 15.8ms Speed: 4.2ms preprocess, 15.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.58da5849a7a3af91d93ade825fb3e7d1.jpg: 640x640 (no detections), 16.0ms Speed: 2.8ms preprocess, 16.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.6a16de175c2b088b5b0ca36df8a7d3f4.jpg: 640x640 (no detections), 12.6ms Speed: 2.5ms preprocess, 12.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.b5aad56a9ed4abecd277ab8be096796e.jpg: 640x640 (no detections), 14.7ms Speed: 4.1ms preprocess, 14.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.bf4da1e3e3e5eb774822e400103f09fd.jpg: 640x640 (no detections), 12.5ms Speed: 3.0ms preprocess, 12.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.cceb3dc99b350960a24c566c9af56f10.jpg: 640x640 (no detections), 13.0ms Speed: 3.7ms preprocess, 13.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.d3ed9d274d867a1c23a9138129414a52.jpg: 640x640 (no detections), 12.4ms Speed: 2.4ms preprocess, 12.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.e2d3df30be80636949b62e87e90373b7.jpg: 640x640 (no detections), 12.7ms Speed: 4.0ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.ea241ac3a877d0a226b545ccb85a27cd.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.3ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-658_jpg.rf.2a49624427340a782cfdc3f9cfa01d9a.jpg: 640x640 (no detections), 13.9ms Speed: 4.5ms preprocess, 13.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-658_jpg.rf.400de5b8e32ce12342cf84d03fc44848.jpg: 640x640 1 Pothole, 16.1ms Speed: 4.4ms preprocess, 16.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-658_jpg.rf.6f6805e206e8ffe0982347ebfcc4ce1e.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.6ms preprocess, 12.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-659_jpg.rf.2afb7d782f2a212e976ed56bf1ff5403.jpg: 640x640 (no detections), 12.8ms Speed: 3.6ms preprocess, 12.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-659_jpg.rf.3fbd2c48c82cd632a5a1ddcec033d582.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.5ms preprocess, 12.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-659_jpg.rf.6f955d4e8ac558a127ecfbbe94033177.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-659_jpg.rf.741495e9978f65b86cb9305cd7c40ea8.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.0ms preprocess, 12.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-659_jpg.rf.a1cd6de1cd427c52ae66b169db62a041.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.2ms preprocess, 12.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-659_jpg.rf.ae8ea689cd5835c0adc24530bcd0b71f.jpg: 640x640 1 Pothole, 14.0ms Speed: 5.7ms preprocess, 14.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-659_jpg.rf.c059137a5e42137c62b3017e92e09db9.jpg: 640x640 (no detections), 15.2ms Speed: 2.9ms preprocess, 15.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-659_jpg.rf.eee01aaf2e867c3d3f0e85f5096d66ab.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.9ms preprocess, 12.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-660_jpg.rf.023cfbf77e30a07641c94a6bacae3d57.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.8ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-660_jpg.rf.39ec5f4e550af1a174deffbbd29b673f.jpg: 640x640 1 Pothole, 17.8ms Speed: 2.1ms preprocess, 17.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-660_jpg.rf.55285a6e366662a071589f1e2659e27a.jpg: 640x640 3 Potholes, 15.4ms Speed: 2.5ms preprocess, 15.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-660_jpg.rf.57c322c9f318bba81d76d3e2a3204b0f.jpg: 640x640 4 Potholes, 13.1ms Speed: 3.2ms preprocess, 13.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-660_jpg.rf.5e83c9d53625580823177335fb8dbd86.jpg: 640x640 (no detections), 12.8ms Speed: 2.1ms preprocess, 12.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-660_jpg.rf.6ae747a85469c3ba76152dc6f3f52156.jpg: 640x640 5 Potholes, 12.6ms Speed: 4.9ms preprocess, 12.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-660_jpg.rf.d250decf12f9542557d51b33790fca7e.jpg: 640x640 1 Pothole, 13.2ms Speed: 5.5ms preprocess, 13.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-660_jpg.rf.e76680635da587b2e1cec26325d3571c.jpg: 640x640 3 Potholes, 28.1ms Speed: 3.7ms preprocess, 28.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-661_jpg.rf.015a1e79e64d3a0ec922f372cfee6a10.jpg: 640x640 3 Potholes, 12.4ms Speed: 2.7ms preprocess, 12.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-661_jpg.rf.500fb6f05dbc3aff715435851be88569.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.9ms preprocess, 12.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-661_jpg.rf.66436358c73b08f36dc6c55b8a1c2f30.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.2ms preprocess, 12.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-661_jpg.rf.90ff695898fc776a41e5214db2698a25.jpg: 640x640 2 Potholes, 12.7ms Speed: 5.3ms preprocess, 12.7ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-661_jpg.rf.f1452ee8ae1c3334802931ebe8a5b874.jpg: 640x640 (no detections), 12.5ms Speed: 4.0ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-662_jpg.rf.05e68f6fa3d4c00ccbff53d35665c352.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.1ms preprocess, 13.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-662_jpg.rf.1a5a589e898c0d4c3a791c008b1583b7.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.7ms preprocess, 13.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-662_jpg.rf.2eff636277fe8b441d29dc19113abe22.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.4ms preprocess, 13.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-663_jpg.rf.2e193832322c564047a702c29101b933.jpg: 640x640 2 Potholes, 13.3ms Speed: 2.6ms preprocess, 13.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-663_jpg.rf.5e89bf90bcae5df0ccbf8f1b928fe176.jpg: 640x640 4 Potholes, 13.2ms Speed: 2.0ms preprocess, 13.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-663_jpg.rf.6073bcfa893ecb842ca9b172b8915c39.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.1ms preprocess, 13.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-663_jpg.rf.8301b22250730528c23e19428dacba14.jpg: 640x640 1 Pothole, 16.6ms Speed: 2.4ms preprocess, 16.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-663_jpg.rf.9475ddd8639d1f4409aba62c09760571.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.6ms preprocess, 13.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-663_jpg.rf.f2b2283d6c7e857a8e7521af7787c729.jpg: 640x640 2 Potholes, 14.0ms Speed: 3.5ms preprocess, 14.0ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-664_jpg.rf.0a674df8644aabdc482d7819bd6a68ea.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.6ms preprocess, 13.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-664_jpg.rf.177ac13874dc6dfb808658880a5e8fa3.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.7ms preprocess, 15.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-664_jpg.rf.4e8a1cb2f3afd6c3b1b3b57962c383f8.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.2ms preprocess, 13.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-664_jpg.rf.71ca695d6efd3f91c448b00807246279.jpg: 640x640 1 Pothole, 17.1ms Speed: 3.5ms preprocess, 17.1ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-665_jpg.rf.08d61cfb0069ede12774ca3594f65b16.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.4ms preprocess, 16.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-665_jpg.rf.ef9fced410e1e3914045e49a12dfe395.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.6ms preprocess, 16.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-666_jpg.rf.305ea49895fabe0cbdbdca05495a2fa2.jpg: 640x640 3 Potholes, 13.7ms Speed: 2.4ms preprocess, 13.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-666_jpg.rf.53d22030bb728e5f3722cf3905101a54.jpg: 640x640 3 Potholes, 13.5ms Speed: 2.4ms preprocess, 13.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-666_jpg.rf.6a745c4d79f025098656d79cfd483e1d.jpg: 640x640 2 Potholes, 13.5ms Speed: 2.4ms preprocess, 13.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-666_jpg.rf.9e7f71fad824fdb6adceccbc081c1ee5.jpg: 640x640 2 Potholes, 13.9ms Speed: 2.8ms preprocess, 13.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-666_jpg.rf.c289f6175e454805c9dbba65ce68eae4.jpg: 640x640 1 Pothole, 20.3ms Speed: 3.2ms preprocess, 20.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-666_jpg.rf.d4f97d2df8316f0b82d40f652563ae80.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.5ms preprocess, 13.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-666_jpg.rf.d967730f586bb3edff39acced9f6972b.jpg: 640x640 2 Potholes, 14.0ms Speed: 4.6ms preprocess, 14.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-667_jpg.rf.159f3bd2d0b15674efa228eabd111eb4.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.9ms preprocess, 13.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-667_jpg.rf.cf4a69cdf33a737eaacbf98d0deaa84f.jpg: 640x640 2 Potholes, 18.3ms Speed: 4.0ms preprocess, 18.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-667_jpg.rf.f702e13ab4fa9da14539613190b913d6.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.8ms preprocess, 14.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-668_jpg.rf.b85c3676b15923f8d29840411b82ed29.jpg: 640x640 2 Potholes, 16.3ms Speed: 4.0ms preprocess, 16.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-669_jpg.rf.6d05c6be26f665ad8e33fcedfab752cb.jpg: 640x640 2 Potholes, 13.5ms Speed: 3.1ms preprocess, 13.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-669_jpg.rf.b316ebe605256dc9a8609fd355b1e697.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.7ms preprocess, 12.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-670_jpg.rf.33ff0343d82647521e2ffd7f00163e04.jpg: 640x640 1 Pothole, 17.7ms Speed: 2.3ms preprocess, 17.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-670_jpg.rf.3c47d2cb32e4f1d11d9467a2ae4b9e10.jpg: 640x640 2 Potholes, 13.1ms Speed: 3.1ms preprocess, 13.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-670_jpg.rf.d4dbf07b762b578471617dc1311d62e8.jpg: 640x640 1 Pothole, 20.7ms Speed: 4.1ms preprocess, 20.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-671_jpg.rf.10e454eeb1170683a5d03cbf53e1d5e9.jpg: 640x640 1 Pothole, 13.1ms Speed: 4.0ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-671_jpg.rf.693c71b83f356d25df9110884f2952a7.jpg: 640x640 2 Potholes, 13.4ms Speed: 4.2ms preprocess, 13.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-671_jpg.rf.a85e873d1b16859445ff39773ea46ca3.jpg: 640x640 2 Potholes, 13.1ms Speed: 4.9ms preprocess, 13.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-671_jpg.rf.cb9ea1d19d1776614300f123f19d527a.jpg: 640x640 1 Pothole, 19.5ms Speed: 4.3ms preprocess, 19.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-671_jpg.rf.d0fba793615d98f6e015655356766489.jpg: 640x640 2 Potholes, 14.9ms Speed: 4.4ms preprocess, 14.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-671_jpg.rf.f5e24b5c4a6e4a81e2f7d2158ffb209d.jpg: 640x640 1 Pothole, 13.4ms Speed: 4.5ms preprocess, 13.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-672_jpg.rf.30dc444dee8f64d14167aa05a06c6ce2.jpg: 640x640 1 Pothole, 14.8ms Speed: 4.3ms preprocess, 14.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-672_jpg.rf.88ac166c7fdcf7e1269eeff6905ff229.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.3ms preprocess, 13.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-672_jpg.rf.ad188497b62461dc701b1519377c13bb.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.2ms preprocess, 12.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-672_jpg.rf.b9c06200bb9c1b612486aebe8a5da2bb.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.4ms preprocess, 13.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-672_jpg.rf.ce0e853d5608397df89c5f4805a7177d.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.1ms preprocess, 14.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-672_jpg.rf.f7dc1902a3934d8d737c7c42900f863e.jpg: 640x640 1 Pothole, 14.2ms Speed: 3.6ms preprocess, 14.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-673_jpg.rf.289070f80f5f90b3b96459b3a41513e0.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.8ms preprocess, 13.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-673_jpg.rf.44420ca5d15dc961794471c0bc577cc9.jpg: 640x640 2 Potholes, 13.2ms Speed: 4.7ms preprocess, 13.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-673_jpg.rf.c60fe065939b227fff77bd29059a69c8.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.9ms preprocess, 12.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-673_jpg.rf.ef19e5438fb5f330a5ccb498c4fb3f3c.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.9ms preprocess, 13.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-673_jpg.rf.eff881334bb692a7138c7aa96208cb31.jpg: 640x640 2 Potholes, 16.3ms Speed: 10.5ms preprocess, 16.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-674_jpg.rf.2be30f42d1aec785755752ba4227c2dd.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.7ms preprocess, 14.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-674_jpg.rf.2ebfb44da9c49cd0eee69c5864543c06.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.8ms preprocess, 15.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-674_jpg.rf.3eef59529c54ab86b0e2a807dbee8d62.jpg: 640x640 1 Pothole, 13.1ms Speed: 4.3ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-674_jpg.rf.6784f642c3133b453348dc228a980277.jpg: 640x640 1 Pothole, 16.4ms Speed: 2.9ms preprocess, 16.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-674_jpg.rf.ab872ba18043fe3203963fddf19878cf.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.8ms preprocess, 14.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-674_jpg.rf.ca471835eae8a89e4d7366e8c518783a.jpg: 640x640 2 Potholes, 23.8ms Speed: 3.9ms preprocess, 23.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.21f934cbd403158ffb19afbca4d96960.jpg: 640x640 2 Potholes, 12.5ms Speed: 3.0ms preprocess, 12.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.30c4bc61791070f1cbe2a9026b58e677.jpg: 640x640 2 Potholes, 20.5ms Speed: 5.3ms preprocess, 20.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.5d443eb8c13ef302d06df82d8461b5b2.jpg: 640x640 2 Potholes, 12.4ms Speed: 3.7ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.6f75bc77f16c8dd60bafe077b8ef6de4.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.4ms preprocess, 12.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.82cf4d6c768a8fecc8d2a7cf6c651985.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.3ms preprocess, 12.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.8359796d3005a628be1d6c7520930f15.jpg: 640x640 2 Potholes, 16.2ms Speed: 3.7ms preprocess, 16.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.af3c6900add3b98b4f601e61a53041c0.jpg: 640x640 1 Pothole, 12.9ms Speed: 4.5ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.bdc82e6b90645d586380834357d8f359.jpg: 640x640 2 Potholes, 13.3ms Speed: 4.2ms preprocess, 13.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.ea09c9a9d0501859f54f52797c68f190.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.3ms preprocess, 12.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-676_jpg.rf.0dade77d4d4eff0ab99882eb61526bd5.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.1ms preprocess, 12.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-676_jpg.rf.32f98dc433016690d36df344f697ee8d.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.6ms preprocess, 12.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-676_jpg.rf.64ded6bf5e087cecf3f7839e9347bbec.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.7ms preprocess, 12.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-676_jpg.rf.87cef8185af62fc6c2476976e5c5e3b2.jpg: 640x640 1 Pothole, 13.8ms Speed: 4.1ms preprocess, 13.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-676_jpg.rf.a3a9062a0630417317fc12bae25b81f4.jpg: 640x640 1 Pothole, 18.2ms Speed: 3.7ms preprocess, 18.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-676_jpg.rf.aaaed0aeb9df3030a104edace291658a.jpg: 640x640 1 Pothole, 13.3ms Speed: 4.7ms preprocess, 13.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-677_jpg.rf.254d3afaa1430965c5f127d0cfe7530f.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.1ms preprocess, 12.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-677_jpg.rf.4ec126f2983688974db02eae5c32b809.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.7ms preprocess, 12.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-677_jpg.rf.781265866be669e5b2ad90f069eb63b7.jpg: 640x640 1 Pothole, 12.6ms Speed: 4.1ms preprocess, 12.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-677_jpg.rf.8c376083fcde1fe86682670534aa47b4.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.9ms preprocess, 13.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-678_jpg.rf.9aca0a1d084a932daaad9c3e2a73ee91.jpg: 640x640 1 Pothole, 19.1ms Speed: 5.2ms preprocess, 19.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-678_jpg.rf.abbc7fd9e27545991043fa71eb5df7d8.jpg: 640x640 1 Pothole, 17.8ms Speed: 4.7ms preprocess, 17.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-678_jpg.rf.c3ae5387652698ca05384fa1e776c025.jpg: 640x640 1 Pothole, 12.5ms Speed: 4.1ms preprocess, 12.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-678_jpg.rf.c8dc4138bbadab3dd411a4d8cbe4e509.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.1ms preprocess, 16.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-678_jpg.rf.e1c580e98b2dc05a992e6769a487d884.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.5ms preprocess, 15.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-679_jpg.rf.106be4b074f6d0adeaabdaae655849cc.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.8ms preprocess, 14.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-679_jpg.rf.10dc989ecdc2944a3cdc819606272aaf.jpg: 640x640 (no detections), 12.3ms Speed: 2.4ms preprocess, 12.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-679_jpg.rf.737026a6cccb483ea281a9c182eae38a.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-679_jpg.rf.9e8c60131748f81efc31cb36f5ef8302.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.7ms preprocess, 12.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-679_jpg.rf.afbb6be283ea0a61cc7852311f4f3153.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.8ms preprocess, 15.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-679_jpg.rf.d048ec772dd0ce07ee1f0db355ffa50b.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.7ms preprocess, 12.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-679_jpg.rf.e5682fb7fa0c10d9634f76899eeb1229.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.2ms preprocess, 17.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-679_jpg.rf.f08b6f74841c2062080f62b6889b9e1d.jpg: 640x640 1 Pothole, 18.5ms Speed: 3.5ms preprocess, 18.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.02a25587b580b35c0e40db1a7a4c1095.jpg: 640x640 1 Pothole, 17.1ms Speed: 2.8ms preprocess, 17.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.2a0c7a9fedebe5f4474ac31b998f0ced.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.9ms preprocess, 12.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.46b874dbee73b26bc18e7a7583f591d2.jpg: 640x640 1 Pothole, 13.9ms Speed: 4.0ms preprocess, 13.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.6adefd6ad8aa186fe79760f9b9bcea62.jpg: 640x640 1 Pothole, 19.6ms Speed: 3.7ms preprocess, 19.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.9d46e3cfcf6a6de3db9a8c5fc1e9caa4.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.6ms preprocess, 12.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.9fcb10c99c2b6a04aa5bee60f66b33d1.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.1ms preprocess, 14.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.ad6ff0a9263b2ecdfe43605c0e10cb44.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.3ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.d6547f6379759659870a16ce33d2cbf9.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.6ms preprocess, 16.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.f31c5a3c0c359eefb49247264c81dc7f.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.0ms preprocess, 16.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-681_jpg.rf.1a9bdf0a342658648e85fd0362422349.jpg: 640x640 1 Pothole, 15.2ms Speed: 5.4ms preprocess, 15.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-681_jpg.rf.22f01e71845378c0e034409b21020f1b.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.9ms preprocess, 12.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-681_jpg.rf.c6d4d24fc14691132d970bdf6bd1b90a.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.9ms preprocess, 13.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-682_jpg.rf.11da2117e5850aeb6ae1f5e9b0fda406.jpg: 640x640 (no detections), 12.8ms Speed: 4.8ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-682_jpg.rf.324fdc014f8a65a57f00ef656d2e620d.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.8ms preprocess, 14.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-682_jpg.rf.53e83ef314166aa005f361183fbf1af5.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.5ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-682_jpg.rf.7a5dd9e0ec766407f207b30bb2cf69fb.jpg: 640x640 3 Potholes, 17.6ms Speed: 2.9ms preprocess, 17.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-682_jpg.rf.87b3c46901b6c47d30997c8b06337ea2.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.6ms preprocess, 15.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-682_jpg.rf.a638efd0eb8d2a2371fe3eb3150a7da2.jpg: 640x640 1 Pothole, 21.1ms Speed: 4.8ms preprocess, 21.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-682_jpg.rf.c13d6da6e4305f2172af3ef0d575282c.jpg: 640x640 (no detections), 13.1ms Speed: 3.9ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-682_jpg.rf.d251bb852545c9d1529ca3439478a679.jpg: 640x640 3 Potholes, 12.7ms Speed: 7.5ms preprocess, 12.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-683_jpg.rf.08189923828b6e10fbd02a20e72425cb.jpg: 640x640 2 Potholes, 12.6ms Speed: 4.8ms preprocess, 12.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-683_jpg.rf.27b805c4a8f7c655d473f1167b63c890.jpg: 640x640 4 Potholes, 18.2ms Speed: 2.7ms preprocess, 18.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-683_jpg.rf.7165b701dfa5376a8c13a00a7aa0e634.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.8ms preprocess, 12.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-683_jpg.rf.72e0bc5a04505041e6d860f18f1ad2f4.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.6ms preprocess, 12.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-683_jpg.rf.8813233f88b8d2aa7bc2b124a90671b4.jpg: 640x640 1 Pothole, 14.5ms Speed: 4.0ms preprocess, 14.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-683_jpg.rf.8cd0e5e2cfe0cd855a88a79b42087ef3.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.0ms preprocess, 12.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-683_jpg.rf.d5f1a0a3246fcea18c68278e1316ee99.jpg: 640x640 4 Potholes, 13.4ms Speed: 3.0ms preprocess, 13.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-683_jpg.rf.fb8f4580fd4c5ea23608a565e1b55220.jpg: 640x640 2 Potholes, 17.7ms Speed: 3.7ms preprocess, 17.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.3be4a1b114ccee2b55412a8420408e5b.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.9ms preprocess, 16.9ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.601088a3cb389ed32f0b3de7476fab6a.jpg: 640x640 3 Potholes, 24.5ms Speed: 3.9ms preprocess, 24.5ms inference, 8.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.71ca7cf4efe480776844cbb650e4d1e4.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.6ms preprocess, 15.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.75868b7744d70165b65396453be6bea6.jpg: 640x640 3 Potholes, 21.6ms Speed: 5.7ms preprocess, 21.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.8b74379940e6bb236af57a8f85e23d2f.jpg: 640x640 2 Potholes, 17.7ms Speed: 5.8ms preprocess, 17.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.9cab71e18d2ce6b882ecd040010a468b.jpg: 640x640 2 Potholes, 26.5ms Speed: 3.5ms preprocess, 26.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.e0b8d7f186534b118304ff105738344b.jpg: 640x640 2 Potholes, 22.8ms Speed: 4.0ms preprocess, 22.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.f2cf318032b42da89401d2ec14d3f9eb.jpg: 640x640 2 Potholes, 38.9ms Speed: 3.4ms preprocess, 38.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.f41523081713e7bb80bef230125ae91f.jpg: 640x640 2 Potholes, 22.3ms Speed: 6.0ms preprocess, 22.3ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-685_jpg.rf.27be488b8d9c280f2a6935edaf6dd770.jpg: 640x640 1 Pothole, 17.5ms Speed: 4.9ms preprocess, 17.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-685_jpg.rf.2c6a92602eb01d3d860bd3217fd20ba9.jpg: 640x640 1 Pothole, 19.3ms Speed: 4.5ms preprocess, 19.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-685_jpg.rf.99f99a77da97da432ea0a77f35ee0df0.jpg: 640x640 1 Pothole, 17.8ms Speed: 3.4ms preprocess, 17.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-685_jpg.rf.fdeb760386297b463f7dd2747f4042a8.jpg: 640x640 1 Pothole, 22.5ms Speed: 5.4ms preprocess, 22.5ms inference, 7.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.08c4cf6ff1b13e27f90d0866805720e7.jpg: 640x640 1 Pothole, 27.6ms Speed: 4.5ms preprocess, 27.6ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.1ac01dfa4416503febd19aeb0effdac2.jpg: 640x640 1 Pothole, 24.6ms Speed: 5.0ms preprocess, 24.6ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.4b7ebfab10110896148fd0314b8de544.jpg: 640x640 1 Pothole, 15.3ms Speed: 8.3ms preprocess, 15.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.58bd794497f14155eccf05a0b36e2d37.jpg: 640x640 1 Pothole, 24.1ms Speed: 4.3ms preprocess, 24.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.5fbb58b5ade737b8015af54b1ec0b58e.jpg: 640x640 1 Pothole, 23.8ms Speed: 11.1ms preprocess, 23.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.65209a4b653bbd2ab94d84433b2bc2eb.jpg: 640x640 1 Pothole, 28.6ms Speed: 5.5ms preprocess, 28.6ms inference, 16.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.6d0287cac37b453cef918902d04175ad.jpg: 640x640 2 Potholes, 21.7ms Speed: 4.5ms preprocess, 21.7ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.90560799b0db96fc68923ec08f859cff.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.3ms preprocess, 15.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.c21e97b5392c93f6b53b442e1015f26e.jpg: 640x640 1 Pothole, 23.6ms Speed: 8.5ms preprocess, 23.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.deecc7a780c7c534c17a1cde0aa55eec.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.1ms preprocess, 15.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.e367375814cc8c0c6276b2e23827d551.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.0ms preprocess, 15.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.eaf95a89da5c884deaf6ac34a37fe07e.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.7ms preprocess, 15.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.1b142f5bf07cfc5003cf10f7e023d866.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.9ms preprocess, 15.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.1b2487bf56ec1cda38a54c146517b4f8.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.2ms preprocess, 15.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.2d7e6e712af2e3fa23a96ef82132d181.jpg: 640x640 1 Pothole, 16.1ms Speed: 4.5ms preprocess, 16.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.333887ceaa760b3225e39a3ff4309529.jpg: 640x640 (no detections), 32.8ms Speed: 4.8ms preprocess, 32.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.3df676300fc9099637ab327743b3921e.jpg: 640x640 2 Potholes, 18.1ms Speed: 3.6ms preprocess, 18.1ms inference, 9.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.415be415c71c48d775114166ad80fe4d.jpg: 640x640 1 Pothole, 48.6ms Speed: 11.3ms preprocess, 48.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.60f9fbf6e3b496038dbaaece992f9377.jpg: 640x640 1 Pothole, 31.5ms Speed: 5.1ms preprocess, 31.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.9424d11bd60bcbe0432177db48422d87.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.8ms preprocess, 17.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.aa5534f6de9266b2f6c010a56841de26.jpg: 640x640 1 Pothole, 16.6ms Speed: 4.5ms preprocess, 16.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.b88a10bc6b1e11d37d9e2c7ac868e34f.jpg: 640x640 1 Pothole, 20.6ms Speed: 3.5ms preprocess, 20.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.c0833eb143417866eac5c54ef8476ac5.jpg: 640x640 1 Pothole, 16.7ms Speed: 8.7ms preprocess, 16.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.d693c56d8135372e420486e7eb3b6cd0.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.0ms preprocess, 16.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-688_jpg.rf.97ee49b252a9d0ca2e13d4f993aee532.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.8ms preprocess, 16.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-688_jpg.rf.c9535cac14c1c6ee0e5139bb9ca33a7c.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.2ms preprocess, 16.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-688_jpg.rf.d79192e8767eb781d430971453812244.jpg: 640x640 1 Pothole, 21.1ms Speed: 4.7ms preprocess, 21.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-688_jpg.rf.fbfe3b267d38c40badecab87247b3e52.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.0ms preprocess, 16.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-689_jpg.rf.351b65d5996580f474dfa9841102a75c.jpg: 640x640 1 Pothole, 16.6ms Speed: 4.3ms preprocess, 16.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-689_jpg.rf.6363d208421a67045114243f4aea46c3.jpg: 640x640 1 Pothole, 19.0ms Speed: 3.8ms preprocess, 19.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-689_jpg.rf.7f5a3b38a17392458f2de5668e09d2bf.jpg: 640x640 1 Pothole, 16.4ms Speed: 2.7ms preprocess, 16.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-689_jpg.rf.c0e0f2078909e4e4a7397ecdec581f9e.jpg: 640x640 1 Pothole, 16.6ms Speed: 2.7ms preprocess, 16.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-690_jpg.rf.749620e4a1ae1523c7bf3b94c1530b73.jpg: 640x640 1 Pothole, 20.3ms Speed: 2.9ms preprocess, 20.3ms inference, 6.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-690_jpg.rf.7fdcde0b96548f6ea16efa9d9aff5eee.jpg: 640x640 1 Pothole, 28.5ms Speed: 4.4ms preprocess, 28.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-690_jpg.rf.8c85ccb2c91157d6734e1584669d64a9.jpg: 640x640 1 Pothole, 26.5ms Speed: 7.3ms preprocess, 26.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-690_jpg.rf.9f33c2fc1bc750f6a896eee8820909e4.jpg: 640x640 1 Pothole, 25.9ms Speed: 5.8ms preprocess, 25.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-690_jpg.rf.bbff6fa2bb38cb714f9f9c6738309225.jpg: 640x640 1 Pothole, 15.7ms Speed: 5.1ms preprocess, 15.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-690_jpg.rf.c0536a6b2a6be6d3b65eafe7c6bb568e.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.3ms preprocess, 15.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-690_jpg.rf.ec9d037b0d2c11c6b4ea50a9ab75cbcb.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.8ms preprocess, 15.3ms inference, 6.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-691_jpg.rf.5227f18af2bf40e61d19d5044d8d6f48.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.3ms preprocess, 17.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-691_jpg.rf.99081ab9269c1fb9086c2cb11b4a9fdc.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.4ms preprocess, 15.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-691_jpg.rf.e1bd641ff94af0787225de144c2b17eb.jpg: 640x640 1 Pothole, 18.1ms Speed: 5.4ms preprocess, 18.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-692_jpg.rf.43583e4fd6b840688772fb2e263cddfc.jpg: 640x640 1 Pothole, 18.2ms Speed: 5.3ms preprocess, 18.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-692_jpg.rf.4f273b77878b0d9ad008f86adeb699cc.jpg: 640x640 2 Potholes, 15.6ms Speed: 2.9ms preprocess, 15.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-692_jpg.rf.5045049882a698dd498a255fdb29c53d.jpg: 640x640 2 Potholes, 22.8ms Speed: 4.1ms preprocess, 22.8ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-692_jpg.rf.6d996b99ef574f1d776dec5ae5bb6595.jpg: 640x640 1 Pothole, 17.3ms Speed: 2.9ms preprocess, 17.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-692_jpg.rf.9d1c9aa60f048c4567e2a66f271424d7.jpg: 640x640 2 Potholes, 15.3ms Speed: 4.5ms preprocess, 15.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-692_jpg.rf.d1ce72deb3b263247b64b3aa9492d9d5.jpg: 640x640 2 Potholes, 20.5ms Speed: 4.1ms preprocess, 20.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-692_jpg.rf.fcdc46359d5ab428f9de1a07efc4c053.jpg: 640x640 2 Potholes, 15.3ms Speed: 5.4ms preprocess, 15.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-693_jpg.rf.6b3cc9b439764f6a0f7bf351ffe677d2.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.9ms preprocess, 15.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-693_jpg.rf.6d33bec520174d92cfc726e35a3bf674.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.3ms preprocess, 15.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-693_jpg.rf.e9362f853fd2dc263f0d02f3f65a500f.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.0ms preprocess, 15.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-694_jpg.rf.5b364dcc4f550bcb640e9f4d26c51242.jpg: 640x640 1 Pothole, 17.4ms Speed: 3.3ms preprocess, 17.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-694_jpg.rf.73f1647937409f1628a6b5f729362dff.jpg: 640x640 2 Potholes, 21.7ms Speed: 6.7ms preprocess, 21.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-694_jpg.rf.8f245faaca0dba6322e01fc702f6e003.jpg: 640x640 2 Potholes, 15.4ms Speed: 3.4ms preprocess, 15.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-694_jpg.rf.9a5c47302f32bd727280fff6cc437def.jpg: 640x640 1 Pothole, 19.4ms Speed: 4.0ms preprocess, 19.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-694_jpg.rf.a0206798c8b92fc1c52faf6b38fd928b.jpg: 640x640 3 Potholes, 23.6ms Speed: 4.8ms preprocess, 23.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-694_jpg.rf.dd17ebbe1220ec10f404eea8d19d2cda.jpg: 640x640 5 Potholes, 17.3ms Speed: 3.7ms preprocess, 17.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-695_jpg.rf.44485449c6c445e3170ae89211adbeaa.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.6ms preprocess, 14.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-695_jpg.rf.48a25bff6b9b3a712a1aaa20ab5e4e7d.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.1ms preprocess, 14.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-695_jpg.rf.5f4df7d411f3d7661b89d644afc100fc.jpg: 640x640 1 Pothole, 14.4ms Speed: 4.6ms preprocess, 14.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-695_jpg.rf.7c96d76d624d0b0c4dc5ee9b90876972.jpg: 640x640 2 Potholes, 16.9ms Speed: 3.9ms preprocess, 16.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-695_jpg.rf.8351a6d39bd16c72a921cdf8665448c5.jpg: 640x640 1 Pothole, 14.4ms Speed: 4.5ms preprocess, 14.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-695_jpg.rf.b61f393abc82cc0448e03f714ea6b11b.jpg: 640x640 3 Potholes, 14.2ms Speed: 2.5ms preprocess, 14.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-696_jpg.rf.06f4ab7098acebb1ca05b6de39938260.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.9ms preprocess, 16.3ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-696_jpg.rf.30b315c9bba45d530dd3503f99c9b8f8.jpg: 640x640 5 Potholes, 14.3ms Speed: 3.6ms preprocess, 14.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-696_jpg.rf.468b5f4f4da4a97787ee68b314f9142d.jpg: 640x640 2 Potholes, 15.6ms Speed: 4.4ms preprocess, 15.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-696_jpg.rf.569c8662d82b8c550c233457c5694f43.jpg: 640x640 1 Pothole, 14.5ms Speed: 6.6ms preprocess, 14.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-696_jpg.rf.68ef6afdda5f30af50bac49e3f8402aa.jpg: 640x640 3 Potholes, 15.6ms Speed: 3.2ms preprocess, 15.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-696_jpg.rf.adcd5265dc2358fbb9f8dfe4a54763da.jpg: 640x640 3 Potholes, 14.4ms Speed: 4.5ms preprocess, 14.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-696_jpg.rf.d2e4f5e00ef6906959bae33c5a4fb5ff.jpg: 640x640 1 Pothole, 14.0ms Speed: 2.5ms preprocess, 14.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-697_jpg.rf.48dc2589df8a79c62e637c405934a2e6.jpg: 640x640 2 Potholes, 14.1ms Speed: 6.6ms preprocess, 14.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-697_jpg.rf.86dd7f21f59070aef48ded0fd6ee9943.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.3ms preprocess, 14.5ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-697_jpg.rf.8fec356168817852fc1147edf284b45c.jpg: 640x640 2 Potholes, 17.4ms Speed: 3.2ms preprocess, 17.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-697_jpg.rf.ab779b19f96d0c7e9a8446832a8ec54c.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.1ms preprocess, 16.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-697_jpg.rf.d47a0917068779485fb42d4ea1a6f8e1.jpg: 640x640 1 Pothole, 14.6ms Speed: 4.9ms preprocess, 14.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-698_jpg.rf.6fdbf97e96b61a29ba78999b7f186df6.jpg: 640x640 2 Potholes, 20.7ms Speed: 4.8ms preprocess, 20.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-699_jpg.rf.05768a9b1391537237a5e93b15170bfd.jpg: 640x640 3 Potholes, 14.4ms Speed: 3.5ms preprocess, 14.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-699_jpg.rf.149d0240afa19c061e4eb668b291df1b.jpg: 640x640 2 Potholes, 16.3ms Speed: 3.9ms preprocess, 16.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-699_jpg.rf.74d7ff4d295c09317df38d25d6c8e0bc.jpg: 640x640 2 Potholes, 17.5ms Speed: 2.6ms preprocess, 17.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-699_jpg.rf.9b63a8952e75f4565af345a94e1982f5.jpg: 640x640 3 Potholes, 17.3ms Speed: 2.6ms preprocess, 17.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-700_jpg.rf.551deb8fbbd421b153f814d1d4443186.jpg: 640x640 2 Potholes, 14.2ms Speed: 4.4ms preprocess, 14.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-700_jpg.rf.90bf8eaf69b2a61e44a906b784c5cd64.jpg: 640x640 3 Potholes, 14.1ms Speed: 4.0ms preprocess, 14.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-700_jpg.rf.a196fd4c91d860b8f2f52b1e6a201efc.jpg: 640x640 2 Potholes, 15.0ms Speed: 3.0ms preprocess, 15.0ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-700_jpg.rf.a56122a40d62dc56b650af819b961d47.jpg: 640x640 4 Potholes, 14.2ms Speed: 3.4ms preprocess, 14.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-701_jpg.rf.09d54e71463f6fae50ce8c623e20a110.jpg: 640x640 3 Potholes, 18.0ms Speed: 5.1ms preprocess, 18.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-701_jpg.rf.1786a67e63a6d89dad5b506404c10adc.jpg: 640x640 3 Potholes, 14.8ms Speed: 4.4ms preprocess, 14.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-701_jpg.rf.67da25b72d0f62a41529067b9a78db62.jpg: 640x640 2 Potholes, 19.8ms Speed: 3.6ms preprocess, 19.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-701_jpg.rf.792bd9b7ac86bfb8416dd6f68da86317.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.5ms preprocess, 16.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-701_jpg.rf.81f48d5da543bc443de9d6ef616a1913.jpg: 640x640 2 Potholes, 14.9ms Speed: 5.2ms preprocess, 14.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-702_jpg.rf.1b3e56b0983250b16743b49d74bda59d.jpg: 640x640 3 Potholes, 16.3ms Speed: 4.1ms preprocess, 16.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-702_jpg.rf.2084a8bbef6bb4a8ba50cf455935b478.jpg: 640x640 2 Potholes, 20.9ms Speed: 3.3ms preprocess, 20.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-702_jpg.rf.ae57955f68581b309e21958b2f4c8f18.jpg: 640x640 3 Potholes, 23.8ms Speed: 3.8ms preprocess, 23.8ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-702_jpg.rf.dea41b9cd1f0902b3e69811c998c5ec3.jpg: 640x640 3 Potholes, 15.2ms Speed: 3.0ms preprocess, 15.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-702_jpg.rf.f60468443cbb9a06bdb9879ebfc93f4a.jpg: 640x640 3 Potholes, 17.4ms Speed: 4.2ms preprocess, 17.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-703_jpg.rf.0d436056ff1e17728fe9bf8b7205e3a0.jpg: 640x640 2 Potholes, 14.9ms Speed: 5.0ms preprocess, 14.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-703_jpg.rf.57a5ace4eb12a7a61d70b4bea8d2c32a.jpg: 640x640 2 Potholes, 21.7ms Speed: 5.1ms preprocess, 21.7ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-703_jpg.rf.6925dd5ce493096840a7ec277c8a9321.jpg: 640x640 1 Pothole, 21.1ms Speed: 4.5ms preprocess, 21.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-703_jpg.rf.a0582eb05c8b04040b8b486fed8b224b.jpg: 640x640 (no detections), 14.9ms Speed: 5.1ms preprocess, 14.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-705_jpg.rf.1d1f04408944e2558098bca9a6b8d449.jpg: 640x640 1 Pothole, 21.4ms Speed: 3.1ms preprocess, 21.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-705_jpg.rf.5b8b2b54eab57fe81331ada8e2a78e10.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.1ms preprocess, 15.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-705_jpg.rf.631c4c4c37a4c21d9d2507de1c108130.jpg: 640x640 (no detections), 16.1ms Speed: 3.1ms preprocess, 16.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-705_jpg.rf.d2272848f1915e9886413b27added271.jpg: 640x640 1 Pothole, 14.9ms Speed: 5.0ms preprocess, 14.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-705_jpg.rf.f7a6b4aa4f734df6fa34d7c583dd0885.jpg: 640x640 1 Pothole, 30.7ms Speed: 4.0ms preprocess, 30.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-705_jpg.rf.fcf77374222e4a69746eec16bb2544ef.jpg: 640x640 3 Potholes, 20.4ms Speed: 5.0ms preprocess, 20.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-706_jpg.rf.3cc31afc82faf48dba9583a5798edc54.jpg: 640x640 1 Pothole, 20.5ms Speed: 3.7ms preprocess, 20.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-706_jpg.rf.8f2dca431d8ce43095c7bc4077ef19d3.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.2ms preprocess, 15.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-707_jpg.rf.09791adab234a5809c835199d2d069e1.jpg: 640x640 1 Pothole, 17.1ms Speed: 3.1ms preprocess, 17.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-707_jpg.rf.0daf29c27b308c02f3921b8607cd7a7b.jpg: 640x640 1 Pothole, 17.1ms Speed: 6.0ms preprocess, 17.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-707_jpg.rf.25466432d6f9b07298e98d1c538ae8e3.jpg: 640x640 1 Pothole, 15.4ms Speed: 5.9ms preprocess, 15.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-707_jpg.rf.84a1fb475a00f9408230285af139c1fa.jpg: 640x640 1 Pothole, 17.4ms Speed: 2.8ms preprocess, 17.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-707_jpg.rf.9a463e19cae3e10da1ac2b79a30a17bc.jpg: 640x640 1 Pothole, 15.7ms Speed: 6.0ms preprocess, 15.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-708_jpg.rf.0e1eff47db0a78d2df1af908b300cf8b.jpg: 640x640 (no detections), 18.9ms Speed: 5.1ms preprocess, 18.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-708_jpg.rf.35354cca86aaced545de1c2fb89b1bd5.jpg: 640x640 (no detections), 15.5ms Speed: 4.6ms preprocess, 15.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-708_jpg.rf.386b29bba4a89be3d54249ba40bf2cfc.jpg: 640x640 (no detections), 15.8ms Speed: 5.5ms preprocess, 15.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-708_jpg.rf.4f58a0b73f651261b1a5e3928a4588e3.jpg: 640x640 (no detections), 15.3ms Speed: 3.6ms preprocess, 15.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-708_jpg.rf.64da754cc9be96626c1771aa1a3488eb.jpg: 640x640 (no detections), 15.3ms Speed: 4.4ms preprocess, 15.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-708_jpg.rf.67e7e3fb947c5a491e09ac1aa2ecd6dd.jpg: 640x640 (no detections), 15.2ms Speed: 8.4ms preprocess, 15.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-708_jpg.rf.a639159b2b4c724c69e83dbde097d1e0.jpg: 640x640 (no detections), 15.7ms Speed: 4.6ms preprocess, 15.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-708_jpg.rf.dea0d9dff7d0f479e9db8e01cfa9bb1f.jpg: 640x640 (no detections), 15.8ms Speed: 3.5ms preprocess, 15.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.0fbe945da7f27d82966173ea20c92a94.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.9ms preprocess, 15.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.4a2926bca4bc8ff45914cc0f942842ac.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.4ms preprocess, 15.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.5ec4443c267226032c782275304e0cd4.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.8ms preprocess, 16.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.7714e160e61bab22bc5f288341939d39.jpg: 640x640 1 Pothole, 16.0ms Speed: 7.3ms preprocess, 16.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.8e9bf67c20f8ec04a0ee74c8327c14b4.jpg: 640x640 1 Pothole, 16.4ms Speed: 5.3ms preprocess, 16.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.93216763e87f85d1785c68591a6bb175.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.1ms preprocess, 15.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.a5e8e322fec02e9d7bf985fa2c2f60aa.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.2ms preprocess, 16.8ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.acae79f74652c1eac69895ff1aad52e3.jpg: 640x640 1 Pothole, 19.1ms Speed: 5.9ms preprocess, 19.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.df2227c627a5fa741b453a6bc1ec5270.jpg: 640x640 1 Pothole, 17.0ms Speed: 7.5ms preprocess, 17.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.e30c0c8395b60fdb79e25c8e08618ec1.jpg: 640x640 1 Pothole, 16.2ms Speed: 4.8ms preprocess, 16.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-710_jpg.rf.9816997dee2ab8077f6e0edd01c48f0a.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.6ms preprocess, 16.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-710_jpg.rf.bdf43f5356cb240c33945ca546ea6f02.jpg: 640x640 1 Pothole, 18.9ms Speed: 4.2ms preprocess, 18.9ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-711_jpg.rf.304847224805c5b9107df90bc7eaa411.jpg: 640x640 3 Potholes, 16.5ms Speed: 4.1ms preprocess, 16.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-711_jpg.rf.a697b2de696dc7196b0d662d7b05b521.jpg: 640x640 2 Potholes, 17.1ms Speed: 4.5ms preprocess, 17.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-711_jpg.rf.cfc01ee0a253e58bbbb7e20323c444d3.jpg: 640x640 2 Potholes, 21.4ms Speed: 8.8ms preprocess, 21.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-712_jpg.rf.111b683712b62b5135e44ebb710d2889.jpg: 640x640 (no detections), 16.3ms Speed: 4.1ms preprocess, 16.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-712_jpg.rf.61fe187d49659254a2e6e42d06d30eb7.jpg: 640x640 2 Potholes, 17.6ms Speed: 6.5ms preprocess, 17.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-712_jpg.rf.d2d92c90f0ce08d62feb374c9cb8b2d1.jpg: 640x640 1 Pothole, 16.2ms Speed: 4.4ms preprocess, 16.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-712_jpg.rf.df5e8a95b08bc0c9688b5dca538d1b19.jpg: 640x640 1 Pothole, 23.9ms Speed: 5.4ms preprocess, 23.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.343310c8cc98653d961cd9e582c75ded.jpg: 640x640 1 Pothole, 17.5ms Speed: 4.4ms preprocess, 17.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.3cdf4b3118c739d87cfd88f47fc40d35.jpg: 640x640 1 Pothole, 16.5ms Speed: 8.0ms preprocess, 16.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.4d083f35c5148ee46cedea5151c20828.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.0ms preprocess, 17.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.6252313007cdc18ec711a310de37ef63.jpg: 640x640 (no detections), 17.2ms Speed: 3.5ms preprocess, 17.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.6428a297c27194bc61fb5e6981e5068f.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.0ms preprocess, 16.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.a7a1fa2ac400fa260fd90ef00d1d8c7a.jpg: 640x640 1 Pothole, 17.6ms Speed: 3.8ms preprocess, 17.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.d54aef9e2bbc947afa56ee585babd11d.jpg: 640x640 1 Pothole, 20.1ms Speed: 3.7ms preprocess, 20.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.d836489ca0a5151a9b231c3faad9a6e8.jpg: 640x640 1 Pothole, 18.4ms Speed: 6.7ms preprocess, 18.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.f08758d8ce53ba6cf27a882d20d6f24a.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.5ms preprocess, 16.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.ffb4c97b6240918db05fc0b166c60736.jpg: 640x640 2 Potholes, 21.8ms Speed: 4.9ms preprocess, 21.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-0_jpg.rf.34a97d13ecac9b26708aea61be1101a8.jpg: 640x640 (no detections), 15.9ms Speed: 4.4ms preprocess, 15.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-0_jpg.rf.6c00cd552ae62f9936e9cae402e6ebab.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.6ms preprocess, 15.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-0_jpg.rf.b067b086a5687e3115f1711c0f5a70fd.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.4ms preprocess, 15.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-10_jpg.rf.26dccb85904b22c9f311557179fb5591.jpg: 640x640 (no detections), 19.8ms Speed: 3.7ms preprocess, 19.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-10_jpg.rf.3a4bcf3a4c95622458d239f7ba13d13c.jpg: 640x640 (no detections), 17.6ms Speed: 5.2ms preprocess, 17.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-10_jpg.rf.d42cfce960dee8d95ead4ac46e86a5cb.jpg: 640x640 1 Pothole, 28.1ms Speed: 3.7ms preprocess, 28.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-14_jpg.rf.51144311cae588c9bd39a59933ac0c89.jpg: 640x640 (no detections), 19.3ms Speed: 4.0ms preprocess, 19.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-14_jpg.rf.b6c5294c07ffd946c9107120667b619c.jpg: 640x640 1 Pothole, 22.8ms Speed: 3.5ms preprocess, 22.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-14_jpg.rf.f0c460358edfd76caff14079984fd797.jpg: 640x640 (no detections), 18.2ms Speed: 3.6ms preprocess, 18.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-16_jpg.rf.7544431dd5f533a349dff8709dc09fd2.jpg: 640x640 (no detections), 17.5ms Speed: 7.3ms preprocess, 17.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-16_jpg.rf.7f73b1953f70f355d27b081e5bd0b3a2.jpg: 640x640 (no detections), 15.8ms Speed: 4.1ms preprocess, 15.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-16_jpg.rf.937a8057fb067bf0ce8249561d34c2f9.jpg: 640x640 (no detections), 16.5ms Speed: 7.1ms preprocess, 16.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-17_jpg.rf.91d2410a30e21cfc050cf374da707282.jpg: 640x640 3 Potholes, 17.1ms Speed: 3.6ms preprocess, 17.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-18_jpg.rf.61433f044ac766828eb7eef6caf9061f.jpg: 640x640 (no detections), 22.8ms Speed: 3.4ms preprocess, 22.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-18_jpg.rf.6800f8dd477b938566f6857437d1f924.jpg: 640x640 (no detections), 18.6ms Speed: 2.9ms preprocess, 18.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-18_jpg.rf.7cfbfa05171f607586b8bd17f22b7508.jpg: 640x640 (no detections), 16.3ms Speed: 4.5ms preprocess, 16.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-1_jpg.rf.79a068d97ed3bec6d0c065f7eff5edf6.jpg: 640x640 1 Pothole, 18.5ms Speed: 4.1ms preprocess, 18.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-1_jpg.rf.f0b4e8350dc71e648441e4d733f19485.jpg: 640x640 3 Potholes, 16.1ms Speed: 3.8ms preprocess, 16.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-1_jpg.rf.fa30197525ad90d287a98cf4c47495e7.jpg: 640x640 (no detections), 19.7ms Speed: 8.2ms preprocess, 19.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-20_jpg.rf.3f85b0ad370c8cd2f44484c079c7c4c5.jpg: 640x640 1 Pothole, 19.4ms Speed: 3.9ms preprocess, 19.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-20_jpg.rf.47a80b912075dbf5e0613d7666a9c7c4.jpg: 640x640 1 Pothole, 19.9ms Speed: 3.6ms preprocess, 19.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-20_jpg.rf.4bd33c6e307cf6441d96f18afaaa6a81.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.1ms preprocess, 15.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-21_jpg.rf.4cf03d5c7cedec11f57d243b5e8d07ef.jpg: 640x640 1 Pothole, 17.8ms Speed: 3.7ms preprocess, 17.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-22_jpg.rf.14202fa99faf8e6613619287b838c1c8.jpg: 640x640 1 Pothole, 16.6ms Speed: 6.5ms preprocess, 16.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-22_jpg.rf.2416169acfd1f641c9ab79e5c2f60d82.jpg: 640x640 1 Pothole, 15.3ms Speed: 5.3ms preprocess, 15.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-22_jpg.rf.52b04f20573619b70bc7a3711e16ec53.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.3ms preprocess, 15.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-23_jpg.rf.3e0fa585be5eb456c3a4bc0f2ee64659.jpg: 640x640 3 Potholes, 19.7ms Speed: 2.2ms preprocess, 19.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-23_jpg.rf.7d65d5168c18d5362ce127e8ab7beecb.jpg: 640x640 1 Pothole, 16.4ms Speed: 2.9ms preprocess, 16.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-23_jpg.rf.98ba0b45e05f67596820f79d3988b7bb.jpg: 640x640 1 Pothole, 18.2ms Speed: 3.2ms preprocess, 18.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-24_jpg.rf.87842dc26577e717fba22b0373169520.jpg: 640x640 (no detections), 17.5ms Speed: 3.5ms preprocess, 17.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-24_jpg.rf.d00a8eca072b58903bc3b8bb6e0003ca.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.6ms preprocess, 15.3ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-24_jpg.rf.de15c97519a1950d87694ee044b7aae9.jpg: 640x640 2 Potholes, 20.2ms Speed: 8.6ms preprocess, 20.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-3_jpg.rf.04bf278d07ada29bada068e98d09cf70.jpg: 640x640 (no detections), 15.1ms Speed: 4.2ms preprocess, 15.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-3_jpg.rf.2cc1d1ce5f89130f37291180055afda4.jpg: 640x640 (no detections), 15.4ms Speed: 5.7ms preprocess, 15.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-3_jpg.rf.aa6bed2759daa060aebcb5f09bf814e4.jpg: 640x640 (no detections), 20.3ms Speed: 2.7ms preprocess, 20.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-5_jpg.rf.0f6562ab18999fdd235c73fb4aca7bab.jpg: 640x640 (no detections), 15.3ms Speed: 3.1ms preprocess, 15.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-5_jpg.rf.4ad34e3f73b3e9b631bdb211d63b8e4b.jpg: 640x640 (no detections), 20.8ms Speed: 3.7ms preprocess, 20.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-5_jpg.rf.c09ea3ed1e0d06c24a0d36c1c1464323.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.4ms preprocess, 16.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-7_jpg.rf.88940b8da9972cb9b78515e13ddcae43.jpg: 640x640 (no detections), 19.7ms Speed: 6.0ms preprocess, 19.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-7_jpg.rf.aa8068c9dd47a97031f1c0ffcdf1e9a5.jpg: 640x640 2 Potholes, 16.8ms Speed: 4.5ms preprocess, 16.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-7_jpg.rf.e8d20f9da298d587f2ae21eede017020.jpg: 640x640 3 Potholes, 15.8ms Speed: 6.2ms preprocess, 15.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-9_jpg.rf.6b4a25d6a7825e8bb2381b9494974f39.jpg: 640x640 (no detections), 15.3ms Speed: 3.1ms preprocess, 15.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-9_jpg.rf.a0a9ae5bbf4851d3290fd543e64131a8.jpg: 640x640 (no detections), 15.5ms Speed: 7.5ms preprocess, 15.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-9_jpg.rf.e177ff85ea969c0a235bdbd621934a42.jpg: 640x640 (no detections), 17.6ms Speed: 4.4ms preprocess, 17.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-10_jpg.rf.17ea2d7de4029b06f479f21dfaf6dc45.jpg: 640x640 (no detections), 20.3ms Speed: 3.1ms preprocess, 20.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-10_jpg.rf.695f4515346183fc228b45c31a3a50bf.jpg: 640x640 1 Pothole, 18.8ms Speed: 3.5ms preprocess, 18.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-10_jpg.rf.7add9df7169054f73e90ab21038e029d.jpg: 640x640 1 Pothole, 19.5ms Speed: 3.3ms preprocess, 19.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-12_jpg.rf.0fa9346408d7c0b28e9e0ba7e24f5789.jpg: 640x640 (no detections), 24.2ms Speed: 2.9ms preprocess, 24.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-12_jpg.rf.1fe789fb17f51cf18cfc550ffb4de66b.jpg: 640x640 (no detections), 15.5ms Speed: 7.2ms preprocess, 15.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-12_jpg.rf.8dfcf3d1eaf1dc2024ef50d531b0e401.jpg: 640x640 (no detections), 15.3ms Speed: 3.1ms preprocess, 15.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-13_jpg.rf.64ecf657b72cd6411d7674ef75f3ce6c.jpg: 640x640 (no detections), 19.1ms Speed: 3.5ms preprocess, 19.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-13_jpg.rf.83b8271a3a7e665652ead8b3af03c3fe.jpg: 640x640 (no detections), 21.1ms Speed: 8.1ms preprocess, 21.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-13_jpg.rf.ddec284f7f8e90b2d5a030bc42f68fd8.jpg: 640x640 (no detections), 19.4ms Speed: 3.7ms preprocess, 19.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-14_jpg.rf.4a0986404e038b672ff20821739afc75.jpg: 640x640 (no detections), 17.4ms Speed: 4.3ms preprocess, 17.4ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-14_jpg.rf.4f97419a4d6f1761ac0e483100ea13be.jpg: 640x640 (no detections), 21.5ms Speed: 3.5ms preprocess, 21.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-14_jpg.rf.cb5ad1883168201eb9d2fe8c8e745e08.jpg: 640x640 (no detections), 15.4ms Speed: 2.8ms preprocess, 15.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-15_jpg.rf.518b74eb94ddbdaf9753e6846836909d.jpg: 640x640 (no detections), 22.5ms Speed: 3.7ms preprocess, 22.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-15_jpg.rf.5dbc35317d1ab874c56e35a9c93987f3.jpg: 640x640 (no detections), 17.5ms Speed: 3.1ms preprocess, 17.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-15_jpg.rf.f6983c3f70f3d3aa691f658fe90e1aca.jpg: 640x640 (no detections), 18.2ms Speed: 3.5ms preprocess, 18.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-16_jpg.rf.4e8017c3b38b7e900029a3b8b5edc49d.jpg: 640x640 (no detections), 20.1ms Speed: 4.1ms preprocess, 20.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-16_jpg.rf.8ea2b5da31936276db1aa40550011893.jpg: 640x640 (no detections), 15.2ms Speed: 3.5ms preprocess, 15.2ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-16_jpg.rf.91cecb503bbdebf51ee2e03e1573cc72.jpg: 640x640 (no detections), 17.1ms Speed: 4.0ms preprocess, 17.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-17_jpg.rf.2cf735dc0f9dd912880c3672d28a65c9.jpg: 640x640 (no detections), 15.3ms Speed: 5.0ms preprocess, 15.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-17_jpg.rf.3d6ba416b3d3c9a3f5eb173d5a7046d4.jpg: 640x640 (no detections), 15.9ms Speed: 4.1ms preprocess, 15.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-17_jpg.rf.debae7548dcb8638278e1cd686f227b8.jpg: 640x640 1 Pothole, 17.6ms Speed: 5.1ms preprocess, 17.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-2_jpg.rf.0d251aa81a568fe6e7debf756c11458f.jpg: 640x640 1 Pothole, 19.0ms Speed: 3.4ms preprocess, 19.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-2_jpg.rf.6bc835624802e1acfaa2c84e431f6b6f.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.6ms preprocess, 15.4ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-2_jpg.rf.902c32374505759b8ead8e97d0ac581e.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.9ms preprocess, 15.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-3_jpg.rf.2517042ad2cc06598e500b20e6444719.jpg: 640x640 (no detections), 18.5ms Speed: 3.1ms preprocess, 18.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-3_jpg.rf.74eb1c4b849fe8701e6d020aae2f1a4f.jpg: 640x640 2 Potholes, 19.4ms Speed: 2.9ms preprocess, 19.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-3_jpg.rf.ec3c10bb1aa23623d933facefd2bdc66.jpg: 640x640 1 Pothole, 22.8ms Speed: 3.9ms preprocess, 22.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-4_jpg.rf.c841133e66f371ae406224374d05a18b.jpg: 640x640 (no detections), 20.7ms Speed: 7.0ms preprocess, 20.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-6_jpg.rf.07a4d5225cd26c98d46a20670175d1e0.jpg: 640x640 (no detections), 15.8ms Speed: 7.5ms preprocess, 15.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-6_jpg.rf.1b8da8ab6622bbd0422044059cc50b08.jpg: 640x640 (no detections), 17.3ms Speed: 4.4ms preprocess, 17.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-6_jpg.rf.7bdd049da7b2df10bd25da3b8c666f22.jpg: 640x640 (no detections), 15.6ms Speed: 5.3ms preprocess, 15.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-7_jpg.rf.04c364acfb4730fee29d4a43080e65ae.jpg: 640x640 (no detections), 21.0ms Speed: 3.3ms preprocess, 21.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-7_jpg.rf.8016f6b88a04b4524eec84d4e0ac50c7.jpg: 640x640 (no detections), 15.3ms Speed: 4.3ms preprocess, 15.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-7_jpg.rf.ca691eada579524d0ee7c617e4a6e7d0.jpg: 640x640 (no detections), 16.1ms Speed: 5.8ms preprocess, 16.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-8_jpg.rf.8447bcd71700f81db09519de1af23a67.jpg: 640x640 (no detections), 15.5ms Speed: 3.8ms preprocess, 15.5ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-9_jpg.rf.275e72d0b9b5e5f927f529083d1008f8.jpg: 640x640 (no detections), 15.2ms Speed: 3.2ms preprocess, 15.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-9_jpg.rf.51e9a2ee47bff760e7f05fccf6de7686.jpg: 640x640 (no detections), 21.0ms Speed: 3.1ms preprocess, 21.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-9_jpg.rf.ac453d5833dd197ad4962a4e11342786.jpg: 640x640 (no detections), 16.2ms Speed: 3.4ms preprocess, 16.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-10_jpg.rf.0b875c77badd9736cbcc85227241cef0.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.0ms preprocess, 15.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-10_jpg.rf.a5a481a2879f57cba89f2b753428ccf0.jpg: 640x640 2 Potholes, 15.8ms Speed: 3.7ms preprocess, 15.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-10_jpg.rf.b96ebece468b1ff9b640417016aa90b2.jpg: 640x640 (no detections), 15.8ms Speed: 3.7ms preprocess, 15.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-11_jpg.rf.209b8b368931cf74c55b323a3383c298.jpg: 640x640 (no detections), 15.8ms Speed: 3.6ms preprocess, 15.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-11_jpg.rf.8ef2582d89c5d4551f123bff51c915fb.jpg: 640x640 1 Pothole, 16.4ms Speed: 6.2ms preprocess, 16.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-11_jpg.rf.f9d74106a8278817e62c63ae8162a6a8.jpg: 640x640 (no detections), 15.8ms Speed: 2.9ms preprocess, 15.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-12_jpg.rf.5ab53b93f793b7be34b6f43ebc49d001.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.6ms preprocess, 15.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-12_jpg.rf.b13230a877cd401703fac6778539ec92.jpg: 640x640 3 Potholes, 15.8ms Speed: 3.3ms preprocess, 15.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-12_jpg.rf.cd06df3433b784a559411eec8ae331ed.jpg: 640x640 (no detections), 17.6ms Speed: 3.4ms preprocess, 17.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-13_jpg.rf.54da78c7e9451344280b144386162121.jpg: 640x640 (no detections), 15.7ms Speed: 3.1ms preprocess, 15.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-13_jpg.rf.6a419ab90bf89cc37ad8bca4dbee3f99.jpg: 640x640 3 Potholes, 13.7ms Speed: 3.5ms preprocess, 13.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-13_jpg.rf.f228a4552d85d72b1c3d9502161ea47f.jpg: 640x640 4 Potholes, 16.1ms Speed: 3.9ms preprocess, 16.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-14_jpg.rf.089dd046be7334f96284e214e5b55802.jpg: 640x640 1 Pothole, 14.9ms Speed: 4.0ms preprocess, 14.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-14_jpg.rf.1f56c9e4c631ad56078e48f312bee8b6.jpg: 640x640 3 Potholes, 14.2ms Speed: 3.1ms preprocess, 14.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-14_jpg.rf.2883086e44d949ccbbfcafbd28eb72c4.jpg: 640x640 (no detections), 13.7ms Speed: 2.8ms preprocess, 13.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-16_jpg.rf.1df49b0812a81ad160d25083fa466d8c.jpg: 640x640 4 Potholes, 13.9ms Speed: 3.3ms preprocess, 13.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-16_jpg.rf.3d0bb1b716d2e188256650d10e3ab4d8.jpg: 640x640 (no detections), 13.5ms Speed: 2.0ms preprocess, 13.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-16_jpg.rf.9492c1f1bbb96d22c175c2b5779fd5d4.jpg: 640x640 4 Potholes, 13.6ms Speed: 2.8ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-1_jpg.rf.d6499af704bfb9b5d863477935566644.jpg: 640x640 4 Potholes, 13.6ms Speed: 2.8ms preprocess, 13.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-2_jpg.rf.642b002ca891df798ffdd43e511b8aa4.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.1ms preprocess, 13.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-2_jpg.rf.cb3428cd363cd19b40096b32978a63e5.jpg: 640x640 4 Potholes, 13.5ms Speed: 3.0ms preprocess, 13.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-2_jpg.rf.fc105ae24250bffe4cfd066918b06dc7.jpg: 640x640 8 Potholes, 13.1ms Speed: 3.2ms preprocess, 13.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-3_jpg.rf.3c51ea50a4dfd8cadc7a0c056d02f259.jpg: 640x640 6 Potholes, 21.0ms Speed: 3.2ms preprocess, 21.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-4_jpg.rf.512b932fc4d8e459c85cddacbac13b18.jpg: 640x640 3 Potholes, 12.9ms Speed: 2.8ms preprocess, 12.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-4_jpg.rf.55687605ab7351f2937edd627ac34d95.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.4ms preprocess, 14.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-4_jpg.rf.fd9557811e4708cf09073c6b9c91ef5e.jpg: 640x640 3 Potholes, 12.9ms Speed: 3.8ms preprocess, 12.9ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-6_jpg.rf.38ef10f5b779fed534c9064c81b9267a.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.2ms preprocess, 16.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-6_jpg.rf.518997ce8e2bb8222949ae1d4f380993.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.5ms preprocess, 13.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-6_jpg.rf.66c3421b67e39928e4f4a6153eeec795.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.7ms preprocess, 16.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-7_jpg.rf.1abde60eb27e835f6fc5fe51a0c7adbe.jpg: 640x640 3 Potholes, 13.1ms Speed: 3.2ms preprocess, 13.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-7_jpg.rf.78e4d76d45700c86b03416470f4620b9.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.4ms preprocess, 16.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-7_jpg.rf.a3cecd741b50dd7f98cdc3f0a211f64b.jpg: 640x640 2 Potholes, 18.3ms Speed: 4.8ms preprocess, 18.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-8_jpg.rf.343db3da9086b2011c74dca5ad1b23c0.jpg: 640x640 (no detections), 18.3ms Speed: 5.0ms preprocess, 18.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-8_jpg.rf.4d7058db353b378dfe85f31d73fa8caf.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.2ms preprocess, 13.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-8_jpg.rf.ef544b147f3e8db512ae333d5f734912.jpg: 640x640 (no detections), 16.6ms Speed: 5.0ms preprocess, 16.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-9_jpg.rf.020b3b200400497b60c0063b0ccfb268.jpg: 640x640 (no detections), 12.9ms Speed: 5.1ms preprocess, 12.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-9_jpg.rf.80b5f090efc4f1b57aa4e27beab480d9.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.2ms preprocess, 16.4ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-9_jpg.rf.e208eb8b22329aed10655a6acb10e7fe.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.1ms preprocess, 15.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-0_jpg.rf.9a03ef78f2d0e5c13fa882d46a38a2f1.jpg: 640x640 12 Potholes, 13.7ms Speed: 8.0ms preprocess, 13.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-0_jpg.rf.c0adda052e59e908dd2ae166c379ef97.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.8ms preprocess, 14.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-0_jpg.rf.d287ec526086d73543bdffcfb74f212c.jpg: 640x640 10 Potholes, 19.4ms Speed: 4.2ms preprocess, 19.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-10_jpg.rf.b5b4ee625fc172d821313c2f1ab320b3.jpg: 640x640 1 Pothole, 18.8ms Speed: 4.7ms preprocess, 18.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-10_jpg.rf.f15ad3a8027a5ba8cb9f9c40a2d702ad.jpg: 640x640 8 Potholes, 13.7ms Speed: 5.3ms preprocess, 13.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-10_jpg.rf.f761616f1b14ad4f4334cf2128414c3b.jpg: 640x640 1 Pothole, 13.0ms Speed: 5.2ms preprocess, 13.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-11_jpg.rf.0452f6b1c0e289f86de3e6439a539e4c.jpg: 640x640 11 Potholes, 17.8ms Speed: 3.7ms preprocess, 17.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-11_jpg.rf.548f9370be5208d4231a82b03830fbd9.jpg: 640x640 11 Potholes, 15.6ms Speed: 3.5ms preprocess, 15.6ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-11_jpg.rf.a23b16782ad9940a8b30d1571aebb152.jpg: 640x640 (no detections), 20.1ms Speed: 4.6ms preprocess, 20.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-12_jpg.rf.2cd3dc783ba9f18d2679eaf3cab0f36a.jpg: 640x640 7 Potholes, 15.7ms Speed: 7.3ms preprocess, 15.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-12_jpg.rf.53b80d2c435e161a3b8bf0159cf61b41.jpg: 640x640 13 Potholes, 17.1ms Speed: 2.8ms preprocess, 17.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-12_jpg.rf.845d4eebc4638a475d31066a4c077b82.jpg: 640x640 11 Potholes, 15.4ms Speed: 3.5ms preprocess, 15.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-13_jpg.rf.11a8d11eade3f75150538d1768c06402.jpg: 640x640 11 Potholes, 18.6ms Speed: 3.7ms preprocess, 18.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-13_jpg.rf.4259309e8ca691ee41bf2206479405a4.jpg: 640x640 2 Potholes, 13.3ms Speed: 4.9ms preprocess, 13.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-13_jpg.rf.9fa7d59b979de35d177f687e73da03e9.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.0ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-14_jpg.rf.2ad81052d2ef2870e86fda52e906c0d2.jpg: 640x640 2 Potholes, 18.6ms Speed: 3.3ms preprocess, 18.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-14_jpg.rf.3085912fb1f7eb1218ae4197a917d9d4.jpg: 640x640 12 Potholes, 16.3ms Speed: 3.1ms preprocess, 16.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-14_jpg.rf.952f5508d33e165a889c96ff21499bc6.jpg: 640x640 2 Potholes, 13.2ms Speed: 3.7ms preprocess, 13.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-15_jpg.rf.9c3ed8dca085fd1af2ab84dfe625ca65.jpg: 640x640 (no detections), 16.4ms Speed: 3.4ms preprocess, 16.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-15_jpg.rf.cb120ffe39a601611ba3305b7f811af8.jpg: 640x640 10 Potholes, 21.9ms Speed: 3.6ms preprocess, 21.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-15_jpg.rf.f01613abbeeae1873d67348079d23ee7.jpg: 640x640 (no detections), 26.6ms Speed: 5.0ms preprocess, 26.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-16_jpg.rf.5afea84504a2b1384beb3e84e887ba35.jpg: 640x640 9 Potholes, 16.6ms Speed: 4.5ms preprocess, 16.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-16_jpg.rf.6acd3b69c4b90012c1c9d2908901f44f.jpg: 640x640 17 Potholes, 22.0ms Speed: 4.4ms preprocess, 22.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-16_jpg.rf.76fec4ea1fa63697033e5b43e925259d.jpg: 640x640 13 Potholes, 16.9ms Speed: 3.6ms preprocess, 16.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-17_jpg.rf.10458502ed82e0908a53f84bbebb3259.jpg: 640x640 10 Potholes, 19.1ms Speed: 3.5ms preprocess, 19.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-17_jpg.rf.2c161d4bccff6cf87f684e3dcf084cfe.jpg: 640x640 1 Pothole, 17.8ms Speed: 7.2ms preprocess, 17.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-17_jpg.rf.45d839fb230dfbccadc04642cc219290.jpg: 640x640 (no detections), 24.6ms Speed: 3.7ms preprocess, 24.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-18_jpg.rf.2c8925f8c8a0905cef8e8f8b46437099.jpg: 640x640 10 Potholes, 31.9ms Speed: 3.9ms preprocess, 31.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-18_jpg.rf.4b9f68a1f37b3ff05b9305dcb24b1085.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.1ms preprocess, 16.8ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-18_jpg.rf.f497f1f2d767661ca4b5056d3f4bebe8.jpg: 640x640 1 Pothole, 19.6ms Speed: 4.5ms preprocess, 19.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-1_jpg.rf.7c3bc0784ff9ea60601b613b9b1fff67.jpg: 640x640 (no detections), 16.1ms Speed: 2.8ms preprocess, 16.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-1_jpg.rf.8ebe64b5491eac1049651e03ddb5898d.jpg: 640x640 10 Potholes, 16.3ms Speed: 3.0ms preprocess, 16.3ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-1_jpg.rf.fde1508ccd2af66be60b25e348721049.jpg: 640x640 1 Pothole, 15.2ms Speed: 5.6ms preprocess, 15.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-20_jpg.rf.300ed5cf51f302e4e96e168290fff12d.jpg: 640x640 12 Potholes, 15.6ms Speed: 3.1ms preprocess, 15.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-20_jpg.rf.68bf7837518c72e04365ab9f6d6a544e.jpg: 640x640 (no detections), 20.8ms Speed: 4.8ms preprocess, 20.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-20_jpg.rf.eda6d360bb964894891ded7a95f9f036.jpg: 640x640 15 Potholes, 15.0ms Speed: 4.8ms preprocess, 15.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-22_jpg.rf.30a49b85bb1ce2dbc7f8b6804710f2bd.jpg: 640x640 13 Potholes, 16.1ms Speed: 7.3ms preprocess, 16.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-22_jpg.rf.c8cf6697b21f69a703b7d91e4d9029fa.jpg: 640x640 16 Potholes, 15.3ms Speed: 3.3ms preprocess, 15.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-22_jpg.rf.edaacebee7bb8a961d21e1a315550555.jpg: 640x640 (no detections), 15.4ms Speed: 2.7ms preprocess, 15.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-23_jpg.rf.3486cd5b47a12168e93408f994cdbaef.jpg: 640x640 16 Potholes, 15.4ms Speed: 3.5ms preprocess, 15.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-23_jpg.rf.aad3bb7ed96318de136838d2d56f32d6.jpg: 640x640 (no detections), 15.5ms Speed: 3.3ms preprocess, 15.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-23_jpg.rf.f50761ee3465a6b7f2cf9057949785d6.jpg: 640x640 13 Potholes, 16.1ms Speed: 3.4ms preprocess, 16.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-24_jpg.rf.2b4bdd136f79e618493bf652b88bf69c.jpg: 640x640 (no detections), 15.3ms Speed: 2.8ms preprocess, 15.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-24_jpg.rf.b94a610ffd5b78b0dd4c7fd989b3e414.jpg: 640x640 17 Potholes, 15.0ms Speed: 2.9ms preprocess, 15.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-24_jpg.rf.d7af9e32e232d476c585a42a4562bfcd.jpg: 640x640 11 Potholes, 15.1ms Speed: 4.3ms preprocess, 15.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-25_jpg.rf.3d22c52f74e7932c497b27409ec50714.jpg: 640x640 17 Potholes, 20.9ms Speed: 3.6ms preprocess, 20.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-25_jpg.rf.b10ad286f364a9a3cad7a0e4b5794ddb.jpg: 640x640 (no detections), 23.8ms Speed: 5.7ms preprocess, 23.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-25_jpg.rf.ece634f45c29863c375a4d64b2287743.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.2ms preprocess, 15.5ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-26_jpg.rf.86cb54cbcb28bd0a473c95615962f541.jpg: 640x640 17 Potholes, 15.3ms Speed: 3.4ms preprocess, 15.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-27_jpg.rf.2cac7c8c049eff5c9d0ddc18ba06e601.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.9ms preprocess, 15.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-27_jpg.rf.334ef6878497cc9f6aa9d7a5984b1b9a.jpg: 640x640 17 Potholes, 17.7ms Speed: 4.8ms preprocess, 17.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-27_jpg.rf.5826d3795776973f7b51fd8583a80709.jpg: 640x640 1 Pothole, 17.3ms Speed: 4.5ms preprocess, 17.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-28_jpg.rf.740236ac72613a5f487b050ea937b0cf.jpg: 640x640 23 Potholes, 15.1ms Speed: 2.8ms preprocess, 15.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-28_jpg.rf.ba6c31d4c89e00521a036462db9d93f8.jpg: 640x640 23 Potholes, 15.2ms Speed: 3.9ms preprocess, 15.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-28_jpg.rf.d2d0539337e1f0f57ec4fffde7245773.jpg: 640x640 19 Potholes, 15.1ms Speed: 3.4ms preprocess, 15.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-29_jpg.rf.4dc27699ed564041fe633876f9496272.jpg: 640x640 19 Potholes, 15.3ms Speed: 4.2ms preprocess, 15.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-2_jpg.rf.2d2ea90d1ef367737ecc2d28d2578bad.jpg: 640x640 10 Potholes, 17.8ms Speed: 5.1ms preprocess, 17.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-2_jpg.rf.4e51fbace622f8327e6a28be0972debd.jpg: 640x640 1 Pothole, 15.7ms Speed: 5.0ms preprocess, 15.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-2_jpg.rf.8813d8649327b8d780693239c7508c91.jpg: 640x640 11 Potholes, 14.9ms Speed: 2.4ms preprocess, 14.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-30_jpg.rf.113cdc29edf96d3bd429bf044e87100f.jpg: 640x640 14 Potholes, 15.2ms Speed: 3.6ms preprocess, 15.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-30_jpg.rf.2b6753605dd01b297d69ae21cac47759.jpg: 640x640 21 Potholes, 15.1ms Speed: 2.4ms preprocess, 15.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-30_jpg.rf.df15feb853e62fd0cdc8c6e0fb78c6ee.jpg: 640x640 15 Potholes, 15.2ms Speed: 2.2ms preprocess, 15.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-31_jpg.rf.10ee58295a784e71815ecac48e649ee6.jpg: 640x640 20 Potholes, 15.1ms Speed: 3.4ms preprocess, 15.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-31_jpg.rf.51d0f0b4ae2c21cf22b17a81d7033114.jpg: 640x640 (no detections), 15.4ms Speed: 3.8ms preprocess, 15.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-31_jpg.rf.595baff95ef619567b6762b3c24c4c44.jpg: 640x640 (no detections), 15.5ms Speed: 5.0ms preprocess, 15.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-32_jpg.rf.0b60f2fc070fdbd05fcaf76df94d9ec6.jpg: 640x640 (no detections), 15.0ms Speed: 2.8ms preprocess, 15.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-32_jpg.rf.0c6436f0433f2e9967dbd11be61fcc97.jpg: 640x640 (no detections), 15.3ms Speed: 4.8ms preprocess, 15.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-32_jpg.rf.da03ae4150e8d83b36967fb6996212dc.jpg: 640x640 20 Potholes, 19.6ms Speed: 3.9ms preprocess, 19.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-33_jpg.rf.f9ce078f5ebe7d58e47f9775b797610e.jpg: 640x640 21 Potholes, 20.2ms Speed: 3.9ms preprocess, 20.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-34_jpg.rf.3ba854c8e56feef3d58fd1a5552992cf.jpg: 640x640 1 Pothole, 17.0ms Speed: 13.1ms preprocess, 17.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-34_jpg.rf.976e5458eebe32c0f50a9c292e5e920a.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.6ms preprocess, 15.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-34_jpg.rf.9fe175546716e53adc91979caca97b09.jpg: 640x640 20 Potholes, 17.4ms Speed: 2.6ms preprocess, 17.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-35_jpg.rf.16addb5c0c68156a09e9aaebd86b4ac1.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.5ms preprocess, 15.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-35_jpg.rf.82126974137ed5b41ff1b30c511febca.jpg: 640x640 2 Potholes, 15.9ms Speed: 5.2ms preprocess, 15.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-35_jpg.rf.b051d114a6653269d5ae2a8d01dfbd3c.jpg: 640x640 20 Potholes, 15.2ms Speed: 4.5ms preprocess, 15.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-36_jpg.rf.2cd38709d9a65341628afc58c6b0d0cc.jpg: 640x640 4 Potholes, 15.1ms Speed: 3.6ms preprocess, 15.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-36_jpg.rf.4f845a57b32d05bdbac0d2dc2e271b45.jpg: 640x640 21 Potholes, 15.0ms Speed: 3.3ms preprocess, 15.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-36_jpg.rf.9fc601d4cf2d31ce0aa9a33b4d906565.jpg: 640x640 17 Potholes, 15.1ms Speed: 3.6ms preprocess, 15.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-37_jpg.rf.a96b9fbef75ab2f893880e07fd695f4d.jpg: 640x640 23 Potholes, 15.3ms Speed: 5.1ms preprocess, 15.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-37_jpg.rf.c372e600ed90625911edfd30638302b8.jpg: 640x640 25 Potholes, 15.1ms Speed: 2.4ms preprocess, 15.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-37_jpg.rf.f699483b7b5f5343b57b9a62f4c86d63.jpg: 640x640 25 Potholes, 15.0ms Speed: 2.6ms preprocess, 15.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-38_jpg.rf.60b88cf78ba2afc6fcfe6e345bcf8115.jpg: 640x640 (no detections), 15.0ms Speed: 2.7ms preprocess, 15.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-38_jpg.rf.630fd490a3e09b0c2da052fd19231eac.jpg: 640x640 2 Potholes, 16.3ms Speed: 3.1ms preprocess, 16.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-38_jpg.rf.6902ad5e2edc029b02d06aacec6e86bf.jpg: 640x640 22 Potholes, 17.1ms Speed: 2.8ms preprocess, 17.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-39_jpg.rf.3dd9ff6c091c25affed1c0dfab868c90.jpg: 640x640 (no detections), 15.0ms Speed: 3.9ms preprocess, 15.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-39_jpg.rf.a963661bba3b41f488d642aeae78ef95.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.7ms preprocess, 16.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-39_jpg.rf.e3be57af1bdd89cd4f9921b8e9b11a2c.jpg: 640x640 24 Potholes, 18.9ms Speed: 4.3ms preprocess, 18.9ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-42_jpg.rf.0f65e9be4c6d9e8cb873205d23cda620.jpg: 640x640 23 Potholes, 21.2ms Speed: 5.5ms preprocess, 21.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-43_jpg.rf.010dfced5a1408eab0f14c18a4e095ec.jpg: 640x640 21 Potholes, 15.4ms Speed: 2.7ms preprocess, 15.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-43_jpg.rf.2ce9c1f345b8bc16660ec788c7eb96ca.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.6ms preprocess, 15.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-43_jpg.rf.f3b24a3b2a73031dca5c16a68295a8e4.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.7ms preprocess, 15.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-44_jpg.rf.01c8a7ef3f478f200b1c5b5e243499e8.jpg: 640x640 21 Potholes, 16.0ms Speed: 5.4ms preprocess, 16.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-44_jpg.rf.8763a92f0ee09005ebc53ed5c15323df.jpg: 640x640 2 Potholes, 18.4ms Speed: 5.2ms preprocess, 18.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-44_jpg.rf.a68be2811d6e41b1933b211f4cbe998f.jpg: 640x640 3 Potholes, 15.1ms Speed: 3.0ms preprocess, 15.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-46_jpg.rf.10118e3763630eb48b89441dacba5cf9.jpg: 640x640 23 Potholes, 15.2ms Speed: 2.5ms preprocess, 15.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-46_jpg.rf.350ea9a36fb890b0c09ed21ac5c4525e.jpg: 640x640 4 Potholes, 20.7ms Speed: 12.8ms preprocess, 20.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-46_jpg.rf.e74e8a2fb2fd2c851e8dcef8807dd6ad.jpg: 640x640 20 Potholes, 18.4ms Speed: 4.5ms preprocess, 18.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-47_jpg.rf.54ece5e52b7c7d1604e9bbe9407a6186.jpg: 640x640 23 Potholes, 17.0ms Speed: 5.2ms preprocess, 17.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-47_jpg.rf.7ed6074cd841d1f4bf8ee6bad3e1d1fe.jpg: 640x640 20 Potholes, 15.0ms Speed: 2.6ms preprocess, 15.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-47_jpg.rf.cb31d471610d3a0708e46e909925d0b0.jpg: 640x640 21 Potholes, 16.9ms Speed: 4.6ms preprocess, 16.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-48_jpg.rf.2c8c7b4e2c745b7edbeafdb4bbcad1e9.jpg: 640x640 2 Potholes, 17.3ms Speed: 4.5ms preprocess, 17.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-48_jpg.rf.4c1e903fa69e251f709e0fb694f0429b.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.8ms preprocess, 15.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-48_jpg.rf.afaffd7166e3efa84fa2ef07fdd8eb79.jpg: 640x640 21 Potholes, 15.1ms Speed: 5.5ms preprocess, 15.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-49_jpg.rf.73cc090a3eab22b4108c6998520e9a58.jpg: 640x640 21 Potholes, 15.4ms Speed: 4.5ms preprocess, 15.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-4_jpg.rf.3642f4f8d427121b68a34f13d5b64b7f.jpg: 640x640 8 Potholes, 15.2ms Speed: 4.6ms preprocess, 15.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-4_jpg.rf.4d52b8b8e44c459a52e3d801e46e9157.jpg: 640x640 1 Pothole, 15.4ms Speed: 5.0ms preprocess, 15.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-4_jpg.rf.816f48752e1c5882a8ae89726a49457f.jpg: 640x640 11 Potholes, 16.4ms Speed: 4.2ms preprocess, 16.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-50_jpg.rf.6095b9ddb71d76370a2edac06d3e12ff.jpg: 640x640 1 Pothole, 15.2ms Speed: 4.1ms preprocess, 15.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-50_jpg.rf.834c51699b76273ff8f4ac711a3e55ee.jpg: 640x640 19 Potholes, 15.2ms Speed: 3.3ms preprocess, 15.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-50_jpg.rf.84a55368ef9460985f4f8aadb134cc82.jpg: 640x640 1 Pothole, 17.6ms Speed: 5.7ms preprocess, 17.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-52_jpg.rf.13607c22acc8dafd472d4e7d9ad35b56.jpg: 640x640 6 Potholes, 16.7ms Speed: 3.2ms preprocess, 16.7ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-52_jpg.rf.1502079fc56c278c83a8b622380a9094.jpg: 640x640 3 Potholes, 16.3ms Speed: 6.5ms preprocess, 16.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-52_jpg.rf.6f838511c0a30b7f1dcb8f9b31c3326d.jpg: 640x640 19 Potholes, 14.9ms Speed: 2.7ms preprocess, 14.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-53_jpg.rf.19106d12125f96dda467c8f6862e6f6e.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.2ms preprocess, 15.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-53_jpg.rf.32d16513778126750a650f6d705a42a8.jpg: 640x640 20 Potholes, 15.3ms Speed: 3.5ms preprocess, 15.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-53_jpg.rf.ab907bb2539c3977c17d7552ec2cf1a6.jpg: 640x640 17 Potholes, 15.1ms Speed: 2.3ms preprocess, 15.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-55_jpg.rf.b015d0ace63bd19a62ee32194855486f.jpg: 640x640 19 Potholes, 15.3ms Speed: 4.7ms preprocess, 15.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-56_jpg.rf.8436fa6b55f1358563cbb2bf13ecfdf1.jpg: 640x640 2 Potholes, 15.2ms Speed: 4.7ms preprocess, 15.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-56_jpg.rf.86bab20a29722ebe1b9022939f28b6e1.jpg: 640x640 19 Potholes, 15.1ms Speed: 4.1ms preprocess, 15.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-56_jpg.rf.fb0942220f9e650d5118282635f840d9.jpg: 640x640 17 Potholes, 15.1ms Speed: 4.4ms preprocess, 15.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-5_jpg.rf.8f324aeb52fb81dd374b98634c4f3c06.jpg: 640x640 9 Potholes, 15.1ms Speed: 4.1ms preprocess, 15.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-5_jpg.rf.aa66144bda19c5bdff77fe7c92b36f4e.jpg: 640x640 (no detections), 15.0ms Speed: 3.4ms preprocess, 15.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-5_jpg.rf.c2bc3bdde198a58df7cbfdffa14cd5ba.jpg: 640x640 7 Potholes, 15.0ms Speed: 2.7ms preprocess, 15.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-7_jpg.rf.b7ad8b4f6c4c8b1200f3d139410acf89.jpg: 640x640 11 Potholes, 15.1ms Speed: 2.1ms preprocess, 15.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-7_jpg.rf.bf7875df5f85bea87bd888bb185433ec.jpg: 640x640 6 Potholes, 15.3ms Speed: 4.7ms preprocess, 15.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-7_jpg.rf.f2a9fc763be45a2091fa0575376ae8bf.jpg: 640x640 (no detections), 15.3ms Speed: 4.4ms preprocess, 15.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-9_jpg.rf.e1fd1a3d597976807266571ba1cb7243.jpg: 640x640 11 Potholes, 18.4ms Speed: 4.7ms preprocess, 18.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-0_jpg.rf.59178c93abedeb74baf3d06452529364.jpg: 640x640 2 Potholes, 18.7ms Speed: 3.5ms preprocess, 18.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-0_jpg.rf.75b5d2b7933350292c91fe00284fd979.jpg: 640x640 3 Potholes, 15.1ms Speed: 4.0ms preprocess, 15.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-0_jpg.rf.e9547d6c7ac95fec7ee0887bce2b6e69.jpg: 640x640 1 Pothole, 18.3ms Speed: 3.8ms preprocess, 18.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-11_jpg.rf.e319d8c6b6de6ab4561af5dc37c534c7.jpg: 640x640 3 Potholes, 15.2ms Speed: 3.2ms preprocess, 15.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-12_jpg.rf.44a8c549661db4f09f7036f6c81ccd8f.jpg: 640x640 2 Potholes, 17.4ms Speed: 4.7ms preprocess, 17.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-12_jpg.rf.998581807bc120343074c6a4cd142cf8.jpg: 640x640 (no detections), 15.1ms Speed: 2.8ms preprocess, 15.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-12_jpg.rf.dd864f85cb41c8e53f18a600d91c7227.jpg: 640x640 2 Potholes, 15.0ms Speed: 3.3ms preprocess, 15.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-1_jpg.rf.0597f8cfa1006f7f496d9ab5bd6ca28f.jpg: 640x640 3 Potholes, 15.0ms Speed: 2.2ms preprocess, 15.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-1_jpg.rf.53ce9709c241534cc9110b0f91d62a58.jpg: 640x640 1 Pothole, 23.2ms Speed: 3.1ms preprocess, 23.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-1_jpg.rf.5f4d0de2f670700b7e6a9c3512ef534c.jpg: 640x640 1 Pothole, 15.5ms Speed: 5.1ms preprocess, 15.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-2_jpg.rf.1441d8cb90e854be5748b3b960e09bfe.jpg: 640x640 1 Pothole, 20.4ms Speed: 4.4ms preprocess, 20.4ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-2_jpg.rf.3b910db5e06919d5e6cc77ba05077feb.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.3ms preprocess, 15.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-2_jpg.rf.94a929ec56e3b45849529fabd8b03425.jpg: 640x640 1 Pothole, 17.3ms Speed: 4.0ms preprocess, 17.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-3_jpg.rf.0d49e28eb1f6869dd1697844d9cc6dbc.jpg: 640x640 2 Potholes, 15.1ms Speed: 3.5ms preprocess, 15.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-3_jpg.rf.209f9442bf52ae8a164e0edd1882543d.jpg: 640x640 1 Pothole, 20.1ms Speed: 5.0ms preprocess, 20.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-3_jpg.rf.56c2912d444d8e8691e47c2dfda88ba8.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.9ms preprocess, 15.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-4_jpg.rf.5ef048fcccfde3ec2155dc0b9c8fbc4e.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.1ms preprocess, 15.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-4_jpg.rf.68ea680b8628b1b54c91159d0042a2d6.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.3ms preprocess, 15.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-4_jpg.rf.e23cf0915a70af81de0ebb7ddd8433cb.jpg: 640x640 (no detections), 15.1ms Speed: 2.1ms preprocess, 15.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-5_jpg.rf.0d379c13511fb3a11a447295d9c27063.jpg: 640x640 2 Potholes, 15.3ms Speed: 2.6ms preprocess, 15.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-5_jpg.rf.3e819d90d6c57d9e6c7879e4aa295299.jpg: 640x640 2 Potholes, 15.0ms Speed: 3.7ms preprocess, 15.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-5_jpg.rf.b3de1604e9a7ceeb94dc3ad9c7a1c0c1.jpg: 640x640 2 Potholes, 15.1ms Speed: 5.9ms preprocess, 15.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-6_jpg.rf.0682b2839d35ad65292cfd3ca99240d6.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.5ms preprocess, 14.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-6_jpg.rf.2b15db1c4cded08f711d45be0af043b0.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.4ms preprocess, 15.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-6_jpg.rf.d579a6531de0fcff28666e9f1c149775.jpg: 640x640 1 Pothole, 14.7ms Speed: 4.9ms preprocess, 14.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-7_jpg.rf.701810910174da1c2873fde98dee67fd.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.5ms preprocess, 14.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-7_jpg.rf.beb63276fe95d3bf1cf9d5dfaafc90ce.jpg: 640x640 1 Pothole, 14.3ms Speed: 4.4ms preprocess, 14.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-7_jpg.rf.e60b42b701c2145c93c70e1f3e62fb5a.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.7ms preprocess, 14.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-8_jpg.rf.8ce9fe938e62b5c5748463b146f9f011.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.5ms preprocess, 13.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-8_jpg.rf.c1225cdef292b29bae33c8dd542083ce.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.2ms preprocess, 13.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-8_jpg.rf.e71de0fe49bf426933aedbdce274965a.jpg: 640x640 2 Potholes, 15.0ms Speed: 4.9ms preprocess, 15.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-0_jpg.rf.66108b013c340f6c0038a0c94da2180c.jpg: 640x640 (no detections), 13.7ms Speed: 4.6ms preprocess, 13.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-0_jpg.rf.b1dfbd7d4d15d4661e5718de60a85806.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.9ms preprocess, 16.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-0_jpg.rf.edf0dc3f9dd6f02088bc28e5da438c52.jpg: 640x640 4 Potholes, 13.4ms Speed: 3.6ms preprocess, 13.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-1_jpg.rf.4589afa9bc232fe4f9472d34627c76d7.jpg: 640x640 1 Pothole, 18.9ms Speed: 6.3ms preprocess, 18.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-1_jpg.rf.4ca2ba17ba3f1864aa4cf66eb2bb6be1.jpg: 640x640 5 Potholes, 13.8ms Speed: 4.7ms preprocess, 13.8ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-1_jpg.rf.aff4d897cd278a2108b0c36b1941786e.jpg: 640x640 4 Potholes, 16.4ms Speed: 3.1ms preprocess, 16.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-2_jpg.rf.77ea4b1a0ecf0c553e8231b68af7d85e.jpg: 640x640 7 Potholes, 13.9ms Speed: 7.0ms preprocess, 13.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-3_jpg.rf.c7928368f6075e87c9d74ed25d24a6da.jpg: 640x640 1 Pothole, 18.3ms Speed: 2.9ms preprocess, 18.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-3_jpg.rf.c9b95281a22f9a6018f4d7b3b97e85fc.jpg: 640x640 8 Potholes, 13.6ms Speed: 3.1ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-3_jpg.rf.d1a93c77c7d910315c1a20d1b8613321.jpg: 640x640 7 Potholes, 18.8ms Speed: 3.0ms preprocess, 18.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-5_jpg.rf.42a037dfe58a5d72b8f9d22c4ddabf36.jpg: 640x640 8 Potholes, 17.3ms Speed: 4.3ms preprocess, 17.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-5_jpg.rf.66ef5ee8341fd87a7b1e6ed5dd641c11.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.2ms preprocess, 16.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-5_jpg.rf.750a927f3f6807e9b94cc8a928789674.jpg: 640x640 2 Potholes, 20.8ms Speed: 5.2ms preprocess, 20.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-7_jpg.rf.2096a744f27923d7e690b8a136598bd7.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.6ms preprocess, 14.6ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-7_jpg.rf.4f074b4336c7c9b37818c15f37e22bde.jpg: 640x640 6 Potholes, 17.7ms Speed: 4.0ms preprocess, 17.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-7_jpg.rf.c4e38d12df0f11e804943890a46ed25c.jpg: 640x640 7 Potholes, 15.6ms Speed: 3.7ms preprocess, 15.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-8_jpg.rf.020a7399d6e9fcfc06a8991a7f005ec5.jpg: 640x640 (no detections), 13.5ms Speed: 3.3ms preprocess, 13.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-8_jpg.rf.310bc2550d23fb6ad8ee5dc4b490ebcf.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.5ms preprocess, 13.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-8_jpg.rf.6737e417a83bd47345763931ea001c3e.jpg: 640x640 3 Potholes, 16.3ms Speed: 3.2ms preprocess, 16.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-9_jpg.rf.16ef2fcc64b0c8a7c89a16be6a60a431.jpg: 640x640 1 Pothole, 13.9ms Speed: 3.3ms preprocess, 13.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-9_jpg.rf.a23551c62c4aa574d83f9be39141a32c.jpg: 640x640 1 Pothole, 17.4ms Speed: 3.3ms preprocess, 17.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-9_jpg.rf.bf28f34315b898d51e85bde1096c9ac3.jpg: 640x640 4 Potholes, 18.5ms Speed: 3.8ms preprocess, 18.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-0_jpg.rf.b02aed0d33a5f30eae5a9533d712e30a.jpg: 640x640 (no detections), 18.3ms Speed: 7.7ms preprocess, 18.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-10_jpg.rf.3f21ac920054b57457821478109b3dcb.jpg: 640x640 2 Potholes, 17.6ms Speed: 7.0ms preprocess, 17.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-10_jpg.rf.4eab9cc602aeaa6284720568673d2194.jpg: 640x640 2 Potholes, 19.9ms Speed: 3.3ms preprocess, 19.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-10_jpg.rf.a972040c4c33f18192e8d8280ae36438.jpg: 640x640 4 Potholes, 13.5ms Speed: 6.8ms preprocess, 13.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-11_jpg.rf.a99e48c44589b9038f8d994e4f804896.jpg: 640x640 2 Potholes, 21.1ms Speed: 3.1ms preprocess, 21.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-12_jpg.rf.64c6660aaa23b0c1ee6c554f2e5d7960.jpg: 640x640 (no detections), 14.8ms Speed: 3.8ms preprocess, 14.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-12_jpg.rf.a8c93fd7d2997a5f1023ddadcb4c4917.jpg: 640x640 (no detections), 13.4ms Speed: 3.1ms preprocess, 13.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-12_jpg.rf.ddd02c62dd4697ff09783e03706429b9.jpg: 640x640 (no detections), 13.9ms Speed: 3.1ms preprocess, 13.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-13_jpg.rf.87ed3f5fcae1516a58c0ef78aa69d10b.jpg: 640x640 (no detections), 15.6ms Speed: 3.0ms preprocess, 15.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-13_jpg.rf.cdb881c9656e0914541115908bf4ede8.jpg: 640x640 (no detections), 15.3ms Speed: 7.8ms preprocess, 15.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-13_jpg.rf.e383684999eeee8b6f6594ea159d7446.jpg: 640x640 (no detections), 16.9ms Speed: 3.6ms preprocess, 16.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-14_jpg.rf.e6d6868d07f1b9f1b3bdfc4906cda12b.jpg: 640x640 (no detections), 14.5ms Speed: 4.1ms preprocess, 14.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-15_jpg.rf.78e0a89869f39e94fbd4015ae2862d7c.jpg: 640x640 (no detections), 17.5ms Speed: 8.2ms preprocess, 17.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-15_jpg.rf.e41533a313671f75d7b7bea9e524ec6a.jpg: 640x640 (no detections), 14.4ms Speed: 3.9ms preprocess, 14.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-15_jpg.rf.fe6a1d7711e60d64d9f1ce4bc6db1927.jpg: 640x640 (no detections), 21.5ms Speed: 3.9ms preprocess, 21.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-16_jpg.rf.42ef9eeaad9c4bb793743bae9b70e93b.jpg: 640x640 1 Pothole, 19.3ms Speed: 5.2ms preprocess, 19.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-16_jpg.rf.5739e96486df7ff28bad7ac277e9336e.jpg: 640x640 (no detections), 15.9ms Speed: 3.2ms preprocess, 15.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-16_jpg.rf.5d0d2199a3a4943403abc22b2ba0096f.jpg: 640x640 (no detections), 16.2ms Speed: 2.9ms preprocess, 16.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-17_jpg.rf.66ae24b272016cb7b94bb10f9e257a8a.jpg: 640x640 (no detections), 15.8ms Speed: 2.5ms preprocess, 15.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-17_jpg.rf.7b944c116c26e387a65b6e69df3988db.jpg: 640x640 (no detections), 14.7ms Speed: 3.2ms preprocess, 14.7ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-17_jpg.rf.b1be85963bdabbc33b4a3adcf5264ea5.jpg: 640x640 (no detections), 14.3ms Speed: 2.2ms preprocess, 14.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-18_jpg.rf.560eebaaefffbb511f0e32e4073c446e.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.9ms preprocess, 15.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-18_jpg.rf.5acae74c1bf892e3f5651cc643bc74a2.jpg: 640x640 (no detections), 20.8ms Speed: 4.0ms preprocess, 20.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-18_jpg.rf.f3c5a7f55aff3e2fceb7ad1486f734a5.jpg: 640x640 (no detections), 14.3ms Speed: 3.7ms preprocess, 14.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-19_jpg.rf.72898f7acb40c0ef5429456a2a2027f8.jpg: 640x640 1 Pothole, 18.5ms Speed: 3.6ms preprocess, 18.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-1_jpg.rf.074c35485a6f8454fc051f9dbbc710df.jpg: 640x640 (no detections), 14.6ms Speed: 3.4ms preprocess, 14.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-1_jpg.rf.36696c960eff0c4f7ef03d4021cf8d6b.jpg: 640x640 (no detections), 19.7ms Speed: 3.6ms preprocess, 19.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-1_jpg.rf.661d46a2a0873aab4d3a70879531c659.jpg: 640x640 (no detections), 14.6ms Speed: 3.9ms preprocess, 14.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-20_jpg.rf.e8cbb07ecf1477621d3864e83925df47.jpg: 640x640 (no detections), 16.1ms Speed: 3.3ms preprocess, 16.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-22_jpg.rf.361764b9627d24c379bc8ed1dc01a045.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.0ms preprocess, 15.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-22_jpg.rf.cb337cbdd2809c5657eada4bb8adc42f.jpg: 640x640 2 Potholes, 16.5ms Speed: 3.3ms preprocess, 16.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-22_jpg.rf.e47058a6bf7d7f7ad1a11434a46a8489.jpg: 640x640 (no detections), 16.7ms Speed: 3.9ms preprocess, 16.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-23_jpg.rf.2f8303f0d7afbd701df8e70e46d5b80e.jpg: 640x640 (no detections), 19.2ms Speed: 3.9ms preprocess, 19.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-23_jpg.rf.43b3b5818efb3ddd2c637c69c0960956.jpg: 640x640 (no detections), 21.5ms Speed: 3.5ms preprocess, 21.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-23_jpg.rf.5ee0de086e330e88e4767370f675c4d4.jpg: 640x640 1 Pothole, 20.5ms Speed: 4.5ms preprocess, 20.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-24_jpg.rf.4125e205da3a010953f47017a4124015.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.2ms preprocess, 17.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-24_jpg.rf.aafb6a79d9c67a5002dbb88406fec775.jpg: 640x640 (no detections), 17.7ms Speed: 7.3ms preprocess, 17.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-24_jpg.rf.cfcaea2ae9b736527193ec1130aacd67.jpg: 640x640 (no detections), 17.5ms Speed: 5.2ms preprocess, 17.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-25_jpg.rf.0bce49e3d8f9ccde09131be82eb948e7.jpg: 640x640 (no detections), 15.0ms Speed: 7.0ms preprocess, 15.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-25_jpg.rf.d509bfbc1fec639cf6979ccccf43dacd.jpg: 640x640 1 Pothole, 14.7ms Speed: 3.3ms preprocess, 14.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-25_jpg.rf.f700dc57671a43fbfdca6526c26716ca.jpg: 640x640 1 Pothole, 14.8ms Speed: 3.3ms preprocess, 14.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-26_jpg.rf.1c18f975815c5cceeb22f056a04df0b4.jpg: 640x640 (no detections), 14.7ms Speed: 4.3ms preprocess, 14.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-26_jpg.rf.5ab97e493d84e84469dad0b1e1d6ddbc.jpg: 640x640 (no detections), 14.7ms Speed: 3.8ms preprocess, 14.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-26_jpg.rf.68d7885f2ef9200bc22adae9c7f5ed7b.jpg: 640x640 1 Pothole, 19.8ms Speed: 3.4ms preprocess, 19.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-27_jpg.rf.5d36595f33eb9f263759e1fc13103f25.jpg: 640x640 (no detections), 17.3ms Speed: 3.0ms preprocess, 17.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-27_jpg.rf.97f5c835a37006ca812c7c32348ed4c8.jpg: 640x640 (no detections), 19.7ms Speed: 3.5ms preprocess, 19.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-27_jpg.rf.c868a443d1e691202756877f9dc189ce.jpg: 640x640 2 Potholes, 17.4ms Speed: 3.6ms preprocess, 17.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-28_jpg.rf.0a170dcbe91c8d9c705df86ed2b11ef5.jpg: 640x640 (no detections), 15.7ms Speed: 3.3ms preprocess, 15.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-28_jpg.rf.68267745b53cab94ffc2ec4d63f64232.jpg: 640x640 (no detections), 26.7ms Speed: 6.0ms preprocess, 26.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-28_jpg.rf.fedc2a656896bbb98f4901c421a942eb.jpg: 640x640 1 Pothole, 15.0ms Speed: 5.0ms preprocess, 15.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-29_jpg.rf.3f00cf18554670b06d46f825210a6199.jpg: 640x640 2 Potholes, 17.9ms Speed: 3.2ms preprocess, 17.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-29_jpg.rf.9db69550454e11a421f07cc6055e2a62.jpg: 640x640 4 Potholes, 21.6ms Speed: 4.3ms preprocess, 21.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-29_jpg.rf.fb3d17bef72c95186e01f59e2de883d4.jpg: 640x640 3 Potholes, 14.7ms Speed: 2.7ms preprocess, 14.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-31_jpg.rf.183754ad5f281cc9944e34eb35e56c3b.jpg: 640x640 (no detections), 14.8ms Speed: 4.3ms preprocess, 14.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-31_jpg.rf.3be8a092a7fd4e345f292bb4d11e1a1c.jpg: 640x640 1 Pothole, 17.2ms Speed: 6.3ms preprocess, 17.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-31_jpg.rf.628ac460fd82d4ea88e1b2d8383fc3aa.jpg: 640x640 2 Potholes, 18.3ms Speed: 8.0ms preprocess, 18.3ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-32_jpg.rf.1f121c500e7f80fd150265828e8ebf7e.jpg: 640x640 3 Potholes, 15.7ms Speed: 4.8ms preprocess, 15.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-32_jpg.rf.95da2a87b97471adafa2767aae1162dc.jpg: 640x640 2 Potholes, 18.6ms Speed: 5.2ms preprocess, 18.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-32_jpg.rf.b783929a7abad02a1212c679cd4057c6.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.5ms preprocess, 16.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-35_jpg.rf.0f5c4cc0b9c2d227ef70ffc3c220ebed.jpg: 640x640 (no detections), 21.7ms Speed: 3.1ms preprocess, 21.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-35_jpg.rf.50ebf0d3b644cc25a061ef4057dc808c.jpg: 640x640 (no detections), 15.0ms Speed: 3.4ms preprocess, 15.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-35_jpg.rf.c54495fed33274380b21119722834a6c.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.9ms preprocess, 16.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-37_jpg.rf.33721e4d8ad6dd414a988a2fb7db2e92.jpg: 640x640 1 Pothole, 18.9ms Speed: 3.3ms preprocess, 18.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-37_jpg.rf.a685af44a2b6c06e49f511a44945b632.jpg: 640x640 2 Potholes, 17.2ms Speed: 3.4ms preprocess, 17.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-37_jpg.rf.f863498c3e1e6a0e279caee4b11b2b1c.jpg: 640x640 (no detections), 18.9ms Speed: 3.5ms preprocess, 18.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-38_jpg.rf.1987793589396676cd541e417b78a6d1.jpg: 640x640 (no detections), 19.4ms Speed: 3.5ms preprocess, 19.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-38_jpg.rf.308530d240bab6136ccd83a6367eebb1.jpg: 640x640 1 Pothole, 14.2ms Speed: 3.3ms preprocess, 14.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-38_jpg.rf.3cd1f5000fb08b039c0d0f45f35cc072.jpg: 640x640 (no detections), 16.0ms Speed: 3.5ms preprocess, 16.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-39_jpg.rf.90f706e8daa71a14cd01003cbdd345cf.jpg: 640x640 (no detections), 23.1ms Speed: 3.4ms preprocess, 23.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-39_jpg.rf.9bc9409ee673752c3d4ddd8a18027b6a.jpg: 640x640 (no detections), 22.4ms Speed: 4.3ms preprocess, 22.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-39_jpg.rf.c8e8d51f70030ef21f72c7ef01f37ef9.jpg: 640x640 (no detections), 14.5ms Speed: 3.5ms preprocess, 14.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-3_jpg.rf.18626069e2e68ba885de88e60cc78e8a.jpg: 640x640 1 Pothole, 16.9ms Speed: 2.4ms preprocess, 16.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-3_jpg.rf.be53b076eac460b78b1b5be811ae1911.jpg: 640x640 4 Potholes, 15.0ms Speed: 3.3ms preprocess, 15.0ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-3_jpg.rf.c33b357b805696e8ccfa152b03e83bcb.jpg: 640x640 4 Potholes, 14.4ms Speed: 4.1ms preprocess, 14.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-41_jpg.rf.160ca5899263b1eb9d86825709185798.jpg: 640x640 (no detections), 19.2ms Speed: 4.7ms preprocess, 19.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-41_jpg.rf.e5f52946033f334f06a20d6ca6a87be5.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.6ms preprocess, 15.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-41_jpg.rf.e611fc2fb24ed23ce42c297933d3fc19.jpg: 640x640 (no detections), 20.2ms Speed: 2.9ms preprocess, 20.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-42_jpg.rf.34fe9afeb19d28d7de01398934830842.jpg: 640x640 (no detections), 14.3ms Speed: 3.5ms preprocess, 14.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-42_jpg.rf.54eb42209d8eee090a70ab6b36fe3a35.jpg: 640x640 (no detections), 14.2ms Speed: 3.1ms preprocess, 14.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-42_jpg.rf.85a9bcc805cc8e5f030eeb6cc090d25a.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.4ms preprocess, 15.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-43_jpg.rf.183af34cc3c44eb8c49dc74db7aaf55a.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.3ms preprocess, 15.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-43_jpg.rf.835f999b368b34e825fd0c2a2c7f736e.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.7ms preprocess, 14.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-43_jpg.rf.eca5e932e870d2449da77de6933a50c5.jpg: 640x640 (no detections), 14.4ms Speed: 6.2ms preprocess, 14.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-45_jpg.rf.434c952b51183f6ce15e362a69d1522e.jpg: 640x640 (no detections), 15.5ms Speed: 5.0ms preprocess, 15.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-45_jpg.rf.d53f68190b5d6fb6ea1dc6968f4bd2a6.jpg: 640x640 (no detections), 18.0ms Speed: 3.0ms preprocess, 18.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-45_jpg.rf.eb86f05e24a3fe37e1dae5e111e262bf.jpg: 640x640 (no detections), 19.8ms Speed: 3.3ms preprocess, 19.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-46_jpg.rf.12b89d09cedb6329169d198acd993f3b.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.3ms preprocess, 15.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-46_jpg.rf.4afcf42807a3f23d64dd575513ab0d74.jpg: 640x640 1 Pothole, 22.4ms Speed: 3.8ms preprocess, 22.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-46_jpg.rf.c3d4cd24e4fc3be7b6ec45598f36ea52.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.3ms preprocess, 14.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-48_jpg.rf.8ff6035a06f9750db58ef8818229c4d9.jpg: 640x640 (no detections), 22.4ms Speed: 4.8ms preprocess, 22.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-48_jpg.rf.c8d598254fc514a196c83e678d2a61ab.jpg: 640x640 1 Pothole, 17.6ms Speed: 3.5ms preprocess, 17.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-48_jpg.rf.de7cc743d32ee51a0330b4374527d905.jpg: 640x640 1 Pothole, 17.0ms Speed: 3.2ms preprocess, 17.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-49_jpg.rf.3f889b166482f39025e36db38f6184c2.jpg: 640x640 1 Pothole, 19.4ms Speed: 2.9ms preprocess, 19.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-4_jpg.rf.2e363c70334877c40034dd0cfde4f68f.jpg: 640x640 3 Potholes, 14.6ms Speed: 3.6ms preprocess, 14.6ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-4_jpg.rf.30bfd5aa651781d43f4701193923c31d.jpg: 640x640 5 Potholes, 14.4ms Speed: 3.6ms preprocess, 14.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-4_jpg.rf.efc444010e2fa5ab20705c351ba565c9.jpg: 640x640 2 Potholes, 20.7ms Speed: 3.9ms preprocess, 20.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-50_jpg.rf.4a34746ad7482f6ae0e82318aac5779f.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.1ms preprocess, 16.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-50_jpg.rf.771d294e00f9b2bf72eb2655c0ebc7ca.jpg: 640x640 (no detections), 17.0ms Speed: 3.3ms preprocess, 17.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-50_jpg.rf.b1bff3321641f738bc7b5fae661ff7fb.jpg: 640x640 (no detections), 21.9ms Speed: 3.4ms preprocess, 21.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-51_jpg.rf.407caff1e859e9abf4ba24178f5a4de9.jpg: 640x640 (no detections), 17.5ms Speed: 6.0ms preprocess, 17.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-51_jpg.rf.6ae3ab0f2b39559d62c834b41cf64c42.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.8ms preprocess, 15.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-51_jpg.rf.7cfb049a68d972d21ff3007bf872d6b7.jpg: 640x640 1 Pothole, 15.5ms Speed: 6.9ms preprocess, 15.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-52_jpg.rf.381c71b0abe4ed1712c85d7131d74478.jpg: 640x640 4 Potholes, 14.6ms Speed: 3.7ms preprocess, 14.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-52_jpg.rf.d84a9d1b298796834462c20d5957cab9.jpg: 640x640 2 Potholes, 14.6ms Speed: 5.5ms preprocess, 14.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-52_jpg.rf.fca0e801dbc8e9570ee15cbd52825612.jpg: 640x640 2 Potholes, 17.3ms Speed: 3.1ms preprocess, 17.3ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-53_jpg.rf.3353de119c3b89d876e9495aac617b88.jpg: 640x640 1 Pothole, 17.9ms Speed: 3.2ms preprocess, 17.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-53_jpg.rf.8ac12f9ba07c51609e2c449c696dd6ed.jpg: 640x640 1 Pothole, 16.1ms Speed: 5.7ms preprocess, 16.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-53_jpg.rf.fc75c6ef14fddc614dd56cfdaeabd5e7.jpg: 640x640 2 Potholes, 18.0ms Speed: 5.6ms preprocess, 18.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-54_jpg.rf.6185600c56e5157847ac9337791ca700.jpg: 640x640 (no detections), 25.9ms Speed: 3.2ms preprocess, 25.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-55_jpg.rf.149108d9625b74f9677767e3be6dbc0d.jpg: 640x640 (no detections), 16.0ms Speed: 3.1ms preprocess, 16.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-55_jpg.rf.7bd2916c55144726dd40dc186c22ee83.jpg: 640x640 (no detections), 14.7ms Speed: 3.1ms preprocess, 14.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-55_jpg.rf.d24830bab6360a02b28990558c7193d2.jpg: 640x640 (no detections), 20.6ms Speed: 3.3ms preprocess, 20.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-56_jpg.rf.1823b67949a7257e0a2a3532104f2baf.jpg: 640x640 (no detections), 21.9ms Speed: 3.2ms preprocess, 21.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-56_jpg.rf.8e55ecdfa387afeb8133df4275bb530f.jpg: 640x640 (no detections), 22.7ms Speed: 3.9ms preprocess, 22.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-56_jpg.rf.f52fd1538339397982ced3597cbbaabd.jpg: 640x640 (no detections), 14.9ms Speed: 3.6ms preprocess, 14.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-57_jpg.rf.994ce2f3669e1fb7d0ee6b149e9dbd04.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.0ms preprocess, 15.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-57_jpg.rf.e8a84a54a0987128da2bde878e0ca653.jpg: 640x640 2 Potholes, 20.0ms Speed: 3.9ms preprocess, 20.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-57_jpg.rf.f6996109200c798e86f0b0dd49ab50cc.jpg: 640x640 2 Potholes, 20.3ms Speed: 4.5ms preprocess, 20.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-58_jpg.rf.5cc61924f465ce9cbb4e0d91221f9694.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.9ms preprocess, 16.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-58_jpg.rf.8fa7df009e9a4357a3ffaf72cc3aaca4.jpg: 640x640 1 Pothole, 14.8ms Speed: 5.2ms preprocess, 14.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-58_jpg.rf.b23ac5be2eab33e73a4fc05ad9494bb1.jpg: 640x640 3 Potholes, 22.2ms Speed: 3.4ms preprocess, 22.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-59_jpg.rf.936041dac06314fee09dd57fedf72fd6.jpg: 640x640 (no detections), 15.1ms Speed: 4.2ms preprocess, 15.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-59_jpg.rf.9516451896c58fbba384927474dd42e6.jpg: 640x640 (no detections), 21.6ms Speed: 3.2ms preprocess, 21.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-59_jpg.rf.a167084374cc6df22c6ce5e1e970ea19.jpg: 640x640 (no detections), 18.7ms Speed: 3.3ms preprocess, 18.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-5_jpg.rf.3fc5fc93a15547228b862531069096e3.jpg: 640x640 2 Potholes, 17.6ms Speed: 4.5ms preprocess, 17.6ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-5_jpg.rf.820400b2fe16c9bbf1d48e326f202523.jpg: 640x640 1 Pothole, 19.7ms Speed: 3.5ms preprocess, 19.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-5_jpg.rf.9d22e39ef44341955e65da06d5af8f5b.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.9ms preprocess, 15.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-60_jpg.rf.3adf1742b8b4e5edde605f4d5b091c36.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.3ms preprocess, 15.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-60_jpg.rf.a0c9d5f85888b5296a15fac0be92d26f.jpg: 640x640 2 Potholes, 21.1ms Speed: 3.3ms preprocess, 21.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-60_jpg.rf.fd7ea59c2daa438b91b133e84dd93ae9.jpg: 640x640 2 Potholes, 16.2ms Speed: 5.8ms preprocess, 16.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-64_jpg.rf.cabde6f9870e00ceb2f9704aeb5933d2.jpg: 640x640 (no detections), 15.2ms Speed: 5.7ms preprocess, 15.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-65_jpg.rf.963e86f82ac0245edf7a37db5d283b02.jpg: 640x640 (no detections), 21.7ms Speed: 3.1ms preprocess, 21.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-67_jpg.rf.473b40c9aa32d96de32ed98fa93dfd0c.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.4ms preprocess, 15.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-68_jpg.rf.3b62a2cd77e959457fcca226476ce815.jpg: 640x640 (no detections), 15.5ms Speed: 2.9ms preprocess, 15.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-68_jpg.rf.a92c602ae40a1c899b72376f4dad04ca.jpg: 640x640 (no detections), 16.8ms Speed: 4.2ms preprocess, 16.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-68_jpg.rf.dcf5a8532e6afdbf9a3f5f96cb20239a.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.5ms preprocess, 15.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-6_jpg.rf.991116d1a5a266e3d5fb604a969b2e44.jpg: 640x640 1 Pothole, 22.1ms Speed: 3.4ms preprocess, 22.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-6_jpg.rf.b009a77f0cf0e628f13959c5e1e95bcd.jpg: 640x640 1 Pothole, 17.9ms Speed: 3.4ms preprocess, 17.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-6_jpg.rf.ed309d3f92763009371a92dd0b552661.jpg: 640x640 1 Pothole, 17.5ms Speed: 2.9ms preprocess, 17.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-7_jpg.rf.5b235b52fae98504f47a3dcf26a63c62.jpg: 640x640 2 Potholes, 16.8ms Speed: 3.8ms preprocess, 16.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-7_jpg.rf.8273d73c08c7213b50dcdee637745cf9.jpg: 640x640 2 Potholes, 21.9ms Speed: 3.6ms preprocess, 21.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-7_jpg.rf.845031ab71ec720f64af4019f12ef07d.jpg: 640x640 2 Potholes, 14.2ms Speed: 4.2ms preprocess, 14.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-8_jpg.rf.0f9ce4040ba59a73bf0a7b2cb78ea8f5.jpg: 640x640 1 Pothole, 21.0ms Speed: 3.9ms preprocess, 21.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-8_jpg.rf.d7d4ae35e1f97fc76a958374e90380ab.jpg: 640x640 (no detections), 18.0ms Speed: 4.0ms preprocess, 18.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-8_jpg.rf.dc4783cfbaf00b2c562b6523f3a07fb7.jpg: 640x640 1 Pothole, 18.1ms Speed: 6.8ms preprocess, 18.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-9_jpg.rf.11b436d5c4debf7289aa876962265837.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.9ms preprocess, 14.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-9_jpg.rf.464510775f7db46fa30980a2b13b1442.jpg: 640x640 (no detections), 14.3ms Speed: 3.3ms preprocess, 14.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-9_jpg.rf.819a48b00a900f89ea4751ddb779e227.jpg: 640x640 (no detections), 14.1ms Speed: 2.2ms preprocess, 14.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8
InΒ [15]:
import os
Test_Pothole_2_3 = r"D:\ASTC project\Pothole-2-3\test\images"
for files in os.listdir(Test_Pothole_2_3):
image_path = os.path.join(Test_Pothole_2_3,files)
result = inference_Combined_small_model.predict(image_path ,conf = 0.25 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000060_jpg.rf.9073677e623a79d6385864c446c25bc8.jpg: 640x640 (no detections), 173.0ms Speed: 6.2ms preprocess, 173.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000060_jpg.rf.9bf0ebfc25a419901a6943b4fcfb1744.jpg: 640x640 (no detections), 11.3ms Speed: 2.0ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000060_jpg.rf.d09b8562c47011c0f66a6a988d60a725.jpg: 640x640 (no detections), 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000060_jpg.rf.f6b06dae5dbf0602d611b8eac9fe9770.jpg: 640x640 (no detections), 11.1ms Speed: 1.8ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000134_jpg.rf.035813fc20d0ceb62259d80cb3bb878b.jpg: 640x640 (no detections), 10.6ms Speed: 1.8ms preprocess, 10.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000285_jpg.rf.a41a2cc97ea7466a94895e92ba315d9b.jpg: 640x640 4 Potholes, 11.3ms Speed: 1.8ms preprocess, 11.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000285_jpg.rf.a5bb08d36a2b3d8127f6864108c4b299.jpg: 640x640 3 Potholes, 11.6ms Speed: 1.7ms preprocess, 11.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000386_jpg.rf.6e2a3fef29f24f5207e0e846201e2a94.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000386_jpg.rf.ca4ff20e4d148b57af5cde5d1717ed50.jpg: 640x640 (no detections), 11.2ms Speed: 1.8ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000386_jpg.rf.fe436d4a97c8dfaaa84042560653ee50.jpg: 640x640 (no detections), 10.8ms Speed: 1.9ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000421_r_jpg.rf.493a2f7fc9ea750c6c93dc22c2404b25.jpg: 640x640 (no detections), 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000421_r_jpg.rf.55e89144be4de0ef04285047c950d6c9.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000421_r_jpg.rf.dcfb8b3a5da093a7b57b122d0503528f.jpg: 640x640 (no detections), 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000540_jpg.rf.66ed22baed72dc4dead307745bc8d036.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000713_jpg.rf.d97faab6f7f30d9e8ae81e0f2ff4a5e0.jpg: 640x640 (no detections), 10.7ms Speed: 1.7ms preprocess, 10.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000722_jpg.rf.41bef6d89f722b8e66e21d4353548619.jpg: 640x640 (no detections), 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000078_r_jpg.rf.104093a97c5a3b6b19bc24d5dd7dcc8e.jpg: 640x640 1 Pothole, 11.0ms Speed: 1.8ms preprocess, 11.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000836_jpg.rf.ad33cba0e49eaa14b2aa5590f1aaf87f.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000906_jpg.rf.a9a0d2edb610411f717c7657891b3fdc.jpg: 640x640 (no detections), 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000960_jpg.rf.056235d3796b130506e1726ada2d5ebb.jpg: 640x640 (no detections), 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000960_jpg.rf.d0b9a23181aa3b526f49ef755005c262.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000982_jpg.rf.3935ec8a160458e2343858fa1fd0beee.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000982_jpg.rf.73c9bf822a6fa9c759c68abf2f871d12.jpg: 640x640 (no detections), 11.3ms Speed: 2.0ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0000989_jpg.rf.56a2c9dc61c1ea205a967c1b3b82c366.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001064_jpg.rf.2db7c7d2b8c7bb6a2e5c78439f3d232b.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001080_jpg.rf.8153bf2dfd5b525f7ee2840089caca3d.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.8ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001140_jpg.rf.2f67a5c5077eacc0287adc311156c04f.jpg: 640x640 (no detections), 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000114_r_jpg.rf.ab230ef672ef7b4daf5363513d8aa1de.jpg: 640x640 (no detections), 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000114_r_jpg.rf.cd16f2716d322b0edc88b5efccf591ef.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000132_r_jpg.rf.1ecc17e6ed0fb9dd923d823c2cf914e6.jpg: 640x640 2 Potholes, 11.0ms Speed: 1.7ms preprocess, 11.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000132_r_jpg.rf.73fe0b39bb6582b877fe0f9e229882bd.jpg: 640x640 2 Potholes, 13.9ms Speed: 2.0ms preprocess, 13.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001422_jpg.rf.2ed292538e1d4fec65fb7ce573392b6b.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001422_jpg.rf.7f136236fe8a26efe179931308772bf3.jpg: 640x640 2 Potholes, 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001422_jpg.rf.fe43527fb39e7418b9398614adf8db67.jpg: 640x640 2 Potholes, 10.5ms Speed: 1.6ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001533_jpg.rf.4283ed37c1d59087985da12e8701f5c8.jpg: 640x640 (no detections), 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001533_jpg.rf.ff3c8c7898916bea980150d1f850d9af.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001574_jpg.rf.47c89abfda79cb9a7f2406769569a5f4.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001574_jpg.rf.48911563743cb93a1a0aedbd9b6b2764.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000162_r_jpg.rf.df59625dd54bda50bddef6cbd9c91751.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001658_jpg.rf.44d6ab42591c20203a9111094f238155.jpg: 640x640 (no detections), 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001658_jpg.rf.a8ae56b1f484d9351d14c3f2ce898a76.jpg: 640x640 (no detections), 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001721_jpg.rf.16ee94002a7d298b8406633b20ab9752.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.1ms preprocess, 10.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001935_jpg.rf.32fbd52ee3cad6885b554b0113118fc5.jpg: 640x640 (no detections), 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0001935_jpg.rf.cc2db83aa92f2eff9bab6088a7115834.jpg: 640x640 (no detections), 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0002010_jpg.rf.4fa14ed7c1b0b5f932855a68b35f1398.jpg: 640x640 (no detections), 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000240_r_jpg.rf.5d3406b520cf00c6fa3144e283025aaf.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.0ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0002460_jpg.rf.2249a9974998cf37891c28d8602e2ad1.jpg: 640x640 2 Potholes, 10.8ms Speed: 1.7ms preprocess, 10.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0002460_jpg.rf.ad2280978786c4be83296183a5948a1b.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0002473_jpg.rf.fa035601ea0011427a3bd39dea9339f5.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000285_r_jpg.rf.363b4fa2cf97d88fe96c67c5c404d842.jpg: 640x640 (no detections), 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000285_r_jpg.rf.d770f84ed4c140a0a8d19b4ad169ac11.jpg: 640x640 (no detections), 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0002910_jpg.rf.62e180ff6d6549437ffa021703eb0e93.jpg: 640x640 (no detections), 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000306_r_jpg.rf.2d6a3b4cc74b062ee2120315d2a4f443.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000306_r_jpg.rf.48b9f2bcbc050a764e3d927b3cb9c0d0.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000312_r_jpg.rf.6a4411ce93d84ef52307020422ca0cff.jpg: 640x640 (no detections), 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000312_r_jpg.rf.bd1b221f1eef3a057abbfc7b3f531635.jpg: 640x640 (no detections), 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0003299_jpg.rf.bfb4e2d44a330bfcc0c4c4e66fba0dca.jpg: 640x640 (no detections), 10.8ms Speed: 2.1ms preprocess, 10.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0003382_jpg.rf.456864304a5380560a6e273d81ddd454.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0003382_jpg.rf.6a8e4d19f7db5b6955492189f1738f82.jpg: 640x640 2 Potholes, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0003647_jpg.rf.40cc563940d8f4a23f752f3f55dac4d8.jpg: 640x640 3 Potholes, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0003735_jpg.rf.9d9982773db46dbf5a438b8c475975bc.jpg: 640x640 (no detections), 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0003735_jpg.rf.d3990a0701f956a21af7b908baf1a0c3.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0003911_jpg.rf.05fd242bafcb5538e5fc99de5a724753.jpg: 640x640 (no detections), 9.7ms Speed: 1.6ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0003911_jpg.rf.cfd0b886177267f5956b1656aaffe040.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0004063_jpg.rf.d14fceadbb4bccacf8a9deac1ddbfaa8.jpg: 640x640 (no detections), 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0004318_jpg.rf.e9912aef914b427210dd70be3b564a7a.jpg: 640x640 (no detections), 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0004326_jpg.rf.68dea7d62c8df5bc8321ead6299fdabc.jpg: 640x640 (no detections), 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0004326_jpg.rf.e16e62a25a3471924e1dc25fdc165ca9.jpg: 640x640 (no detections), 9.9ms Speed: 3.5ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000432_r_jpg.rf.5894f285fd7b57bd93b1a84a28748c07.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000469_r_jpg.rf.625865f7cfa8ed571d3642bc7b0185d1.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0004935_jpg.rf.4a0003dd8212d9510abf1b050d9985c7.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0004935_jpg.rf.693f81926363ddaf7b04b94decdcfa58.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.4ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0004936_jpg.rf.75ecae931821173d8f6fc6d55593d3e5.jpg: 640x640 (no detections), 10.9ms Speed: 2.0ms preprocess, 10.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0005160_jpg.rf.0ae85df4794455df0ac65002b0d71c15.jpg: 640x640 (no detections), 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0005160_jpg.rf.d42eec75d22760a01a62abf664d0ca32.jpg: 640x640 (no detections), 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0005520_jpg.rf.411932b5ea5ff4632c9cf0fe37223826.jpg: 640x640 (no detections), 10.8ms Speed: 1.8ms preprocess, 10.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0005835_jpg.rf.363ac715ba2db6e6da87262d4cc1e1f0.jpg: 640x640 (no detections), 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0005835_jpg.rf.e568a585c52b3110ee7c248954b3ef6d.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000588_r_jpg.rf.13f72571e27d0eff0eb61663767631bb.jpg: 640x640 (no detections), 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0006060_jpg.rf.8710200e1667bd71efa3854cc2ca062c.jpg: 640x640 (no detections), 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000642_r_jpg.rf.92033af6aeb384f7eb3a1504cd87cf4a.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0006582_jpg.rf.d786bc44191d04973e0e57eebd3c54d5.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0006960_jpg.rf.064c2bf1e945f0f51141a99f6bd9936a.jpg: 640x640 (no detections), 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000696_r_jpg.rf.38917a25ba55af7c52cf866ae7ca8968.jpg: 640x640 (no detections), 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000696_r_jpg.rf.696ad7019b20f2755ab569a76f303332.jpg: 640x640 (no detections), 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000696_r_jpg.rf.dcc1041f511b90f6aa7b69df1b9f930f.jpg: 640x640 (no detections), 11.2ms Speed: 2.0ms preprocess, 11.2ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007052_jpg.rf.5fe69fcfce7ae29541a1a89c14ad3e42.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007052_jpg.rf.a625503c27005985401c956031670234.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007052_jpg.rf.fffe46243868bf316f99b70ba1241dd3.jpg: 640x640 (no detections), 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000708_r_jpg.rf.f4d9bfbd319792070347f9e9ac9ad7e6.jpg: 640x640 (no detections), 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007110_jpg.rf.8024959b75abcf9851fb4a8a97fb3eef.jpg: 640x640 4 Potholes, 10.3ms Speed: 1.8ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007128_jpg.rf.c77ddf9589b2e9352de49fec7cb6790a.jpg: 640x640 (no detections), 10.0ms Speed: 1.6ms preprocess, 10.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000720_r_jpg.rf.70076529e9766059db6f73eeeffdb876.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007260_jpg.rf.bb434a26ae75995f6c769af631863322.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000738_r_jpg.rf.e40015af0d7950e0fb47c07341ac545c.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.0ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007441_r_jpg.rf.5ecf30bb148d1dc3df8324f122f1d90c.jpg: 640x640 (no detections), 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007441_r_jpg.rf.b1b3df019315034992c05a465ee5a4f7.jpg: 640x640 (no detections), 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000744_r_jpg.rf.8a7d0a1468874f88ffd8969c6d97d208.jpg: 640x640 (no detections), 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000762_r_jpg.rf.510be18bbcde832ee23feda6123787e9.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000774_r_jpg.rf.e3f4d2317efe4ccfa75f752c65dab004.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000780_r_jpg.rf.418dbcbbe2e4a0b1836efdd19f527880.jpg: 640x640 (no detections), 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007860_jpg.rf.1cb3ccb001678ee4ab8ac86c46571abc.jpg: 640x640 (no detections), 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007860_jpg.rf.27f6f5fc57e2bf86d163cc2afa2178ee.jpg: 640x640 3 Potholes, 11.0ms Speed: 2.5ms preprocess, 11.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0007860_jpg.rf.80d82faee240fb4b62b562d28e01868d.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008057_jpg.rf.269b83330ab8352094d4bcc5becfb2f6.jpg: 640x640 (no detections), 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008057_jpg.rf.6183d6782197deee3ba2d62f52c43ee7.jpg: 640x640 (no detections), 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000816_r_jpg.rf.6c1f496fdd418043d3d8a45b3cd724d0.jpg: 640x640 (no detections), 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008385_jpg.rf.0974b5cfb3da55fdb96f009f67618d0e.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008385_jpg.rf.cc5cfa1240628983b358fed0311cc8e5.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008447_jpg.rf.08331a2e44280b1f15be03071c114cd2.jpg: 640x640 (no detections), 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008447_jpg.rf.9376fb757cb1b098be2e7ab277a6e48a.jpg: 640x640 (no detections), 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\000846_r_jpg.rf.19b5280a27f593ffa16b0f436cf19c4f.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008498_jpg.rf.cfc981deac71342877ca8bfe88a3c5c3.jpg: 640x640 (no detections), 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008513_jpg.rf.ba418ce937004632d3bf63aff23b9eee.jpg: 640x640 (no detections), 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008536_jpg.rf.0d557b00980f2b1d37babf61fcdff02d.jpg: 640x640 (no detections), 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008536_jpg.rf.7f0996038d3c08feda31a4400301273a.jpg: 640x640 (no detections), 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008599_jpg.rf.c8ee45f4e2e3d0016606eab455022919.jpg: 640x640 (no detections), 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008685_jpg.rf.0a7efd00642de9f1aa80c1054fc953b8.jpg: 640x640 (no detections), 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008685_jpg.rf.7f8ba48c7b62c6903c305424010288b5.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008685_jpg.rf.d47adaf39b7243e7bf4f683f6c61d403.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008910_jpg.rf.3d0d5076768e10c28e8e4852ad6451ed.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008910_jpg.rf.bdd603596ca995c4bcd644fe48fc6577.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008985_jpg.rf.50e08f0541ec191c5c9332e1ca909490.jpg: 640x640 (no detections), 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0008985_jpg.rf.5c1d977c86cc78c1dbf7b27ec229655c.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001104_r_jpg.rf.1feb57f36c9ff1db3e66ee873eb3a49d.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001104_r_jpg.rf.c049a412d7dd10086ba282e9d0f29537.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.5ms preprocess, 13.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001176_r_jpg.rf.564219bfc67270c76f3328aeb2de3035.jpg: 640x640 2 Potholes, 10.2ms Speed: 1.8ms preprocess, 10.2ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001296_r_jpg.rf.6202d5cd79e144bd9748d542892441e6.jpg: 640x640 (no detections), 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\0013560_jpg.rf.165defcb0e8b98c6924f483ff7eade2d.jpg: 640x640 (no detections), 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001560_r_jpg.rf.c17628d864bf18cf9665d1a2ec46ce30.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001782_r_jpg.rf.1898e138c7016f91a9f2831f3442d9cb.jpg: 640x640 (no detections), 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001782_r_jpg.rf.2a7f734a3d635d4f6b9f35d4bd960968.jpg: 640x640 (no detections), 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001782_r_jpg.rf.9db484c36bce50d5616feb69b980bc8f.jpg: 640x640 (no detections), 10.2ms Speed: 2.8ms preprocess, 10.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001782_r_jpg.rf.ca4b3e92b00489a189cc2c46220a835f.jpg: 640x640 (no detections), 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\001782_r_jpg.rf.ff925cbb7044579c8d60ee34b9741dc0.jpg: 640x640 (no detections), 10.2ms Speed: 2.9ms preprocess, 10.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\11_jpg.rf.5dd5f0de4701c9237483d75ebccb22f5.jpg: 640x640 2 Potholes, 11.0ms Speed: 3.2ms preprocess, 11.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\12_jpg.rf.8ab8e249a0dc383c5d1724bd8873a8f4.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.3ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\12_jpg.rf.cd6bbeaad14d712e3de5585841ee224e.jpg: 640x640 (no detections), 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\13_jpg.rf.0221043a5f012ba21eccbf633eb9fce7.jpg: 640x640 2 Potholes, 10.3ms Speed: 1.7ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\13_jpg.rf.3d28c3aa12fb372a57a34ef8fefd4715.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\14_jpg.rf.46516f5a576aeb4e305ebd1ef5607b58.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\14_jpg.rf.5b8eeb737f8b1276567900eb74b666b6.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\15_jpg.rf.96b1d90146d26c9efd905f1eab53ba58.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\15_jpg.rf.b86e70dfbaf99e240c5f9f6cf1b778e7.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\15_jpg.rf.e941dc1ec477bc3a544544babe78dc8e.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\15_jpg.rf.ec13c37f98ecb57c7c6035f984dcab3a.jpg: 640x640 (no detections), 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\16_jpg.rf.d18368701d92efef7d7a46456c4260d0.jpg: 640x640 (no detections), 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\17_jpg.rf.36281fbefafb42c368ba1bcf19a65d75.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\17_jpg.rf.677cda4b749865bc0db7b4b3756855ed.jpg: 640x640 (no detections), 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\17_jpg.rf.ad0d8c795e78876a8fb6d045f28ec8e8.jpg: 640x640 (no detections), 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\18_jpg.rf.35b0d8158e1162c85e232a04978a6c6d.jpg: 640x640 1 Pothole, 11.2ms Speed: 1.8ms preprocess, 11.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\18_jpg.rf.46ac6162a11ac241115ab20545c7a472.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-03-14_15-51-24-112520_leftImg8bit_jpg.rf.2007dae690ab711a02bfff620153877b.jpg: 640x640 (no detections), 10.2ms Speed: 1.8ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-14_14-6-34-638379_leftImg8bit_jpg.rf.01a60ebd1be0584d8ac5c6b30cd126e1.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-14_14-6-34-638379_leftImg8bit_jpg.rf.7d172eb465ed7431da531e542f346b94.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-23_13-31-58-471096_leftImg8bit_jpg.rf.bc90dd01b65414284fbf127260445ed2.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-23_13-32-35-928328_leftImg8bit_jpg.rf.d69749bae83ab7ddc158188c9a95cd0f.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-29_11-23-1-275396_leftImg8bit_jpg.rf.395dc666647c72fbec9fbc3dff8df7a8.jpg: 640x640 (no detections), 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-14-1-305354_leftImg8bit_jpg.rf.09f31b86eade39a64a914d614cacb805.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-14-1-305354_leftImg8bit_jpg.rf.6c963ce06b30edff263fbc84d0bb7501.jpg: 640x640 2 Potholes, 10.7ms Speed: 1.7ms preprocess, 10.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-14-1-305354_leftImg8bit_jpg.rf.d1bc6a4537ff1f19d53f842237dacaf7.jpg: 640x640 (no detections), 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-14-3-164774_leftImg8bit_jpg.rf.1456eaa3c51b93b27cd94d1289f7ba66.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-17-21-619610_leftImg8bit_jpg.rf.053b5a2ebc1f280fb592800196f71f2a.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-17-21-619610_leftImg8bit_jpg.rf.2755e427876ce125dd5a00e812291814.jpg: 640x640 (no detections), 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-17-21-619610_leftImg8bit_jpg.rf.51849600c6662bf4806312f46078427f.jpg: 640x640 (no detections), 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-17-21-619610_leftImg8bit_jpg.rf.54a918cc73b20853027cf930eb808c56.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-17-21-619610_leftImg8bit_jpg.rf.a690bbba9447f177138f3d04f388a804.jpg: 640x640 (no detections), 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-3-3-075908_leftImg8bit_jpg.rf.60ccd6d12377fe5d2b21ec92ff9dfa71.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-3-3-075908_leftImg8bit_jpg.rf.911af98a70e3a7051ba094934d0adddc.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-3-3-075908_leftImg8bit_jpg.rf.956a0311117b324eb8fff7a75cc9fcba.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2018-05-31_13-5-49-738327_leftImg8bit_jpg.rf.a5fb5be423839e61eced20c5306a5e86.jpg: 640x640 (no detections), 10.2ms Speed: 1.8ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\20_jpg.rf.24636550a0fb9e3abd891ce52befc02a.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\20_jpg.rf.3ee20c65111be4824571843e0d32e646.jpg: 640x640 5 Potholes, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\20_jpg.rf.3ef23e9407adc2e2d53dd2c0276614bd.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.1ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\21_jpg.rf.06222c61ed137be734fc02412047b694.jpg: 640x640 (no detections), 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\21_jpg.rf.360ddb72a6e761929271321abf96b48b.jpg: 640x640 (no detections), 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\21_jpg.rf.39da06fd8d7924ee008f0f713c28ccc1.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\21_jpg.rf.a39ef50064bdd452e760d562ab1c3104.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\21_jpg.rf.ace583396247977c798b2dff03c2bd60.jpg: 640x640 (no detections), 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\21_jpg.rf.bf65fe2a65cb6d7a91aed444bd7fce29.jpg: 640x640 (no detections), 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\21_jpg.rf.feb162d4063bb8383f2b5e6075d8bebc.jpg: 640x640 (no detections), 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.1265b55781a9c519367d61d52fa0cbc2.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.32faa66a9bfda3ba99a8bd6ffd56efa1.jpg: 640x640 (no detections), 10.0ms Speed: 1.7ms preprocess, 10.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.5a643031010e48dc5721199ff7403895.jpg: 640x640 (no detections), 10.9ms Speed: 1.9ms preprocess, 10.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.64f3a895eb2d4d57966f870ce9a72220.jpg: 640x640 (no detections), 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.8b395eeb04e1df3f426cd54b37f1f762.jpg: 640x640 (no detections), 10.7ms Speed: 1.6ms preprocess, 10.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.b5a295a70a99c6303860693db21cee65.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.bfddc018962b7ea318658a6961c0f69c.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.e15c8cd756848bbd0acc651225608b63.jpg: 640x640 (no detections), 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\22_jpg.rf.ec8568761157befb263133a77825e4ec.jpg: 640x640 (no detections), 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\23_jpg.rf.224a636cd239e388c90793e519b31b66.jpg: 640x640 1 Pothole, 11.0ms Speed: 1.7ms preprocess, 11.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.05346b34efc48575128ce5c012a5c60f.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.1f7cec84ea00dcd690c767146538da05.jpg: 640x640 1 Pothole, 10.7ms Speed: 1.8ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.4d5ff20cd1494846ee86f1f56cf3b5b0.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.5d6c2d0176bf040105d5e41bd82959b5.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.4ms preprocess, 16.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.6122104d5060962c303da47f6d2783a1.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.79a97db2bd9f4c33f94b5457b3cf24ce.jpg: 640x640 3 Potholes, 12.6ms Speed: 2.7ms preprocess, 12.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.7dc4c54f0ce7ca5a853069076546d0e9.jpg: 640x640 2 Potholes, 14.0ms Speed: 2.3ms preprocess, 14.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.94b370757797452a68d0225b763742c7.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.3ms preprocess, 15.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.a0f360c93e1c660975819a34db866edf.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.a26ff470c5129297c911e78ea0ec28f3.jpg: 640x640 2 Potholes, 12.0ms Speed: 3.0ms preprocess, 12.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.bfe58e50a515f76ed16c4942c09634e5.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.c45bca40631d81aa96359797ace1f361.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.c4f0274546d03082082ddcdde532423d.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\24_jpg.rf.df83102a1d3b6791e902cae8ab2d2971.jpg: 640x640 3 Potholes, 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\25_jpg.rf.4affeb789c8a4b0c5cbac3bf720f5a69.jpg: 640x640 (no detections), 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\25_jpg.rf.4ef371c7dfc23b31c991a28564133e8a.jpg: 640x640 (no detections), 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\25_jpg.rf.986c5dab1a94ce7fe029acc90e3ddfe5.jpg: 640x640 (no detections), 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\25_jpg.rf.a0e74cf32ecd393c35e5512c221714f7.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\25_jpg.rf.df396a9d0f7c7d723f3fe6e1e6bc36ba.jpg: 640x640 (no detections), 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\26_jpg.rf.3d825aa525aa6a7679b92dc157d4cd71.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\26_jpg.rf.7fbfb2f141f060e128f722e976737698.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\26_jpg.rf.7fef2314c172b6074fffcdbeaac6c7a2.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\26_jpg.rf.8b00776e662f1911181ac16f5aebf890.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\26_jpg.rf.aa4905dc63e75e53945de90123f3bd13.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\26_jpg.rf.cea4aa06b5d3744706d0748b5b754722.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.1677afe085d223c85e3d0ab12cc22207.jpg: 640x640 1 Pothole, 12.3ms Speed: 1.9ms preprocess, 12.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.3f7790525de62e164ea3e7372d13dbfb.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.4698c2a975347e3cc429203e9ef07869.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.745fa1e78d5b4762e3fab4f2f2e78708.jpg: 640x640 (no detections), 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.9b333a9c94c2125c2acdc387215e553c.jpg: 640x640 (no detections), 11.3ms Speed: 1.9ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.9bf6a80516e440636e3274bd78bfdaf6.jpg: 640x640 (no detections), 11.1ms Speed: 1.7ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.c694e209eb6abdb8443de239bdf0500f.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.eae08e7f28308af5f2409d8e2f333300.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\27_jpg.rf.f90a3aae72e79fa299a37080fc33d1d7.jpg: 640x640 1 Pothole, 10.8ms Speed: 1.8ms preprocess, 10.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\28_jpg.rf.835abb0cd729250d7f2dc2fe026548e0.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\28_jpg.rf.f1e8c9976bcc9f4153f3d52893030827.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.1bd5fdf8d671887a70c7e90bbcb6cd2b.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.2fa31087576f24f1897da9b83b2bb3eb.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.3d698bc6beac95b18af5150dc95f6460.jpg: 640x640 (no detections), 10.5ms Speed: 2.7ms preprocess, 10.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.4961937c820678c6f4888c3d3b286830.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.6760404208faf2f84fcf4f3da3cbe448.jpg: 640x640 2 Potholes, 11.6ms Speed: 1.7ms preprocess, 11.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.86978a09f45393bb52f44cc0036f093c.jpg: 640x640 (no detections), 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.b702e6901ff6d74c25dcae27ed2b190a.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.6ms preprocess, 13.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.c5019c912f9442bf29e4fcf08c66d5ac.jpg: 640x640 2 Potholes, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\29_jpg.rf.fd3b5e8bf1acbefb768111702df16793.jpg: 640x640 1 Pothole, 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2_jpg.rf.5cf8521be8876a5677ea53ea67d66b5e.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2_jpg.rf.619626599a246c1c65ea30fdb0bb648a.jpg: 640x640 (no detections), 10.6ms Speed: 1.7ms preprocess, 10.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2_jpg.rf.986417c2f45e476f4cb87b2c4f5c9fc5.jpg: 640x640 (no detections), 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2_jpg.rf.a2e005436f2a8c449cf5e5ff271da9bd.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2_jpg.rf.aa230dbd51978212e2daedc9807874cc.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2_jpg.rf.ba8392adf5cae945d4ead58c04eafc33.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\2_jpg.rf.e9b52548f9f35637ade80ef9ef585167.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.017a07d14b5d368a824bcf2c8068f802.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.7ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.29035bbfe13f9de2a9c7f04d1d64f3e8.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.376362cf9e2a16a878aee3a85c1fdbb4.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.41c852bf4a614dd90c9c3f537c353027.jpg: 640x640 1 Pothole, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.59ebaa425001dfcee48a0a45ba91e206.jpg: 640x640 1 Pothole, 11.1ms Speed: 1.8ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.65c960c161e709f7e6f238b82827680f.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.697af589b8c7403c4b06365cbaac6f03.jpg: 640x640 (no detections), 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.6a98a2782f42e1ba94559470bd60fef6.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.87d548c46408dae69bd76f1997fe6260.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.d005044fb34786a397f260f21214c130.jpg: 640x640 1 Pothole, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.d44727123efd1a795c1784a447380835.jpg: 640x640 1 Pothole, 11.3ms Speed: 1.8ms preprocess, 11.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.dda40757ce354476fddb5af818fca4e8.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\30_jpg.rf.f218927fe62ab0b41441d687d1872557.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.3ms preprocess, 11.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\31_jpg.rf.07f3ce647f2fbd89b719c426e5e64002.jpg: 640x640 (no detections), 13.6ms Speed: 2.1ms preprocess, 13.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\31_jpg.rf.177d000b10650bd080b6add9fa296730.jpg: 640x640 (no detections), 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\31_jpg.rf.79b04700ce38163f7ed084ffd4216cdb.jpg: 640x640 (no detections), 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\31_jpg.rf.9a78c712418c2402cbb64c78db286af5.jpg: 640x640 1 Pothole, 10.7ms Speed: 1.8ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\31_jpg.rf.ba2cecd17267ca055d1877da9f6c06c0.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\31_jpg.rf.c8db1f3053e075e0257bc7b0fdb60b85.jpg: 640x640 (no detections), 10.6ms Speed: 1.8ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\31_jpg.rf.fb2820442939e88057f068d4736f2b50.jpg: 640x640 (no detections), 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\31_jpg.rf.ff5fc15ade07a043630bf4d3a7051da8.jpg: 640x640 1 Pothole, 10.9ms Speed: 1.7ms preprocess, 10.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\32_jpg.rf.02f677470f25fbae0ec3d292f50158bb.jpg: 640x640 (no detections), 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\32_jpg.rf.2e3d27dd551f7747766790ded78c9264.jpg: 640x640 8 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\32_jpg.rf.687ebd12c74fa8065ea86c20d82bf995.jpg: 640x640 (no detections), 10.2ms Speed: 1.8ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\32_jpg.rf.735dc2c810fb7f9079e8e0e8e99c40aa.jpg: 640x640 11 Potholes, 10.8ms Speed: 2.2ms preprocess, 10.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\32_jpg.rf.8b504054ae1761c6057d662fb0d7a5fc.jpg: 640x640 11 Potholes, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\32_jpg.rf.97b4b8a4dd1389f50b35453a79d6de29.jpg: 640x640 11 Potholes, 10.7ms Speed: 2.2ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\32_jpg.rf.a9370c1cbd03db9074d9ad29321c388c.jpg: 640x640 (no detections), 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\32_jpg.rf.aa12607992638786720fc7d0e72c8df9.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.0e3aff0b672c442ee7974891e01f4587.jpg: 640x640 (no detections), 12.8ms Speed: 1.9ms preprocess, 12.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.107bb8813ccd43ccc2d9744e4a843693.jpg: 640x640 (no detections), 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.172a5590037cebccddeb84b7f2f9fff3.jpg: 640x640 (no detections), 11.1ms Speed: 1.9ms preprocess, 11.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.25165cc592cd4447397380ce789321e6.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.3aede7d27dc527e25f1f42b94520549f.jpg: 640x640 1 Pothole, 12.9ms Speed: 1.8ms preprocess, 12.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.3b8371eec028200010fac2af4b602413.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.3fb602e82b24bbbc5ce7c2e143201303.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.0ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.4d1f7bb08da1d740dbf5bbdadb3369df.jpg: 640x640 1 Pothole, 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.751450cef00905b526047041b47d7715.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.1ms preprocess, 12.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.7b4233dad94575ea97e086c77ebad157.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.0ms preprocess, 11.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.b19d3d5879a7d47af79f556a933ed772.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.0ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.b2132aa8150cc49d27b12df916458618.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.7ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.b8ea4ba8e881869862b1a2bd0aea60ec.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\33_jpg.rf.f7c93af14b088fe6f9290b0b7a329e94.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\34_jpg.rf.07fb5536e8d5faad9f7f6aeb9bb68a8f.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.175d872e493b6d131867a96ee0e64ce6.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.38c9867562f65c43066bc02d2a483b81.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.569b271ff41af1d25be42b3e5d24b234.jpg: 640x640 (no detections), 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.8571edf61ba372be729b9b856c99f8ab.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.8a73af5791b61406fc7829ce23a931e4.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.8b2dabeb2acdf8706b1b0f4a8915aab8.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.6ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.c2a04ed2c90246892852d7106bbe5e9d.jpg: 640x640 1 Pothole, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.e83f607c1c991b9aa79655415a53d864.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.8ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\35_jpg.rf.f9665dbea0a15352f6edc2e342c461bb.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.1173c65b83c815dce333298bd94a88ec.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.14f56e8366d54c18c04d2d151f51affd.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.153565178c748c7f24d03b1ba60b298b.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.437bd2520b5499681b7cb71c9d1666cb.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.46473eae61e97de183904e03c703fa10.jpg: 640x640 2 Potholes, 10.2ms Speed: 3.1ms preprocess, 10.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.5785821dd6e6eeb98053eb89535f5ef0.jpg: 640x640 (no detections), 10.9ms Speed: 2.0ms preprocess, 10.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.64d6139a6e4a3af252e29b57c59dc935.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.6d3de466a30839ced5bb1c22bbae8a0a.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.979406a705423d4f93096d001642f145.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.9a0331f5f049bf8843ecf7c286246d14.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.9f4747d3062754cca093c4cd531aa4ab.jpg: 640x640 2 Potholes, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.a80e39ce336b7a0a267a5f54d6fb9acc.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.d05ff040d0cf7c06fc935147132c736f.jpg: 640x640 (no detections), 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.d8039bc9ec9c9168e321c3b501340680.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.ef84aacbb5c0a5e17b8a94035d80e9f5.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.1ms preprocess, 10.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\36_jpg.rf.f628ebef25e86a41bef3726b59244444.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.1ms preprocess, 10.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\37_jpg.rf.231dbfd4e8dd3de06e923aff092e640a.jpg: 640x640 (no detections), 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\37_jpg.rf.4f9758fa50f00cab7500d465bedb20ec.jpg: 640x640 (no detections), 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\37_jpg.rf.53986ab7960420e978fb42e9414f8434.jpg: 640x640 (no detections), 10.7ms Speed: 2.2ms preprocess, 10.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\37_jpg.rf.69f8459eeff494b235b46fe5e7548a81.jpg: 640x640 (no detections), 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\37_jpg.rf.6ac00ea093fd4ee6bb58889b23bef471.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\37_jpg.rf.fafcc88fdde4b7d5ec28b515bfd2264b.jpg: 640x640 (no detections), 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.07df8ee7b8c07bd3f62ea79d9b13e72b.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.7ms preprocess, 10.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.1718afc07fd56e58c6085526a49e260b.jpg: 640x640 (no detections), 13.2ms Speed: 2.2ms preprocess, 13.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.1e0637ce444ad25507eb99ed0652dcbd.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.7ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.4691473284d6bd053f80233362edc87c.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.55be3ed8a369d1e0c968369079dbe2be.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.6a64dd134d7260fab4a636dc19e2996f.jpg: 640x640 (no detections), 13.0ms Speed: 2.0ms preprocess, 13.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.76914c0605078c51dc5f8eefcdc5e4d5.jpg: 640x640 (no detections), 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.84d3d65dab1cd131b16827ccdf7963bf.jpg: 640x640 1 Pothole, 11.0ms Speed: 1.9ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.9df8f4483b5219a7bb7aed2e3f5ce66d.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.db8c8a6e6f5c5278bd50ff013d91cce0.jpg: 640x640 (no detections), 12.7ms Speed: 2.0ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\38_jpg.rf.ffb7800d0e7ed57f36a49bb6d2ea43b8.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\39_jpg.rf.3028608209175019cb494b906cea45e8.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\39_jpg.rf.37e553874c83f2813ef8b745f7c27e07.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.1ms preprocess, 10.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\39_jpg.rf.3cadb3390b736c6af7f5947aa15f11fa.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\39_jpg.rf.7f6741ee32e0e2805311411df3a8325c.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.9ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\39_jpg.rf.db68f85d01e6e5d149ff18038b5f3cf2.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\39_jpg.rf.dba7aa1f61e1943aa618c82ca5528048.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\39_jpg.rf.dde2809df3682b93276b8847b313389a.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\39_jpg.rf.e5d6f1bfa1c3b7db892ea117c12669fc.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 7.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\3_jpg.rf.08189c8a3fc8f29b4960ba45024fb317.jpg: 640x640 (no detections), 11.0ms Speed: 3.2ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\3_jpg.rf.5558e331f18cbd2d200ac4485e0146b3.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.8ms preprocess, 14.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\3_jpg.rf.5adedd22b9bd9a55fc067b6e2093226f.jpg: 640x640 (no detections), 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\3_jpg.rf.8252aa243c8424c90745a3dc19999629.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.3ms preprocess, 14.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\3_jpg.rf.94b651a33a2a0f7e2c13f724d196f43e.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\3_jpg.rf.9dfdc1b1913dc736ca6716f79f3147ab.jpg: 640x640 (no detections), 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\3_jpg.rf.cfef9107ca3f1fca465d282c93859725.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.9ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\3_jpg.rf.fe14ace5df696d348b08fb36ca90e457.jpg: 640x640 (no detections), 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.0b944b225205cb5e11d16d5648c7eec7.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.0e61c0a1dc2e9c386b22e22d20fa7a60.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.20124d86b5df922a3200fbfcef364e0e.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.521b74a64b0b9f720f1c9e2444773201.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.6b61ff372aa13c68e0ea5dd18c4f8917.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.0ms preprocess, 10.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.84d969bc769fad1b205aaacc042aab3b.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.8eea16df27d91732a8f44b532cc80f2d.jpg: 640x640 1 Pothole, 10.8ms Speed: 1.8ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.98e55fc453135a589618558d4053d6a0.jpg: 640x640 (no detections), 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\40_jpg.rf.a427c621bc79af6e43f58c41f37df25c.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.02793ff8daa71abb39dadf5219dc2501.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.09b1661f86142e4cef53ca2ca5cfe2f6.jpg: 640x640 (no detections), 10.3ms Speed: 3.0ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.1ac8642c0e20dedb46410636aa759f3e.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.3220f21d66fe52b06cb66cd6606ed1a0.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.419e0f28a766201496fc0edd3233dee4.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.4eb498606ce0911c8a3ff94cf4e28ab5.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.66dd1366e6bd3cbe9451131c61cf024e.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.5ms preprocess, 11.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.75b0eaf1ba7a2309a3f239139d00b395.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.85f6f208b6718e8213293ceccf0bcb4d.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.a33c1a70133ff988492a9b71158b7a2e.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.a3ded0a9a40f8bb32affb034d0fa06ec.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.ada0ee5cb360c8f5ce92ad765a1bdfe5.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.b104434f3257a1fb743a6c8654a8e54f.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.d082c336b2837c69546a43e161f98f39.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.ec0ee3027ed7d9eba5cd45f73224e0a8.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\41_jpg.rf.f31c64db44ba5b59c95ee4391cb6b385.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\42_jpg.rf.0ff9c3ba862dc5de9fed926a6c96d9ec.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\42_jpg.rf.1d9f02ba7b9cdf05669ec9215bfc14aa.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\42_jpg.rf.28d25e361a33ec4e4b239ad15c895a37.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.0ms preprocess, 10.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\42_jpg.rf.43730316bae674402eec9e6f721a7444.jpg: 640x640 (no detections), 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\42_jpg.rf.5691cdf8dfa5d5b17b3ef106e39c704b.jpg: 640x640 4 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\42_jpg.rf.d7077f166de2e652986c886f18a0abdf.jpg: 640x640 (no detections), 10.8ms Speed: 2.5ms preprocess, 10.8ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\43_jpg.rf.361a86e29eb2a9f042b095302e576a25.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\43_jpg.rf.4b9cdac057f65b6f3afc0b99668e4d82.jpg: 640x640 (no detections), 10.5ms Speed: 2.4ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\43_jpg.rf.908a932bfd3f3b86086d34ab2b927203.jpg: 640x640 (no detections), 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\43_jpg.rf.c38ee6eba690b6e513aa3863c77ed971.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\43_jpg.rf.e071f084d9a4ba47e21d516a1438e043.jpg: 640x640 (no detections), 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\43_jpg.rf.ecd6a6fa7f6824b5a7000011bd152ed2.jpg: 640x640 (no detections), 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\43_jpg.rf.fa4dd3701a4d7e4cd19ee625030b8bfa.jpg: 640x640 (no detections), 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.15ca6dbc77492099ea59e6add8c6daf5.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.7ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.251b15bb3d1f165015207a98f11c85b6.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.2e5cfc5fee38e187fabe82e694ae7582.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.4ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.4a39fc6453c89f93fecac3831ee7f257.jpg: 640x640 1 Pothole, 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.4a6e28592548051ff409a37ddd0d96d3.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.624286f2778f4e43576e3fb8464193c1.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.6ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.81cc3c9dc42c1858525ba54473d18ec5.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.6ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.8dce91d27cb56329388bef308ca43a9e.jpg: 640x640 (no detections), 12.3ms Speed: 1.8ms preprocess, 12.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.ba7b2f798a3447b3683417d1071ad8b1.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.c76f2a31236da0dec1894f47b716140e.jpg: 640x640 (no detections), 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\44_jpg.rf.e80f0f2f936dfd34d6dfa7984950cdcb.jpg: 640x640 (no detections), 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\45_jpg.rf.22973d7c0676b6fd0b85e0bfa70e0158.jpg: 640x640 (no detections), 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\45_jpg.rf.23ac9c2a97cdaeb8edf8d73e22bf41a0.jpg: 640x640 (no detections), 12.2ms Speed: 2.3ms preprocess, 12.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\45_jpg.rf.9b5aa73c93a4dee57f26429db2dbc199.jpg: 640x640 (no detections), 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\45_jpg.rf.9d4defd68cea2d54ef4ed72e674e5ea7.jpg: 640x640 (no detections), 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\45_jpg.rf.cde337acfaf78f4628be34bd3af6f8a8.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\45_jpg.rf.fb696a9593090daea4093b61a1ae24bd.jpg: 640x640 (no detections), 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\46_jpg.rf.0cef1b5dc6be4d545f88345c74bdb639.jpg: 640x640 (no detections), 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\46_jpg.rf.308c30a3c6c1ad9efb62d6b00f466480.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.6ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\46_jpg.rf.325486d9f664a984650503808e816e68.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\46_jpg.rf.959c9e6c86e567a40455fb9207caad95.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.098ac556e9f1cf3fd8f18e3e1024ec0b.jpg: 640x640 (no detections), 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.14ce11ed7e95955991eac13a226d30d9.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.32f7d9abb0a1cbc0d6622b81f3d65003.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.41bdb48042075ffb26ae63034e49a719.jpg: 640x640 (no detections), 11.0ms Speed: 3.2ms preprocess, 11.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.54906bd20f8bf2a0fedca43d75a72bb3.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.8ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.5c7186e1b2a798b5c08b785a1cc3f937.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.72f0faf3f47d1a650669720a4d4813ed.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.81652bd2b8bfe15b6616405b2cdced9f.jpg: 640x640 (no detections), 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.85aa36c5e5ab0972d1c02e568e55f8f5.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.93f5aca0fccbcc27f63a3bbb32f9346a.jpg: 640x640 (no detections), 10.0ms Speed: 1.6ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.9d18c5eacbc2ed8cadda6a78bb60614b.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.a4747b3930ec6189e5e533cae6e270d8.jpg: 640x640 (no detections), 10.9ms Speed: 1.7ms preprocess, 10.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.aaf517772b26469abf932cbc4bf991a8.jpg: 640x640 1 Pothole, 10.8ms Speed: 1.8ms preprocess, 10.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.b94d4a96459d90ef91f0a5e43d9155db.jpg: 640x640 (no detections), 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.c45d96c6cb5ff546010cf40659e54f11.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\47_jpg.rf.dbfaff15c302877f76f5d665f957b6c4.jpg: 640x640 (no detections), 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\48_jpg.rf.3a6dd422928243e0cfb6452c17bb31df.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\48_jpg.rf.48b7fd100857bb0e1a3658a5dd913a11.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\48_jpg.rf.6f42442e726669e8a41522c6f6581946.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\48_jpg.rf.817a91b7740f9ddd3f4c6af28cbe0928.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\48_jpg.rf.90685a3bebd8ace40733cc5229adbd9a.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\48_jpg.rf.a4de9cdc27153580d13013f28c4ad5c8.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.48ea7f78161b3ca6b36d3585b1bcb880.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.4ac6b5e82ba74bbe6ecb31993ef260cf.jpg: 640x640 (no detections), 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.59980e14afc08b12612512bbff843a05.jpg: 640x640 2 Potholes, 10.5ms Speed: 1.9ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.5d2d5f7eb537bbb6beb7747b5b5e724e.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.60777cdadfbd12a23d1d7e01a45444ae.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.6aecf8452e0750c3f51b9a7e80987774.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.aa0d8eee3b38dd16da66c608072207b2.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.b99ddbe219e59bf0a024a86a4c356303.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.d81ea18780cc6aeca3b8673069934a22.jpg: 640x640 (no detections), 11.9ms Speed: 2.0ms preprocess, 11.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.e40b84b2b0d32305d8e8a5ab7dc61e8c.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.f2e21a9d156666478c98746b76d1f990.jpg: 640x640 2 Potholes, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\49_jpg.rf.f9d84a3d7365a926adbbe5904a9b5865.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\4_jpg.rf.2b7ba8ff90af968dc5b935b474eabb33.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\4_jpg.rf.75af157be1795e5e41b698b1df724ffa.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\4_jpg.rf.de5521fcec45463b1ebbf814799e9637.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.8ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\4_jpg.rf.f383a97d7b667a960787eeef583d5592.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\4_jpg.rf.fd023371ea9d5808de13ca52ecb0442a.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.0679ae7813da5e7e5f186cfe8450f567.jpg: 640x640 (no detections), 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.30fd3add7af530ed11803d9df75c422a.jpg: 640x640 (no detections), 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.40ae428ef38dceeb8ec8dbe3c8b6342f.jpg: 640x640 (no detections), 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.49bfd59eb13d24b8dbfec2a65d9c9ea2.jpg: 640x640 (no detections), 10.8ms Speed: 2.1ms preprocess, 10.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.4c94a41ef79894f01c52feed3319e797.jpg: 640x640 (no detections), 10.8ms Speed: 1.8ms preprocess, 10.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.68239a3cf2da8f03383deb7922b8f352.jpg: 640x640 (no detections), 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.797599d50bfaefa3846308e593b6b569.jpg: 640x640 (no detections), 9.9ms Speed: 3.5ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.7c4d4daf91635f619c36d80510d53d2f.jpg: 640x640 (no detections), 11.0ms Speed: 1.8ms preprocess, 11.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.8770ca83df11733c8fe584951cf73776.jpg: 640x640 (no detections), 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.9c55fc7e968a033c14af3bf33fab6801.jpg: 640x640 (no detections), 10.0ms Speed: 1.6ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.c6e5d4e814706bbc68427de1366f6440.jpg: 640x640 (no detections), 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.cc4a8c833557122f07438b756cae19fe.jpg: 640x640 (no detections), 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.d29061ae0570998bd79722bc6ba64564.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\50_jpg.rf.dc12d592f7e516c099a525653493c2e6.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.7ms preprocess, 10.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\51_jpg.rf.28ada7e226e0a9ac91c49e26bd76776f.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\51_jpg.rf.4c9dbec64ab03e09dfec7c42d9de7f26.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\51_jpg.rf.7e53eb07016c785fb104e4487d4c3886.jpg: 640x640 (no detections), 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\51_jpg.rf.b7ae1aaec5d5ac55d7d68e69f76e32a0.jpg: 640x640 (no detections), 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\51_jpg.rf.b8d6ebba34e831e32350c1fbafce60bf.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\51_jpg.rf.bf8ca6a8f82cc1f47755678827260e85.jpg: 640x640 (no detections), 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\51_jpg.rf.e81b33f9a670137cf824fd3393bb867c.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.0ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\51_jpg.rf.e841ff020ed6c138dbc76acfb8aa759f.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.3c25dfc11533cdc1b94c3348c43a5089.jpg: 640x640 (no detections), 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.4347f1a70794ed8a8a4054d3c1c1418c.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.4c25faba3551b69eb0ee6140cb13ccb0.jpg: 640x640 (no detections), 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.51b7e3f5e2aaaf5d4626de51ad101a43.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.61d68cc54799e2c48923d5f9dd130a36.jpg: 640x640 (no detections), 10.8ms Speed: 1.9ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.8986f1047fb396f9d816cfaed2b78294.jpg: 640x640 2 Potholes, 10.2ms Speed: 1.6ms preprocess, 10.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.98a4318251c074589c26d411304ad70d.jpg: 640x640 (no detections), 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.b1f29e9a2778e6a1eb0249c6cbb986e1.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.e6424e3af67854b0cd4eb466416adb98.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.e8ea9befc9a6218ca2c5dff1e6169639.jpg: 640x640 (no detections), 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\52_jpg.rf.f4ba9e2874b42729f186b5f729471c4a.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\53_jpg.rf.0cb5b36926b10c4db6ac756d0ed45427.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\53_jpg.rf.19eb6dadf68edb8c1eb12dc53e67a00f.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\53_jpg.rf.1e052114532ffb1aa9b332889a750b25.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\53_jpg.rf.3feb6a26bea238b9d7553edb6a5556a4.jpg: 640x640 3 Potholes, 10.9ms Speed: 2.0ms preprocess, 10.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\53_jpg.rf.4a37002f0f4779de33f918412e44cbe8.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\53_jpg.rf.788b3907e4f18d66a14fa7bdb9d7f25f.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\53_jpg.rf.7c186b21ed4de9ae8d83d53bf285dd0b.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\53_jpg.rf.b5fe4062b0d98467875667489e7d306e.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.0ms preprocess, 10.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\54_jpg.rf.1e8f4b758cbc1c4f6bdad75b300de003.jpg: 640x640 1 Pothole, 10.8ms Speed: 1.7ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\54_jpg.rf.3f713aee953455e403ab98a2f8a6ae73.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\54_jpg.rf.772ae2347615cb4e883b5fef79697c77.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\54_jpg.rf.81d032da003462adb64f7db6fb490b8f.jpg: 640x640 (no detections), 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\54_jpg.rf.8b71b99576cb9dd8d7778ab48b5b7e21.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\54_jpg.rf.b84db7e1b42b0d7c7ed91d3308a462e8.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.4ms preprocess, 11.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\55_jpg.rf.6ccbd9503b2bbbdede65b33c4967229c.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\55_jpg.rf.75ad85f512ec2a8e286e6dabcde50dfe.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\55_jpg.rf.79c845d633761c5e592ae24285d31aef.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\55_jpg.rf.8040af3ebbc4fe25b790d2af32b65040.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\55_jpg.rf.8bf2d11945c8fd661d56606892f5675c.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\55_jpg.rf.eefa98acfc3389805eb3b605a08903d6.jpg: 640x640 2 Potholes, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.09b4778d45478c2538cbb1ec449d013a.jpg: 640x640 (no detections), 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.107d6c5e8160739e7e9f3303112f9fda.jpg: 640x640 (no detections), 12.9ms Speed: 1.8ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.281217a6eb8284219ebb837b44e4b49b.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.7ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.304a86771d27b896bddce0816ed5221e.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.4ef8c1b8d1755babd683effb63efa36c.jpg: 640x640 (no detections), 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.656891b8019abae7030388d030fac404.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.661b40ed19dd09c5ce08de12adaed5bd.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.68fabf5459382690b4b46ecf7fe7979f.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.6ms preprocess, 13.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.be0e4f568ba1f3f668c3e20751a27e04.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.7ms preprocess, 10.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\56_jpg.rf.efe1359250110839d9d8be18b13538ab.jpg: 640x640 (no detections), 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.06c416b945415ba59187c332e6aa92c5.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.3ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.0c5d294e47e6777311a8e2459ee05fe2.jpg: 640x640 (no detections), 11.2ms Speed: 2.4ms preprocess, 11.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.2e11597c2d6f597413a3109b4aa97e9d.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.35a6c79a1063a2d9a5255b86716436f6.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.5ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.35bc50566974f4ee7a3306505bd58e7e.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.394fd6bd6ebc9ff19480fc34060d190a.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.6ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.52a26d5e193483bde4cc8d5e46aabd30.jpg: 640x640 (no detections), 10.3ms Speed: 1.8ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.74c21c8ebc4950e01771149378e28460.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.7e2f4faaa8e0038395ea0ac34d20937b.jpg: 640x640 (no detections), 10.4ms Speed: 1.6ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.a4ca0fcdd89368d690a4668920bdc362.jpg: 640x640 (no detections), 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.c8be5451e938d1f2f86f4b8a052e73ff.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.f15f0b7d120fcb28be2c2375f98e6076.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\57_jpg.rf.fe7efba37a1b3780ff958c3f5207740d.jpg: 640x640 (no detections), 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\58_jpg.rf.459dc0efd28ac8ac4f59f029a47da7c4.jpg: 640x640 (no detections), 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\58_jpg.rf.4974557380fbf0d563547feb3ef5ed76.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\58_jpg.rf.59ce9e526c12d23ea81df046f8bb7a89.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\58_jpg.rf.7d3a36814007e225e169c5a0030afd36.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.2ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\58_jpg.rf.a0348280a0804db3cf46a4b01a4a1c8e.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\58_jpg.rf.b604574fce23f52157e2d4ff6af6a77d.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.9ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\58_jpg.rf.b7160c5631fe9a0ef1233b69c26a6a42.jpg: 640x640 (no detections), 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\58_jpg.rf.d4f21f467682514077438932966d27aa.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\59_jpg.rf.0f1b51346b88fb12e7ecf4055b1e4c32.jpg: 640x640 (no detections), 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\59_jpg.rf.7c41d5c51979f6592c88b77628d4140f.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\59_jpg.rf.922796ca216f64643ce9ea0cfe8f2893.jpg: 640x640 (no detections), 10.5ms Speed: 3.5ms preprocess, 10.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\59_jpg.rf.a606aa7777953dfe2589e9259d317940.jpg: 640x640 (no detections), 13.3ms Speed: 2.2ms preprocess, 13.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\59_jpg.rf.c42d0124d8a680fa6efff1d93306245d.jpg: 640x640 (no detections), 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\59_jpg.rf.d68a9964b6e9537ae6cc98c2d2c50015.jpg: 640x640 (no detections), 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\59_jpg.rf.f93d6f77d3c17105c6f3e58243a2b995.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\5_jpg.rf.323bc4af529c778652c9c3e70823bec0.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\5_jpg.rf.45efaa3a8d720d90a8a3c20e1dca060b.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\5_jpg.rf.9f54e0f88b25343b57b89a3c37d05a05.jpg: 640x640 (no detections), 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\5_jpg.rf.b2f6b79d63040705acc1c1e0d534f150.jpg: 640x640 4 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\5_jpg.rf.be72068f2b967d79f9acaed0281fefb9.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.0ms preprocess, 11.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\5_jpg.rf.fed81d056b2411d0f8a06d59eac58246.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.27c87e13a213bbd5f70bfc29526ae0fc.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.2c92ca46b2be3d06a3350f576b2e39d2.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.57444b6f29bb3e0a32f7c645f436e985.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.64091bb5d45b4ec35d28477d989e7b1f.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.673c504c7a32d726eb1c1ddc35cc2c0c.jpg: 640x640 1 Pothole, 11.1ms Speed: 1.8ms preprocess, 11.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.940effcac70b4163ab9a319119663f7c.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.bdb407cdda3a21dceefaab0376ccc650.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.c02bbc3466be49ce936d081fc84cb99a.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.5ms preprocess, 15.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.d5164610606b64261401ebfd3da58f86.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.7ms preprocess, 16.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.d8fb1d004a6e75248149e4828ccfe380.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\60_jpg.rf.ee461953474b1c8be6d6ac05513bfd9a.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.0eeefa6887fa644a81ddeeaa92036ff0.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.23cd185854e9210cf115179f2fa82e22.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.6ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.5c792c61bde090240310f64bc5824085.jpg: 640x640 (no detections), 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.5caa9fc13bdb0a67e8973f9223da91bd.jpg: 640x640 (no detections), 9.8ms Speed: 1.6ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.92f4319c3528b9b84c07ac6e8eaff3ad.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.a37d1c7d0ef3973429ec0f3736475edd.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.6ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.a533cf7b1ee88434c5fd3fe763f34939.jpg: 640x640 (no detections), 10.2ms Speed: 1.7ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.c8d28a19fba0fa01b755fc5b137a4473.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.dd8412d5d1c2b48f613885d84059c7c4.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.e23efc48fd7cb81115b9c26a58ab8264.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\61_jpg.rf.e94c2b4ff87073a2e8ab3b65e6df11ab.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.170e7d75d0911c3511be0d73519e6964.jpg: 640x640 (no detections), 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.1726288a5fcb0826da0fff2ad9cd2ee5.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.20799a7a3e9af4fe2e34edb0136bf4be.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.4e57d1dbf61e4897c77331fd162e2c1b.jpg: 640x640 (no detections), 10.8ms Speed: 2.1ms preprocess, 10.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.67b4c9950509458d875a8bb7bb0e3757.jpg: 640x640 (no detections), 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.6d65341bb9684a0c6de502733fe5d29a.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.a7bd43c50631f50e500c24940ca5ffe8.jpg: 640x640 (no detections), 10.4ms Speed: 2.5ms preprocess, 10.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.c0597a68ffec647036e2f6969035b5be.jpg: 640x640 1 Pothole, 11.2ms Speed: 3.5ms preprocess, 11.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.c271b6c3a6a351aa4ca5c8a145ed6683.jpg: 640x640 (no detections), 9.9ms Speed: 3.3ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.d466dbaa057c04c0c7f7dae91b6216a9.jpg: 640x640 (no detections), 11.3ms Speed: 2.7ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.eec938a3fc8998ee719afe0fa558c707.jpg: 640x640 (no detections), 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.fca8e53afea7156098c98e95c5a95495.jpg: 640x640 (no detections), 15.3ms Speed: 2.2ms preprocess, 15.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\62_jpg.rf.ff0ef4f0201c9ebdcaf71cbac3ea3997.jpg: 640x640 (no detections), 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\63_jpg.rf.0c247d4aaba060c2ddcf955a2bd85fbc.jpg: 640x640 (no detections), 15.9ms Speed: 2.6ms preprocess, 15.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\63_jpg.rf.33f714835aa45cef922f8fa630d1f2f5.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.6ms preprocess, 12.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\63_jpg.rf.392b7c9423a50487df3fc277969b8477.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\63_jpg.rf.a4b4ff32f0218f8548f377cc50dc1cae.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\63_jpg.rf.b95d60848789e03d6710ebfc9db6e535.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\63_jpg.rf.d27b9fcf2cbeb27e6cecd334edcf21e0.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.5ms preprocess, 10.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\63_jpg.rf.d5c53d858ed20eed8028f2f87570d9e9.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.1840a21d6258a176b271ae4a66952100.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.7ms preprocess, 10.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.1ee1cecb2cdd2edc2b7e8fa5f8ffbcfd.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.237b88e1183c5dd1288db1639302f26d.jpg: 640x640 (no detections), 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.25f53e4ff01d54f6996f9d037b7908e0.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.354c465f8ba2abfc43c9876155dc11c4.jpg: 640x640 1 Pothole, 10.9ms Speed: 1.9ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.49d6dae3a01ca6510416e26149e1cd28.jpg: 640x640 (no detections), 9.8ms Speed: 1.6ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.51f660c9b26314cc50c854dc106f494a.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.6b1530db66d3f5f0f38049be9a79bb9a.jpg: 640x640 (no detections), 10.5ms Speed: 1.7ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.85e6111efba9721994ce1308a6e77fa0.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.954e655fd449dec306c11a17555bb901.jpg: 640x640 1 Pothole, 10.9ms Speed: 1.7ms preprocess, 10.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.b6651ba07700e747b9c837d3c5e4e061.jpg: 640x640 (no detections), 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.d843edb26cf4e5f474ea1ef2a7e9c420.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\64_jpg.rf.ed4ff8149e178eb0e752f2d27397cfba.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\65_jpg.rf.33d1f80bfecc6da7f97b2d94e976bccb.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\65_jpg.rf.3bb31defd3202b18d51584aa284198ce.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.8ms preprocess, 11.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\65_jpg.rf.666532f176ad98f4218c56d95ad4df3e.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\65_jpg.rf.7b2342948e69b691c52aadad0553cbb2.jpg: 640x640 (no detections), 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\65_jpg.rf.861de5e55725fb3cec901dfb3a921d7b.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\65_jpg.rf.be25bb68795e0039f2e0e6f791b96c16.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\65_jpg.rf.e0f9e840200bb52c9fb53ed27979fc08.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.0d6afd9e6b0ab6459c4cbb4bd517428a.jpg: 640x640 (no detections), 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.3019b3e9818df4c630dff1dc79a17ff6.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.610d7e9aea10e33219af9e649a674cd6.jpg: 640x640 (no detections), 10.9ms Speed: 2.1ms preprocess, 10.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.74eac1eb3312d719930a455ded232093.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.8d5c54a996902db57d8e845fcd1aa44b.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.a5f79e074790d12bb65337e46dc75b49.jpg: 640x640 (no detections), 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.bcb4b9376d87af2d6301f63c4a36ad18.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 10.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.c26ee9817afa99f47955fb789cbe407e.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.8ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.c82a76fd27b04bd33f155a01b40fa2d6.jpg: 640x640 (no detections), 10.3ms Speed: 2.6ms preprocess, 10.3ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\66_jpg.rf.fe45d1969964406d80c32335de388ca7.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\67_jpg.rf.09ec3e25d007a81110061fc8cf0dd0f5.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\67_jpg.rf.12f71acbad890492190c1ab730e0d6e5.jpg: 640x640 1 Pothole, 11.0ms Speed: 1.7ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\67_jpg.rf.2694befad1f83353c05d10f2624a5d41.jpg: 640x640 2 Potholes, 10.3ms Speed: 1.7ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\67_jpg.rf.7171abcced54258ec0ac8207bf861080.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\67_jpg.rf.80b2b3c0d33b8bd419f742b9925a85d0.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\67_jpg.rf.9e2a08b30e6bd36377b58cc9c1ab817c.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\68_jpg.rf.5eaf6fdf07a86c308c59c136f484c522.jpg: 640x640 (no detections), 10.3ms Speed: 1.8ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\68_jpg.rf.87f72138cb5b5a331fd96a9d26122359.jpg: 640x640 (no detections), 10.5ms Speed: 2.7ms preprocess, 10.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\68_jpg.rf.9652180205c4a1f25a906846dfb1d05e.jpg: 640x640 (no detections), 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\69_jpg.rf.83cff871fe588c964af60a64cbc6ca3c.jpg: 640x640 (no detections), 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.29242c790b485be753a768ed66f484bd.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.658655dcbaa83f52702d1a803095c1c9.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.679a4fe2c1a3167297664d09ecf8649d.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.682666c9ce55d6a7e96a1476d3534d64.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.9ab4cedb3b47f4782c5bcaebbcdd040a.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.8ms preprocess, 9.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.b44d0a083cb53138357ebb805de8f6af.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.c05b51ef9bf7e5191b2c5c9a01d4d3e1.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.2ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.d291acffc431463b819b08d70bc5ab74.jpg: 640x640 1 Pothole, 11.7ms Speed: 1.8ms preprocess, 11.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\6_jpg.rf.db7bb9e01a1f1fb9c39e5a0bcebbd57d.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\70_jpg.rf.38f33b4c014020a62d7f36ece06d47c4.jpg: 640x640 (no detections), 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\71_jpg.rf.706597926ddcae4d253ce011fd438573.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\71_jpg.rf.8b8b6bb04932951aece1a6f4614bf5f1.jpg: 640x640 1 Pothole, 10.8ms Speed: 1.8ms preprocess, 10.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\72_jpg.rf.0f9b862c52531f89ecee809359ea31fc.jpg: 640x640 (no detections), 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\72_jpg.rf.60015d30a657c906304e0f52fec35a7c.jpg: 640x640 (no detections), 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\72_jpg.rf.8532455f39c17bccad83ce40c664064b.jpg: 640x640 (no detections), 10.9ms Speed: 1.8ms preprocess, 10.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\72_jpg.rf.9c2505693ac10cfc1bd71c55f0e8ff67.jpg: 640x640 (no detections), 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\73_jpg.rf.6d1cda5189340d7d603362238177e676.jpg: 640x640 (no detections), 10.9ms Speed: 2.0ms preprocess, 10.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\73_jpg.rf.7e23062d3d5ec7741e1d88031132cdca.jpg: 640x640 (no detections), 10.6ms Speed: 1.7ms preprocess, 10.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\73_jpg.rf.94ef1346116a47786ed37491a831f6e8.jpg: 640x640 (no detections), 9.7ms Speed: 1.6ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\73_jpg.rf.a0cc04f4911b768cf014acc3c1d32f2a.jpg: 640x640 (no detections), 10.8ms Speed: 2.2ms preprocess, 10.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\74_jpg.rf.48114b5882f94a0d067daf72d2b9fb58.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\74_jpg.rf.4b43d6227e8d7c8350cbf2693759aa24.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.6ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\74_jpg.rf.610ac825734dfcc2a50f868cc4bcab11.jpg: 640x640 (no detections), 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\74_jpg.rf.78819a7990bd3d810c460a356d5d4866.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\74_jpg.rf.8ca6b9f776d0259605d564017b8863ee.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\74_jpg.rf.9461f263f4a3405042e4ca6e51303b3a.jpg: 640x640 (no detections), 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\74_jpg.rf.c57498aff75376ade984afd33aaf2828.jpg: 640x640 (no detections), 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\74_jpg.rf.fde001939df454d4cdb4107e0daee99a.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\75_jpg.rf.68b670b2b22904426f5fa634eb666c71.jpg: 640x640 (no detections), 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\75_jpg.rf.e6d7b18f0ab928506a2b5acee8208c77.jpg: 640x640 (no detections), 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\76_jpg.rf.10d17f09dabc4a0b5f86fe6211524cdb.jpg: 640x640 (no detections), 9.8ms Speed: 1.6ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\76_jpg.rf.1c71a0f510e35c7950d987693f71137b.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\76_jpg.rf.26ac5080c022421ebe63bfbc4a11c3de.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.4ms preprocess, 13.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\76_jpg.rf.6915b9dd76969a1223b2dfbcd2bde907.jpg: 640x640 (no detections), 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\76_jpg.rf.8bb4e70198b0d7bc543ccaa6814a9e48.jpg: 640x640 (no detections), 12.1ms Speed: 2.8ms preprocess, 12.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\76_jpg.rf.a811bc1c43333a49edb119d5c89f383c.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\76_jpg.rf.addbe457e624ead584cce826f6895bf0.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\76_jpg.rf.b2948ff1f73808c45af91b57a937b39a.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\77_jpg.rf.702624a315d25a76d247f631287cdac4.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\77_jpg.rf.728770cfe2525312917258b9b8f419e6.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\77_jpg.rf.7c88419dddf6c30a40bcfcff9a6cafbf.jpg: 640x640 (no detections), 10.5ms Speed: 1.9ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\77_jpg.rf.8a43cae6b9ac06d2b9d60a5870b500bc.jpg: 640x640 (no detections), 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\78_jpg.rf.0aa1a4df3b184042ea9ef02f89fc1ce1.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\78_jpg.rf.1ef9de11b184dd3fc18e46776a3ba8b5.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.6ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\78_jpg.rf.5ae38c8349666d346d6af26742c763a4.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\78_jpg.rf.728d9d798cd2988a137e89f73c32d060.jpg: 640x640 (no detections), 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\78_jpg.rf.a3b080fdf59db25e0841310dab81cae1.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.6ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\78_jpg.rf.c3fd4ae996d77752dda6ffede450b434.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\79_jpg.rf.097b0642ae31b7de8494a1457fb18e9c.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\79_jpg.rf.b75b911fb171381ff4a80087f698c084.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\7_jpg.rf.06233da80ba622d6f6b12241ba530a06.jpg: 640x640 (no detections), 11.0ms Speed: 1.9ms preprocess, 11.0ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\7_jpg.rf.23b17938913e52c4c366c9ceed561319.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\7_jpg.rf.248e1bfe9023032d86da7fd452f8d418.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\7_jpg.rf.25629013572d8fc228ec0b48785f7cd5.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 7.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\7_jpg.rf.2fc04bdb8531a65fa6a0a2d25d4efd52.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\7_jpg.rf.3d7b77c16d35b0802315092480475e7c.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\7_jpg.rf.5d242f5620c325a1c7132bf42befd21a.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\7_jpg.rf.b2dd48b9100017c58f09e428f07d6faf.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\81_jpg.rf.ed1afbee3900c6895c99e7b555396162.jpg: 640x640 (no detections), 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\83_jpg.rf.37fdfd172ff84f8cdf2fb519b63be6e9.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\83_jpg.rf.559315565af707cb61a9ea62b27b5d36.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\83_jpg.rf.61660f3a078837d3013ea6a3fb7ac04a.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\83_jpg.rf.d129ff3c0bada74a3af95f49d9e91c77.jpg: 640x640 8 Potholes, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\84_jpg.rf.1d798d7ec60d25f16d09d575b169d586.jpg: 640x640 1 Pothole, 10.9ms Speed: 4.0ms preprocess, 10.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\84_jpg.rf.43879b4f1db3fbee891308206cd7d667.jpg: 640x640 1 Pothole, 10.9ms Speed: 1.8ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\84_jpg.rf.44b67f7023214b2d8e9e4b1043f6d02d.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\84_jpg.rf.6a69baaac0a07ea81f881a097b10161a.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\84_jpg.rf.c4809110b71d438136ed19443970d4f3.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\84_jpg.rf.eebf78086637aca61874ecde605b4b77.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\85_jpg.rf.91d121d971e57b00c7f9329ff0c183ab.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\85_jpg.rf.d58ac6d22b51c6721819abf572b010b3.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.1ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\86_jpg.rf.09ba2d3e884db0bd5fd8b4fd0c59d5bf.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\86_jpg.rf.20f89a2e2fcf33a20a80b2853bf8a6d9.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.0ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\86_jpg.rf.8fd67c49b2e9b05d84ac20050c13bdf7.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\87_jpg.rf.28e029a18001820665a86f317db6594a.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\87_jpg.rf.d749716f10457e131cb14c105466a136.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\87_jpg.rf.f0b58016f116ac007c452d6819997182.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\88_jpg.rf.420ed916ed9cf43e30c2763d34c6c453.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\88_jpg.rf.dd8e7e198d8817fd94bfd015f75dccf3.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\88_jpg.rf.fb7c3698d06e702104c31d86a6e52bea.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\89_jpg.rf.21a28c1ae37ac4dc075058d66467f97c.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\89_jpg.rf.3913cf00230e0f9c13d7efbc503ef6db.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\89_jpg.rf.7a9ba93b205cc4c5e9a86dabe9979867.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\89_jpg.rf.cc4b94df287e9010ac30ae1d734d8efe.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\89_jpg.rf.d60941d51cf020905571b9fc5b0c9e64.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.296abf2759de3156335a97872f45e557.jpg: 640x640 (no detections), 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.421aa24fbade53c298396c701e415c35.jpg: 640x640 (no detections), 10.9ms Speed: 1.9ms preprocess, 10.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.62ee6e71e03603c9724af6347cff7d7f.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.7ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.6a3c9bd0d8a85266335fa6d13e229691.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.8fe981ab28b474137b7fc0ef40bee25a.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.95d38bd70d55d55de52aad9a3ac073bc.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.9d84d11bd30e702f5a55d4e506ca9eb9.jpg: 640x640 (no detections), 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.9fe441ce4eae5b0a8ba2f8b6f131bbc1.jpg: 640x640 (no detections), 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.c28b985a22a9fb26e347d5c8833aceee.jpg: 640x640 1 Pothole, 10.7ms Speed: 1.7ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.c78a7f93f173852e4d6ff69cc5ced746.jpg: 640x640 (no detections), 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.e55dd6363cccce92e400830f8c5a49a8.jpg: 640x640 1 Pothole, 10.8ms Speed: 1.9ms preprocess, 10.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.e82ca02c48a81418d2d934b779b3a2f6.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\8_jpg.rf.f0b5aebd1a99b3ac0e7f06789dfb60be.jpg: 640x640 (no detections), 10.9ms Speed: 3.2ms preprocess, 10.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\91_jpg.rf.523537c521f5e392745f484b0f74e759.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\91_jpg.rf.8b8a4fab063a5f5ed7642b27ed5b190f.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\91_jpg.rf.bd71a52567df9551a888a0db9840ca91.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.0ms preprocess, 10.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\91_jpg.rf.d8b2badcb6aef077a3f66b1129183c3b.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\91_jpg.rf.d8fdaead855c17a1d336051d975e2426.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\93_jpg.rf.8d503fb3f5f628a25da937c69aa2eaea.jpg: 640x640 3 Potholes, 10.9ms Speed: 1.7ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\93_jpg.rf.be3cb0445edfac6fd410f24300e17ca1.jpg: 640x640 1 Pothole, 10.9ms Speed: 1.9ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\93_jpg.rf.c7bc7c5ba200a8a7bc33807784f6440c.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\94_jpg.rf.3b9bfd72ddc56ea1caade1cf4c873574.jpg: 640x640 2 Potholes, 10.3ms Speed: 1.7ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\94_jpg.rf.927a8ed227cc026cfb78780ce3367649.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\95_jpg.rf.068acbba14b74561949859df86257037.jpg: 640x640 20 Potholes, 12.5ms Speed: 2.1ms preprocess, 12.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\95_jpg.rf.1c32f302aed36d96bb0f99307156dea8.jpg: 640x640 10 Potholes, 10.9ms Speed: 2.1ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\95_jpg.rf.31644b17f3c2bb013bb18a69ad905d0d.jpg: 640x640 6 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\95_jpg.rf.3d4f5cfd131da23977a443a568e223e9.jpg: 640x640 18 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\95_jpg.rf.c0393a8a944a2a62353f337ac41ce8fa.jpg: 640x640 20 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\96_jpg.rf.2099442cee862364cc6e50c264bd2505.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\96_jpg.rf.326870ea1c9b058d1bc9bd84b57f9c44.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.9ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\96_jpg.rf.3de2d5bd44dd1c5787b944bda48cff9e.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\96_jpg.rf.3e1563e668e64ffe579aef4cfdc98651.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\96_jpg.rf.5054045054726b5c40f775edbda4bbd4.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\96_jpg.rf.c3f9dee27007900dea4a27c90e45d221.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\96_jpg.rf.d67214441a232de1a3de7e73fc27f347.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\96_jpg.rf.e9a95d8253fb20f2f3d116d92b98d408.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\97_jpg.rf.4c0548c56dc3a9272ff7e3ff3f11eb41.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\97_jpg.rf.7a5c6c1d08d817413243d03ad470c291.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\97_jpg.rf.892bd65362a9ec0f4ca694c5e5c0144f.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\97_jpg.rf.9a89d993d693c880a456426356a7c4b8.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.3ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\98_jpg.rf.1dd062b76379afc49db7a7e6c66bbcea.jpg: 640x640 (no detections), 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\98_jpg.rf.35135f1fbd52f2984fd4a4b83dfb0738.jpg: 640x640 (no detections), 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\98_jpg.rf.43614c9f1baf0036ec67ffd9385768d6.jpg: 640x640 2 Potholes, 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\98_jpg.rf.4d1205f65be91573c8e9aceda6579103.jpg: 640x640 (no detections), 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\98_jpg.rf.5ac1ed5519e90eff5f6f4895b62462a0.jpg: 640x640 (no detections), 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\98_jpg.rf.ca6a49b5a3badfd92d7033b387436420.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.8ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\98_jpg.rf.f014120628dc83b843c2a4275dfa8035.jpg: 640x640 (no detections), 10.6ms Speed: 2.7ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\98_jpg.rf.f54f420116743a8ba65d58e8c784d96d.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\99_jpg.rf.2c5b02c99c98528b9c093001b1d9b226.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\99_jpg.rf.68ace516775f0a3f75d520c6ec3f6b07.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\99_jpg.rf.781bea4ffc0ff5deb992c7f783ff1df8.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\99_jpg.rf.b76d0c709a83c49a91c5515580549330.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.001458ce1646bda4ac90a4ac647746bf.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.04c8de32dcb7176687810dbd22358453.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.11a65f16debd218fc73de9fc6434a4d6.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.484a56aca2359443d4e1827d4e2963cd.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.7d64045033ba7f909055ea12ef069b33.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.8997b0200b9645cadfce9d15f7ca3c0b.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.93cf6d7a7b617c092a3d20371c8ac0d6.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.ac30bfd42fef5a9096eed592e20c8dbe.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\9_jpg.rf.d08d43226d88f88ee03deffd508a378a.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-100_jpg.rf.74531307208d8183030ad48e92f33e4a.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.6ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-100_jpg.rf.924e9871ffcbc8ac9b73f1d87fe0d2bb.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-100_jpg.rf.e195cdcc196be769f5132f18f87196c1.jpg: 640x640 1 Pothole, 11.7ms Speed: 1.9ms preprocess, 11.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-100_jpg.rf.f32786c77644b721a7a1c424c944a745.jpg: 640x640 1 Pothole, 12.2ms Speed: 1.9ms preprocess, 12.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-101_jpg.rf.13cf1193432d5898ee5f44ff686d5164.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-101_jpg.rf.3039bb0b4123c1235194499e949bb0c4.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-101_jpg.rf.547cf73ce661586e247ca129542bc496.jpg: 640x640 2 Potholes, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-101_jpg.rf.5af184e37ce1f9e0ff79411704830ee1.jpg: 640x640 2 Potholes, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-101_jpg.rf.a7a59302d4aa4517733d5431b8674c96.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-101_jpg.rf.cc4a1f39075255ed894ff1b2e49e90d2.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-102_jpg.rf.04a5e55596c43682a2eb900ffd1c93b4.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-102_jpg.rf.8187d7e9e16bc33df96f82b0bf41a8fd.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-102_jpg.rf.82953df5976234c0ee7deffb6d82ebc8.jpg: 640x640 2 Potholes, 10.6ms Speed: 1.8ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-102_jpg.rf.850b63ff8d9d0a03206be906af160095.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-102_jpg.rf.9a3df02c791e253b64408f694d7ec27a.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-102_jpg.rf.ebf358894ee1ae2f6ce26d4a4e702a7d.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-102_jpg.rf.f77c50fbc4d897b3ca82cddb784b94fc.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-103_jpg.rf.53c5234bffb5b28927d83efab2f9543e.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-103_jpg.rf.a0c38aca51ed452132cccefd0bbc3ff1.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-104_jpg.rf.031611f1c27a2402297c3fc73ecd2718.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-104_jpg.rf.7f4e745e5f0e51245f17c11d8c9e7cb2.jpg: 640x640 2 Potholes, 10.7ms Speed: 1.8ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-104_jpg.rf.975a5936b4f26aec058ed43a254c5d33.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.6ms preprocess, 12.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-104_jpg.rf.b3eef6b317efae56e6a9eaad43b79a01.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-104_jpg.rf.d5b410734e93eb8f70bb3509b0b46245.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-104_jpg.rf.decb3e7dca11d729ccba5a05a9cf8ced.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-105_jpg.rf.7629d4cd45a52923b64d468c07ead989.jpg: 640x640 (no detections), 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-105_jpg.rf.95f683eea49e33d3e410e5c377551c49.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-106_jpg.rf.1dd72e253dec205924f55c991987fa80.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-106_jpg.rf.744b996ce51b82a32e5e9d5edc641999.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-106_jpg.rf.82cc222f2130a6f1f9af96a941923939.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-106_jpg.rf.ebf3946d44a6ce334629c8a4a8d89593.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-107_jpg.rf.0b24ff69fcb02a665acc2129e571c03b.jpg: 640x640 2 Potholes, 11.6ms Speed: 2.1ms preprocess, 11.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-107_jpg.rf.1131c52e55d6a9849efcd59850e98e05.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-107_jpg.rf.2acf26923d40ef503ad3e67e9aa34ca0.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-107_jpg.rf.2d7c27cda9948c068e55fbcd22350edb.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-107_jpg.rf.34947e8f08019d40c6252e8b5224e74a.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-107_jpg.rf.8effb682e8899327acd178aba973e0c3.jpg: 640x640 2 Potholes, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-107_jpg.rf.a751c595603769ecf67617bffe2dbac2.jpg: 640x640 1 Pothole, 10.8ms Speed: 1.6ms preprocess, 10.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-107_jpg.rf.cadb72afc6f2d242edd2dffa260f8fe1.jpg: 640x640 1 Pothole, 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-108_jpg.rf.209f6ce1b2c27c11074fd926380c0779.jpg: 640x640 3 Potholes, 11.9ms Speed: 1.8ms preprocess, 11.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-108_jpg.rf.337e600155b03c9fe0c5edd85ed8b410.jpg: 640x640 5 Potholes, 10.8ms Speed: 2.0ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-108_jpg.rf.36983d729e1e0f150318614326337996.jpg: 640x640 6 Potholes, 10.8ms Speed: 1.7ms preprocess, 10.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-108_jpg.rf.88ee8f4119072ebf7af554e3857563be.jpg: 640x640 5 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-108_jpg.rf.e7e2f2892ce34a31107a952a225015b7.jpg: 640x640 5 Potholes, 12.1ms Speed: 2.1ms preprocess, 12.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-108_jpg.rf.eecb198f77811316970cf184d5e6d972.jpg: 640x640 5 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-108_jpg.rf.fe2180885dd8b34ffc91856c25b5be24.jpg: 640x640 4 Potholes, 11.7ms Speed: 1.8ms preprocess, 11.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.3035079657a5dc29c7a13a46078d1b8c.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.39dfed5f44a2be0afd6764de65e8f50f.jpg: 640x640 2 Potholes, 16.1ms Speed: 3.3ms preprocess, 16.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.631574b267129b90b7d32eba04b69aa1.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.6f3a616408d81697a3f84ae3e5652e1c.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.78ebe2ceeda62f3f14cd5d6542231842.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.7916559f53d931df59b7ccbfd3791fb6.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.878252c8b52cc57d19b45f65c81bd954.jpg: 640x640 2 Potholes, 10.2ms Speed: 1.7ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.8b594e4272c134d8e7834968ac5a3edc.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.b72cc271602f6681f7adf33b53365e7d.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.db895c4f0f69689620471a507f3b7dad.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.f44922a6ebfe057adadc580b9e9e4e66.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-109_jpg.rf.f70cc0abfb5f1a0474cebcf82e7d813b.jpg: 640x640 3 Potholes, 10.9ms Speed: 2.0ms preprocess, 10.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.0e7af123abae68a976541008e2a364f0.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.3555d4a43338733f8436c224d9d7b692.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.494f7fc9e7d897786e276efb513ea5c7.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.4f7dde1dc6435388a3753d541120ef5a.jpg: 640x640 3 Potholes, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.8dc054fd67cfbc8dc31848ece9aed176.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.8f46da55bd9981f8bcd9036b49e3464f.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.908fce02932ecd7b268e8d2d042c8175.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.4ms preprocess, 13.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.9efab48d752f9f2323bcb9e3e0a7247f.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-110_jpg.rf.bae19943a5e7fb2f47593f5c83c504bb.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-111_jpg.rf.873dad09ab352fd5fd7a9db8431de897.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-111_jpg.rf.c037f9402291c8364b42a158bf1421f9.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-111_jpg.rf.fa261452cbbcbd2920234cc998ca3784.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-112_jpg.rf.93d02fdd46632270a914dbe3fcda695f.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.1ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-113_jpg.rf.7440283eafd29e8416a47b500e864604.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-113_jpg.rf.76497cc02c460390541debbe8ea032a7.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-113_jpg.rf.de1bf38295024e28173ac3e651662d69.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-114_jpg.rf.68c70a59c16c6174c96874a41d1314f2.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.6ms preprocess, 12.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-114_jpg.rf.dd6b0c77470b828a252d792e4da2b00e.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-115_jpg.rf.1ee244ea3ac36e401b9cc11f96462b35.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.6ms preprocess, 11.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-115_jpg.rf.28eea047d536bb6342dec0fae6c3c423.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-115_jpg.rf.5dead11742f93729684d8afcadbe6830.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-116_jpg.rf.044a85b680b95e6a678c5a378c5af173.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-116_jpg.rf.969025735fb8dd14b1ef0dc2cf34f88f.jpg: 640x640 1 Pothole, 11.3ms Speed: 3.6ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-116_jpg.rf.b5ae697ada9d7f0b58d4cf8aab3b1ff2.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-116_jpg.rf.b62e265511d3fb81edb7db7c8824fe97.jpg: 640x640 2 Potholes, 17.7ms Speed: 3.8ms preprocess, 17.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-116_jpg.rf.c72fdb955f5679dea5507ef6fc19fe3c.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-116_jpg.rf.dcad373fdd59d9adc4ef58a722e4614f.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-116_jpg.rf.f25e914465991c95e997231dde811ae0.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.8ms preprocess, 14.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-118_jpg.rf.4dddd5bf2982bf39641b20f27cc46f6f.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.1ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-118_jpg.rf.5639785fc628f8e40fce2e8be29617d9.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-118_jpg.rf.76f195cacbec96a3668fcb553e149cb0.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-119_jpg.rf.4dfa630d4c3f27f688d85d1a75ea201d.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-119_jpg.rf.be4844029d4b769050ef759d20dc6f3d.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.3907d0106faac88e2d5a4374e020924d.jpg: 640x640 2 Potholes, 17.3ms Speed: 3.9ms preprocess, 17.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.4066f32c084373ab3d3f5876c1807bc3.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.44825f952d44bd8e51c768fda29d3de7.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.57a9b11b9869e0748c002dd0cb2c3e3c.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.597938aa33200af542290adc20831680.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.6217d85d7e16641c30fd7b950d36698a.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.6bde03431f9edf6aebe6d80f4d450c27.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.7db007e7081e1fee554a429d78cf2966.jpg: 640x640 1 Pothole, 10.9ms Speed: 1.7ms preprocess, 10.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.ac790cd37b394985929fbae56e9199fe.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.1ms preprocess, 13.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.b35d12c87df12e9852b152e13ee48676.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.ba4aec6f68e1ddda7abcd676a7c0db84.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-11_jpg.rf.ea9ad10e3641d5732b9a882f4b041896.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-120_jpg.rf.7582465f7f847507573225a79aa0715c.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.4ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-120_jpg.rf.8795e5b1e36a7cb35e4640fbceeb2aed.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-121_jpg.rf.1cb6e10c76480a6a622c898458011bda.jpg: 640x640 2 Potholes, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-121_jpg.rf.51bdaa729e804e14ba1aa882dcf4eaeb.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-121_jpg.rf.add76457c2acdc43639ca08c19dc5032.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.8ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-121_jpg.rf.c1f0531380e00b119ac1141768180161.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-122_jpg.rf.22ee4bd47a65464a6156eb9c4321ea52.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-122_jpg.rf.be2c523a5e29f3f37db583049932935c.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.0ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-123_jpg.rf.1083ae70000934ad6834bcfba2835366.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-123_jpg.rf.468329485ae13a1a3da31a6ea2d9e768.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-123_jpg.rf.604ad2c7b17dd0afae95d103ed078f30.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-123_jpg.rf.c571148a3a91f22d7c0818b44460e991.jpg: 640x640 2 Potholes, 9.9ms Speed: 3.1ms preprocess, 9.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-125_jpg.rf.294159d98cb1375469797fbe40423ac7.jpg: 640x640 1 Pothole, 13.3ms Speed: 4.5ms preprocess, 13.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-125_jpg.rf.39c54127699db5c0d3f72cd677e98d4c.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-125_jpg.rf.63faa5e8be753315d3448c5b915ea2ab.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-125_jpg.rf.68da0cb4ec1323e19af4cd4a9eac3bf6.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-125_jpg.rf.78ec459978a763ae7cd7579db4eaa90b.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-125_jpg.rf.ad3665935258dcc2dee1cf219b65230c.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-125_jpg.rf.f18a92da2bbb424c0e586dc7be109e5f.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-125_jpg.rf.fb8a44f3185b247af163cb0c4ca8bd70.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-126_jpg.rf.45629dc7c23264b9aa50e7423f7046f5.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-126_jpg.rf.5424a39900649955d97a24f1e71ea006.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-126_jpg.rf.68a81ea7b5da60a054b9420f62483b17.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-126_jpg.rf.6f874c1606cf7c5ca4f03c892272c8ec.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-126_jpg.rf.81b7af2a98b33abdfae973afe11d8ff3.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-126_jpg.rf.b7d77c3b74a3a0db456c605afade2a23.jpg: 640x640 3 Potholes, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-126_jpg.rf.f7b79602345504898fbe5fe440328780.jpg: 640x640 3 Potholes, 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.2784cfb94221522b53239833540eb61f.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.6ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.4361a327a87bedf7f7cbccc7867abc96.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.5d19819bb91660a21ccb5fdf867646dc.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.647ddf2ba58fa61c016aa203ae52da4f.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.6db0d999c2e9de18185ed7f5d6729558.jpg: 640x640 3 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.880b974201666e71598e84dc9b2046fc.jpg: 640x640 2 Potholes, 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.89fbbf36dba9398839c283f8f7625daa.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.a81331db13af37dc23fe9ad5f9b18a1f.jpg: 640x640 2 Potholes, 16.4ms Speed: 1.8ms preprocess, 16.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.c5576e1ff3d0ddde3595ed2f1ba13a51.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.2ms preprocess, 10.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-127_jpg.rf.dd3533d9e050c4fdc822d83c8e3e9b88.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.022e8b97ed1481ba9e68aa142be41c3c.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.2ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.3915271d4e2a6a70692a524c188a4e42.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.1ms preprocess, 13.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.39c34875601d720204f75ac453aadac3.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.3ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.3ad557a1e397ead5d7cae3857647cf8c.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.572aa32e2c9a598cdc9009c2978b3cf5.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.5ms preprocess, 11.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.8f24b2536f767575b9984bfa24a907ba.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.8f294356ab6e4df75a46bb43aec198e2.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.6ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.a7f995fdeb9f42096887312e3f990cc9.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-128_jpg.rf.fd6853f681a8d3e05a0f4a34b336c6ff.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-129_jpg.rf.24379457603468a93aff12517d8ff736.jpg: 640x640 3 Potholes, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-129_jpg.rf.62798663d0e491f7e543d1342058236a.jpg: 640x640 2 Potholes, 10.8ms Speed: 1.7ms preprocess, 10.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-129_jpg.rf.b7d71cb581fce2f1e04ec5878f3f7dff.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-129_jpg.rf.e372d61a04d46258070c6853a41be4fa.jpg: 640x640 2 Potholes, 10.4ms Speed: 4.0ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-12_jpg.rf.20fa2b887e7911bf9a2510d616a7f184.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-12_jpg.rf.2c017c0f936fb0c22891a8bff0b78536.jpg: 640x640 (no detections), 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-12_jpg.rf.70e859482ac3d155599f5d8d93200f4e.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-12_jpg.rf.740ddc3d6517dfa853b2a16f1a04aabd.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-12_jpg.rf.b28f4c3295e6b44398d2cdf4c3501824.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.22e7d67c04e397c8e85255e18271210b.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.41d8732c1144f21c9cb208493e5ff730.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.47e443c868e2c5bd1abf906b0a210699.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.71b42835cb59132b81fc5cf26acfa20d.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.a6ef452f1ddc6a526e97d7a173b17cb7.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.ae34a33dbfe729ad509069c634dffde7.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.d979fd65cb6a8f49a89d00f13fea5b17.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.ed051ce506b05508c8cab127b288db9e.jpg: 640x640 3 Potholes, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-130_jpg.rf.f62076f28f58e13bab63d4f703391b8e.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-131_jpg.rf.40deade3d01a129529505bbcb66cdfa9.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-131_jpg.rf.4ef8a5bbb4e060775b1635393fa14fcf.jpg: 640x640 1 Pothole, 10.6ms Speed: 1.7ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-131_jpg.rf.ae9cc0a2e996dba695e99110088887f4.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-131_jpg.rf.c42f10df52bed6c37c63162921ee5272.jpg: 640x640 1 Pothole, 10.9ms Speed: 1.9ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-131_jpg.rf.cb17ba31d313d58c09abab5b92d73c12.jpg: 640x640 2 Potholes, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-131_jpg.rf.df5c6b53a748a61a62fc985f44c42717.jpg: 640x640 1 Pothole, 10.6ms Speed: 1.8ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-131_jpg.rf.e61f589daf7715f91c82b02753df18f9.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-132_jpg.rf.14dc4a2e2f5124b422777a3ed55d995e.jpg: 640x640 5 Potholes, 10.7ms Speed: 2.6ms preprocess, 10.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-132_jpg.rf.263b5130e33dd94cc12ab38b1661e0f7.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-132_jpg.rf.314d4546a412c109fd6dfda7f54e8d36.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-132_jpg.rf.753997b253ce14e15544f44cb4d6a91f.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-132_jpg.rf.79a81c44335be6ad0ba017a49f9f6939.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.4ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-132_jpg.rf.a283c2120b85b2eac8b144c5a5f51cd4.jpg: 640x640 5 Potholes, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-132_jpg.rf.cae40241e1e9544abc8149064c59ce3e.jpg: 640x640 2 Potholes, 11.0ms Speed: 4.7ms preprocess, 11.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-132_jpg.rf.ddaaa083b9e08cea5d48c717fe35037c.jpg: 640x640 3 Potholes, 10.7ms Speed: 1.8ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-133_jpg.rf.4950d254e2f8f65ddff81ba2f7a11e73.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-133_jpg.rf.652e504af74633214fb77c50637aac58.jpg: 640x640 1 Pothole, 12.6ms Speed: 1.9ms preprocess, 12.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-133_jpg.rf.65ea5e3c0529faa2a97ca12522695f6c.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-133_jpg.rf.82652826a0c1ed71fc09c611038d7903.jpg: 640x640 1 Pothole, 10.7ms Speed: 1.7ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-133_jpg.rf.8b5f7507dbdfbf673e95e4ee3c901979.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-133_jpg.rf.9450b85e61737d69e5778a91b4f3203d.jpg: 640x640 1 Pothole, 11.9ms Speed: 1.8ms preprocess, 11.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-134_jpg.rf.2f4b4bb590e9ab54a4f8c6f0168a820e.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-134_jpg.rf.83d94d3a64f4e720287fcae672a0cccf.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.2ms preprocess, 10.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-134_jpg.rf.cbe6413cce2c8ee27c9f3c6bf5941075.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.0d8568b0284d3f3114c6421cac595ef4.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.2ms preprocess, 12.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.1b596014b7db74fad98170232b1e350d.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.6c134c18c7a3c74510087151355a2250.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.75e36d169260f1dc3545b6099ae79627.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.909efd37d15d3204e06516738d99fbbe.jpg: 640x640 2 Potholes, 11.1ms Speed: 2.7ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.b177e940b0169d57f8e6f412ce4d0a90.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.b86b41177d2720adfd1268fc95375f0d.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.e6ebc7116a8394a5566196a50e8ef23a.jpg: 640x640 2 Potholes, 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-135_jpg.rf.fc78e85e7e7be6372d786c5e50fa02b1.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-136_jpg.rf.3b8742f98e618a0e891e4b83383f42d9.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-137_jpg.rf.0d7a7725cc2eb7682165eebdbe1b230d.jpg: 640x640 1 Pothole, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-137_jpg.rf.1a049314a709298418e2e5fc72913a07.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.1ms preprocess, 11.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-137_jpg.rf.fc230046b9fe218ee46d17d8117710f6.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-138_jpg.rf.0e3b245b2766d134df95868873bc0e64.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.8ms preprocess, 10.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-138_jpg.rf.215f1c6cb1c912d859301bcdb30e9834.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-138_jpg.rf.2e7a5a224985c9274477d5ab70ab1fc7.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.6ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-138_jpg.rf.98ebd8fdf376a4a9bace5bf500c62bf0.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-138_jpg.rf.a270fafc7de6d7d15b10e4416ce0121a.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.3ms preprocess, 14.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-138_jpg.rf.abe6b7d61b2c7861247fd2124cb6abd1.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.1ms preprocess, 11.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.0377c1b1b806929702869e4d7cc7da60.jpg: 640x640 (no detections), 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.04951a4917a8a58342050476f55e5af8.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.165cfbf0af0fca1efb9454a43bdf4dea.jpg: 640x640 1 Pothole, 12.0ms Speed: 1.8ms preprocess, 12.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.3d4b3984b629bf574d807f5ce70d73fb.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.3e0c5deb64ccabb4f0e46ed7844f706f.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.4dbca78b73a0a25f1ecffcf5cb095b2e.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.53a217608d36c6edb51eee5f8a667d27.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.0ms preprocess, 11.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.728c56747b11a37b1ed7d956f6d58190.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.8e1291d2de66e266b45d9a6648aa0a12.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.a299b01f496f49e5fbe19522e98dad86.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.bb7ceaf778a0e554886749d2457729e5.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-139_jpg.rf.e6d7af7c653efed8f06ed8a2f9c6d0fd.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.0bca52cf3396797ce883b87d4ab01094.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.4b4043cc4bd3f334778e925da0df8dcc.jpg: 640x640 2 Potholes, 10.4ms Speed: 1.7ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.a4b800c425acf2b77d72ca3958e7db49.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.b315c12f836446fe9c1997d1e9204ab7.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.b71c2f1fee39134cc94aa6eef481e803.jpg: 640x640 2 Potholes, 9.9ms Speed: 3.0ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.ba2d5473cf3d9b321bfca7baf2989702.jpg: 640x640 5 Potholes, 11.8ms Speed: 2.5ms preprocess, 11.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.bb2da38ee7379a535ff9ab8c69a8ed10.jpg: 640x640 5 Potholes, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.d34575a941fb5e879818584a7e6cabfa.jpg: 640x640 5 Potholes, 10.0ms Speed: 3.4ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-13_jpg.rf.fdc3f7fe9052460b16ccecf76524c3dc.jpg: 640x640 5 Potholes, 14.8ms Speed: 3.1ms preprocess, 14.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-140_jpg.rf.4a1fe4bd9b61830870618cf10ecba2b4.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-140_jpg.rf.cc5fc3cda4c59c25087472d546565bed.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-140_jpg.rf.e2fb01774964115822a567a679f09d5c.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-141_jpg.rf.08e39d6ffd860d2e0d7f6e326ee0bef5.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-141_jpg.rf.11757c08f37c75a58af5f1eee4bdc271.jpg: 640x640 5 Potholes, 10.8ms Speed: 4.0ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-141_jpg.rf.6cc9420efc6dd9cbf5a130ec982cb770.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-141_jpg.rf.a9a16cd723121fc3159585b7fa2541c4.jpg: 640x640 6 Potholes, 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-141_jpg.rf.dc690e7a66b9d528f369cf502e158c81.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.1ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-141_jpg.rf.dd91c31fb29bf9b758945ae2e9ba511c.jpg: 640x640 3 Potholes, 10.3ms Speed: 4.3ms preprocess, 10.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-142_jpg.rf.1074287504c3c98dcf58fe7060f3e756.jpg: 640x640 2 Potholes, 13.4ms Speed: 3.5ms preprocess, 13.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-142_jpg.rf.469d9aa840b501c8a67959756600e269.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-142_jpg.rf.56425a5ae83b41b75e141f6e4395869c.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.3ms preprocess, 13.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-142_jpg.rf.a2e88886ec51dde6f5ec920be74fdaa6.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-142_jpg.rf.ae883691f773aaafc4f5c1b5da44f5b0.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-142_jpg.rf.f5f5c3818d5e944a47ab95dd2bf22b85.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.6ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-143_jpg.rf.1b42f798b65d437cc585c5fdfa9f19c5.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.6ms preprocess, 12.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-143_jpg.rf.2d389dda49b5de1f64f579d37e5e76e1.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-144_jpg.rf.08f11914f7390bb2e19b0f278b2ec133.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-144_jpg.rf.19fafdd0684b693fa59b11b2e7960488.jpg: 640x640 2 Potholes, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-144_jpg.rf.75aa02fadaecbdff63cf159f14eee441.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-145_jpg.rf.112d4fd05b8a017dd33caf82f5f39e77.jpg: 640x640 2 Potholes, 10.7ms Speed: 1.8ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-145_jpg.rf.160fa1cc0f2b418ddc5b890df91e3298.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-145_jpg.rf.2f7112f34318d63d4fe8a9647d16d6f1.jpg: 640x640 1 Pothole, 10.5ms Speed: 3.4ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-145_jpg.rf.77325d022091841d295f3a190cca4ada.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-145_jpg.rf.a7493c01258c5f6e324106b421ccb019.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-145_jpg.rf.bd11ed80853e7ff65c25d7044e4ca4e5.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.7ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-146_jpg.rf.1c1ea91f93a00d653634597473c19fc1.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.8ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-146_jpg.rf.b107d4964076983962c7e0e70947f1d3.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.8ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-146_jpg.rf.eb0e3627d393ed5a105b21467a5a2848.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-147_jpg.rf.7de6bc26281f0d5df82343df6d1d5475.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-147_jpg.rf.8f9af3348c63ca869a16008d5288ac90.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-147_jpg.rf.d993ae9c20648ff6368ffcf6587c2ab8.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-148_jpg.rf.2d3654d80409bae0ed2fc82feb968d11.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-148_jpg.rf.8b3cf25cbb7e6f0c1b928f70d91a526c.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-148_jpg.rf.fb5b7946cc300a74a0b1c53ce2c1e3f4.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-149_jpg.rf.13b67929f9907aeb6cee7a7d3cad9213.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-149_jpg.rf.22bf1cec575138f5ff4ac14a1221463e.jpg: 640x640 1 Pothole, 13.2ms Speed: 4.3ms preprocess, 13.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-149_jpg.rf.8cf81bea4ac0a4508a47b0abf2cbd2f6.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-149_jpg.rf.c1357dd322292f9eebe9eff346dc2758.jpg: 640x640 (no detections), 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-14_jpg.rf.73543d252c5eff05116830e17556b5ac.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-14_jpg.rf.7a97591cdd5152e4a2326c44cfdc3cca.jpg: 640x640 2 Potholes, 11.3ms Speed: 3.4ms preprocess, 11.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-14_jpg.rf.ac87e10d2701b6557d98e6a6efe5720f.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-14_jpg.rf.b735e0481a6d6f5edd1b3e1d8413ed68.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-14_jpg.rf.cc44b7ff178db8e0781e156d056ca1df.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-14_jpg.rf.d1e3cdd3edeb27e8b5ed8f6757faf061.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.48e211ffaf4f6d4c998e49618ccdaeab.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.7ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.509a43c7d1db0446d71a6178b77c6ea2.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.559854830b9abe2ce55f50b9f27e34d5.jpg: 640x640 2 Potholes, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.5f169d9f488e87c2c8eef75895a563a2.jpg: 640x640 2 Potholes, 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.7666ac2838becd61b2ff7872188c8891.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.799f8c4a1ef002d85cb1cec03eec6c7d.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.6ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.7ae823b9e7cbdd039406cccf4b550a98.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.86326658e00602b9884336d36f43668e.jpg: 640x640 1 Pothole, 10.9ms Speed: 3.5ms preprocess, 10.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.a608d3e642834bd015b258a388358aa1.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.1ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.b33d6883e25acad491bdcc96b3014c2a.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.4ms preprocess, 14.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.c34aa09fe95c6c1f3b0088dea52b8ced.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-150_jpg.rf.d9eda59d3423f5dc2a0f08cd727d54ef.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.1002cbb94fd88efc7cd2bc1a1ac3a1ce.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.20851b4d1e1be052b8f52232935b6035.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.3968ed0485aab1b916a2531e0487c200.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.7ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.54398ec67be1c7897300aad0e6faf005.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.7ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.5792f3a18f089c7b8aa9c53f3f2cfca4.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.5d53739f5b143d5fd52431d1d5c59ac6.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.8ms preprocess, 10.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.60dace93c5f7073761917e4352da00ff.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.63be13817b853e68ffb1ac69f7206d55.jpg: 640x640 2 Potholes, 14.5ms Speed: 3.7ms preprocess, 14.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.87f875998b15874861d20527c34e7e71.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.8d3deeeab027475651c6034b5327189a.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.f3d6ccc484898123eb8b363e4fae11b2.jpg: 640x640 1 Pothole, 10.8ms Speed: 1.8ms preprocess, 10.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-151_jpg.rf.f81686f7b4c726a54d99cbd82e9f9162.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-152_jpg.rf.288659f5e4b565f82a07169722e2e5e6.jpg: 640x640 4 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-152_jpg.rf.3c8daf388f153fefbb686ace0bd4683b.jpg: 640x640 3 Potholes, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-152_jpg.rf.96c8a1d3affabdbf5af905f758eb09b9.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-152_jpg.rf.a2cd177f64fc890ecb494838d59b0afd.jpg: 640x640 3 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-152_jpg.rf.a7161e3f39da07bec38debb87a0c0a42.jpg: 640x640 4 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-152_jpg.rf.aa4803c03c1d91973c578376d6207c2d.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-153_jpg.rf.044283d3d044678b8242a9caada5bf41.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-153_jpg.rf.2835f8cf55e4e12ad280766ff0aa567d.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.4ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-153_jpg.rf.29aee94614e6b3f5f176a877230b1df0.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-153_jpg.rf.5ce831042ba670f8ff6bef028dc868fa.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-153_jpg.rf.6e4e98f189ea0bc5535765b72acdf535.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-153_jpg.rf.b169a814fa45e8fbb84e161b9a337210.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.1ms preprocess, 10.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-153_jpg.rf.e04e932134831188afcd956d9b4ad193.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.5ms preprocess, 12.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-153_jpg.rf.e7f17e537e983acef00e59b642385f28.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-154_jpg.rf.4ab3f714f6d985e17c425c412f50f154.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-154_jpg.rf.a671f49f29c01b40d4be9e144f70dc78.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-154_jpg.rf.ae62fe0d7f8819f9a1712e78f746a955.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-154_jpg.rf.be54f4a5880123b8f09f544b8298a4fd.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-154_jpg.rf.cc2736b8aeae8850bd911061ba964561.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-154_jpg.rf.d7938bb8d1640313ba17b5d16a76a846.jpg: 640x640 2 Potholes, 11.0ms Speed: 2.4ms preprocess, 11.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-155_jpg.rf.109d0ef3029041d5fb07a87c44919464.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.7ms preprocess, 11.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-155_jpg.rf.8e9343311b2fe8003b3290826a56ecaf.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-155_jpg.rf.997eccb99db7260f1be2664dbe4dc490.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-155_jpg.rf.e7362b4593835cd931cc4c55b0d7724e.jpg: 640x640 4 Potholes, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.2830c655d20f751e76a2de8e3ac5746f.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.2b850f4fafbe1013959dbca58d4dd8f8.jpg: 640x640 2 Potholes, 16.8ms Speed: 3.4ms preprocess, 16.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.4508e17a65fbe74173fc8db5133b4cfd.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.6a1317138107b3b3984f982d76ee95c8.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.6ddcfc693d7259a17de2ce5016948ec7.jpg: 640x640 1 Pothole, 10.8ms Speed: 1.8ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.bd5f95fe917d346b6f7924ca0b06a6c1.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.cfce66ea06e99eadfdf090dc43fe7932.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.d8aa4906e385290b1a3d4e1353ee7f74.jpg: 640x640 2 Potholes, 11.2ms Speed: 2.1ms preprocess, 11.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-156_jpg.rf.dbb6e560877fe67ccfc70440b335fc79.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.1ms preprocess, 12.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.021c6c2799cbddde54f8f362b91465ff.jpg: 640x640 2 Potholes, 12.1ms Speed: 1.9ms preprocess, 12.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.0eadacf21d8173129f231b5ef7dde755.jpg: 640x640 2 Potholes, 10.1ms Speed: 3.0ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.170971056cf3e681adff48b3e87ed2c8.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.21e112af0ff121633b0498d9e5173552.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.32e7886ddab41b717b2a98c06c7876cf.jpg: 640x640 2 Potholes, 10.1ms Speed: 3.0ms preprocess, 10.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.3c71e455c21f9e83d734b6d3949a64e3.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.3e3a3932070ab99380b55a44e7287165.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.53d31e029029b3791fea070e67535e53.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.7ms preprocess, 14.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.65fa7aa09d11980e7f63c2ab166e6e81.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.6c8cb004792d8462105675898e92e1d0.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.701d5c5cc7edede7157692636fe0c76d.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.785801139fb7e09107af06e2039848ad.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.abe3710d83b6ed058a1cd1df592f73d5.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.7ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.ea4158e866609b2d37f2351adfdece16.jpg: 640x640 2 Potholes, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.f598d9bd945083117e6b6033781cbf4a.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-157_jpg.rf.f78fed23120cd688e9b8e3b839784199.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-158_jpg.rf.18ed388a7f16bdc5d621973e77b4b88b.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-158_jpg.rf.af6c41a1e2aae17a1530eb2397a0f408.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.8ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-158_jpg.rf.d2dba362139f3f68d94ab6fa3bdea7f3.jpg: 640x640 1 Pothole, 12.5ms Speed: 4.0ms preprocess, 12.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-15_jpg.rf.2d11720f47f346334fed33c55c884137.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-15_jpg.rf.ae48b25e3ae3e0ff3557c5cbf7701d10.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-160_jpg.rf.0e74435787dcf768845dc6a9eb515f95.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-160_jpg.rf.2d701d32eff1790123abfdc41cbed433.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-160_jpg.rf.779391cef8e551f5081228baf0577942.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-160_jpg.rf.85f821eda6dc30a76b532af4be280788.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-160_jpg.rf.996613c432684b8d7261a42b78168b32.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-160_jpg.rf.d67e4cddbbe8af47a97f4fae7497db00.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-161_jpg.rf.26c2f531c79b24bbb9fe69ca596dac9b.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-161_jpg.rf.27b2220910d7784902ff15a4a1d02f32.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-161_jpg.rf.5e0889cdbc33e9467828275a6b72f73f.jpg: 640x640 1 Pothole, 10.1ms Speed: 5.7ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-161_jpg.rf.7ff6c8ce493961a5d30e2ac15def4c5d.jpg: 640x640 1 Pothole, 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-161_jpg.rf.dd9610122cffe5107b62ff8b01be0ffe.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-161_jpg.rf.fe99d003852a4ece79a14d4835d05c60.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.6ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-162_jpg.rf.26a8677697d5ed40accd796f502c8304.jpg: 640x640 2 Potholes, 10.9ms Speed: 1.9ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-162_jpg.rf.43725485843a415a0f253105e3255921.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-162_jpg.rf.69177550d76004468e8f6a5066db6593.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-162_jpg.rf.947c9753a6d6f99f0de352f351fa4eeb.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-163_jpg.rf.64a22368ac6a7a20ac8314214b96faef.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-163_jpg.rf.938f062809301c3c2c3565fb38bfe57a.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-164_jpg.rf.13a62bec0c44c957dd6ecdee8565f754.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-164_jpg.rf.5e2df5a4a6426a6b23c12fc886b23592.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-164_jpg.rf.6022f7484fbddf0896006c772fa17fad.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.2ms preprocess, 10.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-164_jpg.rf.7e8359b9b2491a53ade021adf0d3e046.jpg: 640x640 1 Pothole, 13.7ms Speed: 4.3ms preprocess, 13.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-164_jpg.rf.9dc2df98c2e2b16c41118aa857f8b1bb.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.2ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-164_jpg.rf.e0510ebe32fb42d1b91b8378ddd3ee21.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-164_jpg.rf.e2005cd7f4ad38a1e8c4e76db98216f1.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.2c93a977003fc4aa7d4767447f114ecd.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.3001289c4cb4484644c3e40dc90809b2.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.32412ac4ab911f2be1340acf5e8af2a1.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.37e37c5e073c579c94b743dde5986e7c.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.3d2e9fdb29733b232f01bf0673d9ab7b.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.3ee382a3c294286e0049563fc92ae283.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.1ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.4d554b411cbc43a0cdcba85f6808b14d.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.8a7fd7e132f6d42d642be6394f12de58.jpg: 640x640 1 Pothole, 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-165_jpg.rf.f613eade475c408b5f737cedbd278865.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.2ms preprocess, 13.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-166_jpg.rf.47b108be88c93766919f1e06fe9c0747.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-166_jpg.rf.6160a926350420b5749db45d6dfc45dd.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-166_jpg.rf.ac232def3d3c1b5205de945805c20a06.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-166_jpg.rf.b3d14c408f691e3c13d7e246c3856305.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-166_jpg.rf.b3fdf3fdea79eafba73312a10c2e1dd4.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-166_jpg.rf.c8455af299340b857a49ebe5f5b4f266.jpg: 640x640 3 Potholes, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-167_jpg.rf.485f136dbbe37c467ff77ddb89709c43.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-167_jpg.rf.6ef4fb326f191119db8687a60f5e9234.jpg: 640x640 2 Potholes, 10.1ms Speed: 3.3ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-167_jpg.rf.7a6a47289dadb523c1c90e9e3968adca.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-167_jpg.rf.87f01ee790b1661d0d4f3f9c85602f88.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-167_jpg.rf.d38faa83bb7cef1a0187b2c50e5e1c3f.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-167_jpg.rf.e744a8732e9872c967999a7643e07207.jpg: 640x640 2 Potholes, 15.5ms Speed: 4.8ms preprocess, 15.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-168_jpg.rf.1441700132a0c853c739686db562a0b8.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-168_jpg.rf.63afa90c8ad5ff78d056372678bb28c4.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-168_jpg.rf.81872163b24ab3fec82990c7413e3d3a.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-168_jpg.rf.ac391b0630f8b4ecbf881a8b49586ec7.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-168_jpg.rf.b998e4466a300c149959d2efa7789bef.jpg: 640x640 2 Potholes, 18.1ms Speed: 2.6ms preprocess, 18.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-168_jpg.rf.bd0a2d238348223bae6245b9cc7a34a7.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-169_jpg.rf.a68fb4117d3583d229844d8745978976.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-169_jpg.rf.add679aa4ac0d41dcc24de2a490c88b8.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-169_jpg.rf.eed5dc724cdf1bd181861ffba623ffab.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-16_jpg.rf.52a78cea73758c7d03d2925b589672f2.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.3ms preprocess, 10.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-16_jpg.rf.6c9667b3cf0931cb4e007bee487d33f7.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-16_jpg.rf.77ad482ce5cf7b3463a9d0b0c3318481.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.6ms preprocess, 14.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-16_jpg.rf.7a5b002f081c52b8c72772a0493fd809.jpg: 640x640 1 Pothole, 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-170_jpg.rf.596366721a14300a5d512b2b5867b0ab.jpg: 640x640 2 Potholes, 10.8ms Speed: 1.7ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-171_jpg.rf.5be2220d2992973c547a8b3b8cebf636.jpg: 640x640 1 Pothole, 10.8ms Speed: 1.7ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-171_jpg.rf.737e7849b9752e5d133cb66162671b3d.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-171_jpg.rf.82c9159cedd690ec71fd13c2460872c0.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-171_jpg.rf.b613fd01ce8a0d8b15591961d85d1979.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.5ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-171_jpg.rf.cb12a7473b5f7faf092f11eb157398dc.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-171_jpg.rf.cc7f21f795e49641d2cdf132bceebe64.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-172_jpg.rf.459e083bc35d04e841aec0955755f462.jpg: 640x640 5 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-172_jpg.rf.45f77e3e25e7936955f1fe0e34da024d.jpg: 640x640 5 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-172_jpg.rf.62fda1a83138ee381a6fa41d1ba262a5.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-172_jpg.rf.7c33700a36f22381e4f17dfcfc1ff07e.jpg: 640x640 3 Potholes, 12.2ms Speed: 2.1ms preprocess, 12.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-172_jpg.rf.9003c4f8f3076938afa286e6d7f2093f.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-172_jpg.rf.a337d215ee49474f7db2ff2a138785b9.jpg: 640x640 5 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-172_jpg.rf.f0037e25a31dc57df639347d6201d2fc.jpg: 640x640 3 Potholes, 15.9ms Speed: 2.6ms preprocess, 15.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-173_jpg.rf.460480145ea0bcbf0fed8d3719eea826.jpg: 640x640 (no detections), 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-173_jpg.rf.5f668c18df039555074d3fb7c53e99fe.jpg: 640x640 (no detections), 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-173_jpg.rf.882d41a7d30d39c38249d81c03fa4f3c.jpg: 640x640 3 Potholes, 15.1ms Speed: 3.7ms preprocess, 15.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-173_jpg.rf.8aeb462adc807e2b0514a33d13546355.jpg: 640x640 3 Potholes, 11.5ms Speed: 2.7ms preprocess, 11.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-173_jpg.rf.ee407a8c058d7752e6d104b2c32a2dec.jpg: 640x640 3 Potholes, 9.9ms Speed: 3.6ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-173_jpg.rf.fb815589df190f0adcaa8fcb5f65250c.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-174_jpg.rf.3ba2b9c7517bd4d011385ec546e8f175.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-174_jpg.rf.5397c6a87d18fa6991a4f6b857d9b7f0.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-174_jpg.rf.f6db5db0c420e088635305e68cdbc811.jpg: 640x640 1 Pothole, 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-175_jpg.rf.88d5652679513ba073bdfe8fe6b40935.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-175_jpg.rf.94fa4dba88efe110368d3df7db855394.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-175_jpg.rf.abf9a0576a335f55a153239824e3abcf.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-175_jpg.rf.d2e944ca73aa1dcdf4d4a121ac07bd46.jpg: 640x640 (no detections), 10.2ms Speed: 3.3ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-176_jpg.rf.07deaa1ea616002dc78cc9a9924347ef.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-176_jpg.rf.28169e990247cbfffd07d34bcd9c4266.jpg: 640x640 2 Potholes, 11.8ms Speed: 3.6ms preprocess, 11.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-176_jpg.rf.dfb8d7b38e4113beea15b670daf62898.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-177_jpg.rf.0ad9d14d2b00a89484d464811dc398e9.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.2ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-177_jpg.rf.5584b4120764e60aac1a3fc7f6df9179.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-177_jpg.rf.5934d535c49bf6f6f9fe5883a664534b.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.7ms preprocess, 13.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-177_jpg.rf.663f4a7007491780d18597214b957cb9.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-177_jpg.rf.72e8868fa7db4cee139973ca8a67e800.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-177_jpg.rf.958b57555972b8af7c556519154330e5.jpg: 640x640 (no detections), 10.1ms Speed: 2.6ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-177_jpg.rf.d2e9a997c57231fc8bd9277da91162e4.jpg: 640x640 (no detections), 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.04525ecaa6092c37bea72582f637b7bd.jpg: 640x640 3 Potholes, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.0e065e6704cbac58f2e015e184cf99ae.jpg: 640x640 4 Potholes, 10.6ms Speed: 2.5ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.292f061be00c5cce59d611e3c13de4d9.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.38d361e8e9f15184e9ed602cd1aa5ddc.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.8451d4870bfbb15911fcf6d3c7436890.jpg: 640x640 1 Pothole, 19.6ms Speed: 4.1ms preprocess, 19.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.91929a8fc7e09cc2521ce52da18885c7.jpg: 640x640 5 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.9d1e631346bec26aa94034a0eae95bed.jpg: 640x640 1 Pothole, 11.4ms Speed: 3.1ms preprocess, 11.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.be9266acf1ee9d68541cca33649b757b.jpg: 640x640 5 Potholes, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.d4a7bc3200c02a884d15936898e2f731.jpg: 640x640 5 Potholes, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-179_jpg.rf.f2c170e9d903e6d73105aa5c17096642.jpg: 640x640 5 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-17_jpg.rf.2337146a716aaad7786f778d90adb5fd.jpg: 640x640 3 Potholes, 10.0ms Speed: 3.7ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-17_jpg.rf.7182fe24f9fc0b0083dca5aa283c08bd.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-180_jpg.rf.10abd5e2aa5d79605e54f7cf54a937cd.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.1ms preprocess, 13.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-180_jpg.rf.611a6c671f705ee82b48fdd7d850c836.jpg: 640x640 2 Potholes, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-180_jpg.rf.88b9a0cfb5b15e262a2e39bc3fd96da0.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-180_jpg.rf.d64bd24aba99211925a9122f63a7683c.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-181_jpg.rf.0e210b7432414e8e07979edbabd95a84.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.7ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-181_jpg.rf.15084905a8e1fb074b383f0f56f97041.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-181_jpg.rf.2f7d678ffdca154513bb504f3f554354.jpg: 640x640 2 Potholes, 10.5ms Speed: 1.8ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-181_jpg.rf.58cccc0626cc7334f9ae75194027006e.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-181_jpg.rf.5e4b12013465aae17486255a4cd5a633.jpg: 640x640 2 Potholes, 10.5ms Speed: 1.8ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-181_jpg.rf.af903b0ebd910ec6afc4e169d499e121.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-181_jpg.rf.d392438bde034f1ea1f6afbcdc0b29dd.jpg: 640x640 2 Potholes, 10.1ms Speed: 3.7ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-182_jpg.rf.2c41572a802412819bd60135412370db.jpg: 640x640 1 Pothole, 13.3ms Speed: 1.9ms preprocess, 13.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-182_jpg.rf.376a47eb07f51f9a0e382d1b6718e223.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-182_jpg.rf.ab14def8a71e10a69869be216ad881f1.jpg: 640x640 3 Potholes, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-183_jpg.rf.26a58d255e77fa7d01ed0a1ed6738cf5.jpg: 640x640 2 Potholes, 10.1ms Speed: 3.1ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-183_jpg.rf.442846d5ee7526813f48dd14285b8227.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-183_jpg.rf.4c04409564628279fcaaafdb2b94b5d6.jpg: 640x640 3 Potholes, 15.8ms Speed: 3.4ms preprocess, 15.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-183_jpg.rf.73b833cf6bc03ef65f5a42ae9c826a92.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.6ms preprocess, 10.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-183_jpg.rf.ac677a4a2615736db7d9f13acea0df9d.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-183_jpg.rf.decca1fa479a90388b16948bd8d6f767.jpg: 640x640 3 Potholes, 11.8ms Speed: 3.0ms preprocess, 11.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-184_jpg.rf.2422927792a9d609ff126a890fce0cc4.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-184_jpg.rf.bd51a58a33ea7f803da7428d228877c7.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-184_jpg.rf.eeb079c2b7040b54437f535f1c3cdd0d.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.6ms preprocess, 14.1ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-184_jpg.rf.f9189c791769df8eaed29b5ccbe91f1d.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-185_jpg.rf.1596feb800cd80e39f6052bb4b76f74e.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-185_jpg.rf.2c98ff20b02f4611a3665b8720a7fa68.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-185_jpg.rf.62238d79ce7f7a5a2b5ec248a75c3c5d.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-185_jpg.rf.90f2d424760727f6d0285d22f5449dbf.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-185_jpg.rf.ba78d45084b00bd64346748c718a0567.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-185_jpg.rf.ebc35d6e95cc8da458c133045de1fa2a.jpg: 640x640 1 Pothole, 10.2ms Speed: 4.2ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-185_jpg.rf.ebeeeb67495d2f047b0e1185793af7c2.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-186_jpg.rf.2471ce900c880ceb980d7af944e83b43.jpg: 640x640 (no detections), 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-186_jpg.rf.3b9d90d3f0afda6789caa7576cbda7b9.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-186_jpg.rf.3ce936c3eedd1b6e714b7ed08ca25439.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.3ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-186_jpg.rf.4e97794543d9373e8b79634d3aad76b5.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.8ms preprocess, 10.3ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-186_jpg.rf.6772c9c6e80ae44206807c367930064f.jpg: 640x640 3 Potholes, 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-186_jpg.rf.78f32bf2a5f18a318e5e872b2aac1ee0.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-187_jpg.rf.5f6cd414efeb47c9222014d91c17f42e.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-187_jpg.rf.bc9b66d3e15f8ac2d553e03cebe19c42.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-187_jpg.rf.c8320a0f59cd021a6973afbde6cd1755.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-188_jpg.rf.00b10845a3e16a563f444720d0923deb.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.8ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-188_jpg.rf.1c89111d27d1deba72385c9cfbdb73cc.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.8ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-188_jpg.rf.1f9b9af8ecb9355eea12caea00681774.jpg: 640x640 4 Potholes, 12.0ms Speed: 2.2ms preprocess, 12.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-188_jpg.rf.6bec499d0a55a5572c47f0de21141421.jpg: 640x640 4 Potholes, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.14bcbd225a7d84e055ac51b1d1e5c821.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.1ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.25156e4129fbd0f2eecf5845772247db.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.2bd909009b73cc7f2967064b47b11e52.jpg: 640x640 1 Pothole, 10.9ms Speed: 3.1ms preprocess, 10.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.4b4f359c8b4f54245842db55a22ab0a6.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.3ms preprocess, 16.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.6abc9a1089162e2c554bb01d57ff1c7d.jpg: 640x640 2 Potholes, 17.5ms Speed: 2.7ms preprocess, 17.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.7a8304d4a92f0d954837b264b673646b.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.7b7f5aed126cec879b5aa6e4e507226e.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.9082b58c9709591842670650accdba2e.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.97371525e1fae8ac280a37fd46a60437.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.ae5c9c8910dd67ef9e1f78a1793476f4.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.6ms preprocess, 11.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.dd55f2be65b1e0799682e95a8a873a16.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.ec176e47c2a535fc229dc0c0a33a9733.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.7ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-189_jpg.rf.f4ac4ed1559d8f2af64eda09f0f76596.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.2ms preprocess, 12.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-18_jpg.rf.0c0bfbdc64fde391a0368e8b8e6f3e46.jpg: 640x640 6 Potholes, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-18_jpg.rf.527e02c827784e388759d37e9bb606c6.jpg: 640x640 3 Potholes, 10.3ms Speed: 2.6ms preprocess, 10.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-18_jpg.rf.5e984b73b9d6a105d2cd79d83da250d4.jpg: 640x640 4 Potholes, 14.3ms Speed: 3.3ms preprocess, 14.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-18_jpg.rf.75414add7e50df04c74793b55401c5e6.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.8ms preprocess, 11.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-18_jpg.rf.9401662b372708fc1deaeb00cb3b7486.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-18_jpg.rf.9600d6d6d712e4ee24292d0085f2b0ba.jpg: 640x640 4 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-18_jpg.rf.e776cb83084bc8f2a52f1767b81d259d.jpg: 640x640 4 Potholes, 10.2ms Speed: 4.9ms preprocess, 10.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-190_jpg.rf.7beae663cde889897474888f2ec379e1.jpg: 640x640 2 Potholes, 10.5ms Speed: 3.4ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-190_jpg.rf.8d52e1055d62e3725b4d45b389600ed2.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.5ms preprocess, 10.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-190_jpg.rf.e718cc23d3cb7bce04d18a5bc739e571.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-191_jpg.rf.3d28deb5003d08ddf0be8d8661236a60.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.6ms preprocess, 10.1ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-191_jpg.rf.404a49da063357f954612e18d4982fe9.jpg: 640x640 1 Pothole, 11.7ms Speed: 4.1ms preprocess, 11.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-191_jpg.rf.79a5baeeabdd10ea9913b28ad7e58749.jpg: 640x640 2 Potholes, 13.5ms Speed: 2.4ms preprocess, 13.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-191_jpg.rf.86102975bce97c538cd936836f6a8c8e.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-191_jpg.rf.9010ff8d3485eef235c8a58ba7bd4893.jpg: 640x640 3 Potholes, 13.1ms Speed: 3.3ms preprocess, 13.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-191_jpg.rf.a2fecb5b50115b013ccd0011cb1f5b03.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.5ms preprocess, 14.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-191_jpg.rf.aaa98eaf2b8aefc36ae8246bd2e23d2c.jpg: 640x640 1 Pothole, 12.7ms Speed: 5.1ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-191_jpg.rf.bfa0564b03c1e564ba96ccea8ba2d7c2.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-192_jpg.rf.016fd4468f69f96e4cb049191f6e9fc6.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.4ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-192_jpg.rf.2d6c7d170360c0a62f2434cfb1ddd87a.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.7ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-192_jpg.rf.ef0aa90cea659b269cfeba4d2906f6a2.jpg: 640x640 1 Pothole, 10.0ms Speed: 4.2ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.05334487a8877cfc48174bdf6d8960f2.jpg: 640x640 2 Potholes, 17.7ms Speed: 2.5ms preprocess, 17.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.681049eeee7958626d8718b8c3af2aa1.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.9ms preprocess, 10.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.b38bf8d9c52bc3077a8cfba15ff5a14c.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.b6d6833baed660312018c16eef387ae4.jpg: 640x640 1 Pothole, 10.1ms Speed: 4.2ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.d2fb02099de8c3fad94657925c0210ac.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.d88db21fc8deadd6d7b6212dd35bae9b.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.dfcaa0c3d2fa2b7ac0de66011548389b.jpg: 640x640 2 Potholes, 10.1ms Speed: 3.0ms preprocess, 10.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.e755c77b88ce427f031b143490c16a04.jpg: 640x640 2 Potholes, 10.3ms Speed: 3.1ms preprocess, 10.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.f5fcfc93b8ec3c1eaf8bf82f5b40eb50.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.3ms preprocess, 14.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-193_jpg.rf.ff797f41a55bebadad0def54abdbd2cf.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.6ms preprocess, 10.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-194_jpg.rf.2805ab1fefd752e4d8fb9f30916eeda4.jpg: 640x640 1 Pothole, 25.7ms Speed: 3.9ms preprocess, 25.7ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-194_jpg.rf.60117c6995dec5cd172fdae470bac5d7.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.8ms preprocess, 10.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-194_jpg.rf.988ed78f88bed754f1fa7da6ef0b293f.jpg: 640x640 1 Pothole, 22.7ms Speed: 3.5ms preprocess, 22.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-194_jpg.rf.9cd2db737cbdfe4ea26ed8d6ce59ab06.jpg: 640x640 1 Pothole, 10.8ms Speed: 4.3ms preprocess, 10.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-194_jpg.rf.b418fe243daec462c2fcda2bdac48dd4.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.9ms preprocess, 12.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-194_jpg.rf.b8112662480c1accc448e6751d47d301.jpg: 640x640 2 Potholes, 14.6ms Speed: 3.5ms preprocess, 14.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-194_jpg.rf.caaf1e9d29bd0f05caaaebbfe7d80e00.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.6ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-194_jpg.rf.f4c342d6440d65516f14833d87ea1b89.jpg: 640x640 1 Pothole, 18.0ms Speed: 3.5ms preprocess, 18.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.5c0ab3d68b7b95616adb79ac558333f3.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.6368b42ca163c1ac2969dcb8c6b9e3e8.jpg: 640x640 3 Potholes, 9.9ms Speed: 4.0ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.7ae70e56929ebb35dddcf762571ff4e1.jpg: 640x640 5 Potholes, 24.1ms Speed: 5.7ms preprocess, 24.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.93e049710c904b1409b123afde72bfc2.jpg: 640x640 2 Potholes, 15.3ms Speed: 2.7ms preprocess, 15.3ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.bcaab10b7e15b2e2612ce8576219fcde.jpg: 640x640 4 Potholes, 11.5ms Speed: 4.0ms preprocess, 11.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.bf9495615e0d32b59942037a96e4dae0.jpg: 640x640 3 Potholes, 10.1ms Speed: 4.9ms preprocess, 10.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.cfd046293d4a4121a30c15c304d9ba53.jpg: 640x640 3 Potholes, 18.5ms Speed: 2.7ms preprocess, 18.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.e9431df45227d4ce822dc327747baf67.jpg: 640x640 3 Potholes, 10.2ms Speed: 3.2ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-195_jpg.rf.f975be734bec2492eda1b9460f4c2e66.jpg: 640x640 2 Potholes, 10.0ms Speed: 4.4ms preprocess, 10.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-196_jpg.rf.02df9d6ff0076040ca28a006caa3bfb0.jpg: 640x640 2 Potholes, 9.9ms Speed: 3.0ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-196_jpg.rf.130a1cb8f8ac227f9159f70dd793546e.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-196_jpg.rf.1ec91b4626ead4635fefc2005f633638.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-196_jpg.rf.4122a0f0607a457d217efe789b567427.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-196_jpg.rf.5df18a4b1f3b601f24898cca65ad037e.jpg: 640x640 5 Potholes, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-196_jpg.rf.aeece50e8e5e8f81cc30475e810b8b89.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-196_jpg.rf.b0696cb493b58448c9cc7bd7ef56cd4c.jpg: 640x640 3 Potholes, 10.1ms Speed: 3.2ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-196_jpg.rf.bebb37293d771e339b2d6df65fd8ab4f.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-197_jpg.rf.9df64d28a0c15368db06789edc1d043f.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-197_jpg.rf.b0b7ff40a27c1e6dacdf0ed0cddd6a55.jpg: 640x640 4 Potholes, 15.6ms Speed: 4.6ms preprocess, 15.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.09d27931755060b71cf929206509034d.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.3d4b1adf49ce95c3bf579a2f8e9f1ad0.jpg: 640x640 2 Potholes, 12.4ms Speed: 3.7ms preprocess, 12.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.4ed49d07bd883472322b3ba1807ce7f2.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.6b9d3d51001af258d1c38de19010b020.jpg: 640x640 4 Potholes, 12.4ms Speed: 2.8ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.74d59f90a495d9492cb75543d1cae3ae.jpg: 640x640 3 Potholes, 14.7ms Speed: 5.3ms preprocess, 14.7ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.8c03e78fa1a3e39652fe0209ac11e947.jpg: 640x640 5 Potholes, 11.5ms Speed: 3.9ms preprocess, 11.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.d48036b6a8c354e95bd622b75af33439.jpg: 640x640 3 Potholes, 10.4ms Speed: 3.1ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.d4c0fe1333d53f4fad24b3b999f92563.jpg: 640x640 3 Potholes, 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.d5ed5f5be0e04d584f22ed0b2616077e.jpg: 640x640 4 Potholes, 11.4ms Speed: 4.0ms preprocess, 11.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.defaff333f5e2f1c1d3c52a226d81d26.jpg: 640x640 4 Potholes, 10.3ms Speed: 3.5ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-198_jpg.rf.f9ce54dd2d31f17799e751eb051f8c1e.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-199_jpg.rf.08f695ca6e634c3de17793dcb5983237.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-199_jpg.rf.3e7890f782a09a2e6f720d9ee798b938.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-199_jpg.rf.4c09f6782cbf8b6b4fc89c4d4561c56d.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-19_jpg.rf.1f7518cedc0466c1f62317b58ac6c359.jpg: 640x640 2 Potholes, 10.4ms Speed: 4.4ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-1_jpg.rf.09042bc9417782c69d6dbd0f7d4e4a73.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.3ms preprocess, 13.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-1_jpg.rf.2bf8e4cdc46dfcc9b84ae73147378cc7.jpg: 640x640 2 Potholes, 10.2ms Speed: 3.1ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-1_jpg.rf.2f348722f6cb1a0a44b0a691d67c54b7.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-1_jpg.rf.41637774d871e153477addc0a3588739.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-1_jpg.rf.48e52f1e58d7091b657fd1375e599054.jpg: 640x640 2 Potholes, 15.2ms Speed: 2.2ms preprocess, 15.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-1_jpg.rf.92e8b77debd9df580bf588caea80b71e.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.5ms preprocess, 13.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-200_jpg.rf.6a77254d551201c897efa4faa4389140.jpg: 640x640 4 Potholes, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-200_jpg.rf.907051e3ecf42123fe3ecfcaf6c1f08a.jpg: 640x640 3 Potholes, 10.4ms Speed: 3.2ms preprocess, 10.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-200_jpg.rf.d6382c081d558882e7e9694783414790.jpg: 640x640 5 Potholes, 14.2ms Speed: 2.7ms preprocess, 14.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.3be33a01de0d629801462c5bee41d488.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.4ms preprocess, 11.8ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.4945c23a7898da6da79424150de6121d.jpg: 640x640 1 Pothole, 17.1ms Speed: 3.6ms preprocess, 17.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.496813cbd4f4e77fcb97b7eebf5575b0.jpg: 640x640 1 Pothole, 10.0ms Speed: 4.0ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.71a1a553967f1de8ba5996a506dbfdfb.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.1ms preprocess, 15.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.7437d4ec390e8cca42c6ceba65d6165b.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.a0b43dfb70b69b2983d3ca089525c26b.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.a9e8c88aee3be15de09b8bbe63fd6169.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.ea3a5aa838e52812cd320468ad3e1482.jpg: 640x640 2 Potholes, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-201_jpg.rf.ed081ac12f8ea5b81cd961e9b070d99e.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-202_jpg.rf.693c9527d09436703efe6c82a2197663.jpg: 640x640 4 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-202_jpg.rf.80459aec28a78e27b88f11fdc272bb9d.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-202_jpg.rf.8ae51bdc1d2ae58820b40b8e89effb48.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.6ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-202_jpg.rf.a990fa7a5e8217610cc8c953633e5bd0.jpg: 640x640 4 Potholes, 13.0ms Speed: 3.5ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-202_jpg.rf.c76520bc2c0ee8479ff4416bf2e6307d.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-202_jpg.rf.d854bcd84dd61794145af382cee242d5.jpg: 640x640 3 Potholes, 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.11ee52b119c0633b2e2680277e6426cb.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.2bf2817ae15860d1a68de01b4cc40524.jpg: 640x640 4 Potholes, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.657b42e544a64d0a5cb3352b3bdf8c90.jpg: 640x640 (no detections), 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.8ea00c05566e4e0cc7e8568bce31ff27.jpg: 640x640 4 Potholes, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.92ab8e6531da3ca04c56056ee3c4a218.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.a0e2f1f96d5c0aa6c51dfb0f09feb72c.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.a76b30604c71ea32b698283aa1381ba5.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.ab0fb3029c7f8258994f8ea885806a72.jpg: 640x640 3 Potholes, 16.1ms Speed: 2.3ms preprocess, 16.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.c1292d01b62872e8f1aa6d9f2fc65b2f.jpg: 640x640 4 Potholes, 10.1ms Speed: 2.6ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-203_jpg.rf.fa355d1f82ee0dd073b628c3df418ca1.jpg: 640x640 3 Potholes, 14.8ms Speed: 3.3ms preprocess, 14.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-204_jpg.rf.08a7b84a127ce5f243cd0e7de7ecc19b.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.8ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-204_jpg.rf.45232f450ee8b0191cadedccae2e4b58.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-204_jpg.rf.47546ab417f0043d84d9fd0a71513939.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-204_jpg.rf.6c05b408a7fed2147b46a7b530073c80.jpg: 640x640 3 Potholes, 11.3ms Speed: 2.4ms preprocess, 11.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-204_jpg.rf.94a11ab0c815446a2a42f71235c2e9df.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-204_jpg.rf.b5ca606e22851f2c2cbb0d5904df787f.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-204_jpg.rf.d7e61048b9d7e65f9e906091211d71d0.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-204_jpg.rf.f9088c21bfdc913cd327bf30644d3536.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-205_jpg.rf.1633c1fdd342efd88b63094a792c1195.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-205_jpg.rf.35073e1834bebc5b13cf11be4618227d.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.0e4becaac87e1daf37656d61101c3317.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.6ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.2e72fd5bafda1ebc224408dc2482e783.jpg: 640x640 1 Pothole, 16.0ms Speed: 2.8ms preprocess, 16.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.345ce656d43c5594ffb22feca8d995b8.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.469db05751dd7d905ef55bcac13254fa.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.8ms preprocess, 13.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.76a50986fdfe11a2495fda7fa7070885.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.7b568cc2190ad37b96d4584c38a17eff.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.7ms preprocess, 10.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.83f0c645f59ac4de089e218a695104a1.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.c72e5fb31e738dead521718eaa945dc6.jpg: 640x640 2 Potholes, 10.6ms Speed: 1.8ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.d4ea796c18debbf926fcde974781fac0.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.8ms preprocess, 15.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.e5cd6b0434cdf27d43a5bd0253952c9e.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-206_jpg.rf.f749e3d1ab20d47668f7ac68a06f1591.jpg: 640x640 2 Potholes, 10.3ms Speed: 3.0ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-207_jpg.rf.0c6d77cfa999fb35ce901c34fe389023.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-207_jpg.rf.21f14d99a72671938be814d0c9aea56d.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.2ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-207_jpg.rf.2c853b0ec499038eab8e3f2e1245455d.jpg: 640x640 2 Potholes, 11.4ms Speed: 2.8ms preprocess, 11.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-207_jpg.rf.43f38d422084a018a5ae8dc9fddf1f5c.jpg: 640x640 2 Potholes, 14.3ms Speed: 4.7ms preprocess, 14.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-207_jpg.rf.6e99b4f50dec92d2c1bd4a886e1808c6.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-207_jpg.rf.a8f25797071306cc7b99f5b1d0520b03.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-207_jpg.rf.c0cd56ddc43fcbf2c5868ec05a25ad01.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-208_jpg.rf.37713154952bddb01526cb7b7089952c.jpg: 640x640 3 Potholes, 10.4ms Speed: 1.6ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-20_jpg.rf.68c0bd788dfe912b41c629bf8d1b51f6.jpg: 640x640 1 Pothole, 10.0ms Speed: 5.9ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-20_jpg.rf.9934dc5ed72628ed860dc92296e7ef65.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-210_jpg.rf.7eb665b90c08a812324e6f344cebd763.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-210_jpg.rf.ad6b6e08fb61e740576f2f4007073294.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-210_jpg.rf.b7fde38e93f7dc3f35b77cc76745e480.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-211_jpg.rf.04215d153af413a9fc5b680196477b18.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-211_jpg.rf.23003b0663e45faf2605e2b31fef73ae.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-211_jpg.rf.686910a05fe824d8d1acd4f570f7cd17.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-211_jpg.rf.a252c0a179a982849422a0b3332cd60c.jpg: 640x640 1 Pothole, 13.0ms Speed: 1.9ms preprocess, 13.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-211_jpg.rf.b9e93781f315e54676f5322698d52a6f.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-211_jpg.rf.c335ec1fffd08d311425ed5f82c797d9.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-211_jpg.rf.d02aa1001d01bdaab3cfeb24e8a8a772.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.2ms preprocess, 14.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-212_jpg.rf.4d4843fc47beac072bb0349afea86453.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.5ms preprocess, 10.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-212_jpg.rf.5e84e1de4d138ff4b7657ddab8c1b64c.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.2ms preprocess, 11.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-212_jpg.rf.d43a73a1f05e8c9ff8596ea91a5330a1.jpg: 640x640 2 Potholes, 17.4ms Speed: 3.7ms preprocess, 17.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-212_jpg.rf.e0f84a2f679bb817035b0411f27df277.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.2b3987ea5852475ffe3efcbabded9a89.jpg: 640x640 1 Pothole, 10.5ms Speed: 3.2ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.3fad79d20ab449d72cb84807c7f77592.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.80ccfdf4077627ab616088d90d741b2c.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.84a291743d1e99d2e0e693e56f1baa47.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.963aa3cf8899286926540050b701e71f.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.b168e52fe9d9cafce28974da77be4c87.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.d3dd6eac446625d0f20d41158a6acbca.jpg: 640x640 (no detections), 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.eab5782ddbfaa2d239a0a0d1ae262500.jpg: 640x640 (no detections), 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-213_jpg.rf.fd3616e6626302bd4de207b986115ed5.jpg: 640x640 (no detections), 10.2ms Speed: 2.8ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-214_jpg.rf.19f1e933767ef573b5cef22c45277cbb.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-214_jpg.rf.56755023589ce588eb99a335c18430d7.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.6ms preprocess, 15.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-214_jpg.rf.86582a7f0411f4e15a1718117b0e841d.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.5ms preprocess, 15.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-214_jpg.rf.ab6a711f8e33aada015f2a1070afbcf3.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-214_jpg.rf.f45f8a15a1ab1cd6cbd0d47c3ed21536.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-214_jpg.rf.ff0f2d64726124ab9274c64b36f7a2c8.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.0e878f5fcba73ae893e03105059d553c.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.0ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.3b1ba744f76d68f7ce2c7bdc9e94acdc.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.42e61306062499b7bc3d319886628db2.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.4554f5099b6df29fa3223574d9e0e48d.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.69e234af65c77bbdecf8ea514f3460b1.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.6f6a4e5a7f4235938fbd641495a74dec.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.0ms preprocess, 10.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.7965add998f401750179666856901604.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.1ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.80a55834caf8cea3291e2a7dd71e043f.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.b17fc0b6ac227cc52b1ccc5ec41c6436.jpg: 640x640 1 Pothole, 22.0ms Speed: 2.8ms preprocess, 22.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.c63c4990d6da7aa9b5d132a2dc765aca.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.e527f7f1adf565dbcc4e8da488563ace.jpg: 640x640 1 Pothole, 9.8ms Speed: 4.0ms preprocess, 9.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-215_jpg.rf.f1d9201426ca0ca8b31d264760d0c338.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.7ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-216_jpg.rf.315d82e85e90d1722863159e538f7d0e.jpg: 640x640 4 Potholes, 10.4ms Speed: 2.7ms preprocess, 10.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-216_jpg.rf.82f1b8d80e9f2766010d494ccf05771e.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.4ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-216_jpg.rf.b24e8d9c8eda77e0140a9187781aa9ed.jpg: 640x640 3 Potholes, 13.9ms Speed: 3.4ms preprocess, 13.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-217_jpg.rf.2aa278c803dab02ee1ce2c9e1f3851c8.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.2ms preprocess, 12.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-217_jpg.rf.4f39527768fae970ce5c20e817b22e73.jpg: 640x640 3 Potholes, 12.9ms Speed: 2.6ms preprocess, 12.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-217_jpg.rf.60ce17899b790575420fc5dc95903e9d.jpg: 640x640 2 Potholes, 11.0ms Speed: 2.6ms preprocess, 11.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-217_jpg.rf.63b3536f18d42b57ac4a5fdb88f8f8dc.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-217_jpg.rf.6fc948eb7b5530035706bd7ce8fcae1e.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.1ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-217_jpg.rf.831e85f1961184a2999c008619fe5d35.jpg: 640x640 2 Potholes, 13.8ms Speed: 3.3ms preprocess, 13.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-217_jpg.rf.8e0ffc242954eff7ca48c806489b3bfd.jpg: 640x640 3 Potholes, 15.3ms Speed: 3.2ms preprocess, 15.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-217_jpg.rf.c019c20c3ffbe6878835a1546b328f5d.jpg: 640x640 2 Potholes, 13.7ms Speed: 2.6ms preprocess, 13.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.08053f3102dbbbaf5f190f19d7424632.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.284a9ef6014b7abac47625f54554aa72.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.2ms preprocess, 12.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.2d2c478beaec8d618e46909938a1ac11.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.4ms preprocess, 11.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.49eea7d7d06d7060e7c6f4edf070e61b.jpg: 640x640 1 Pothole, 12.9ms Speed: 4.2ms preprocess, 12.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.a5518b6a68c108d6cbfd0aa19bd24060.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.7ms preprocess, 13.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.aa6f26df04c6ca33d4012bf802486e9e.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.7ms preprocess, 11.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.db4937a0e3962bc0543debfb077c8c99.jpg: 640x640 3 Potholes, 14.3ms Speed: 3.9ms preprocess, 14.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.e1619bf2266e39ab36f229e6679afa51.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.4ms preprocess, 12.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.ee5343d1d6ee0a30b54372bf27111275.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.3ms preprocess, 17.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-218_jpg.rf.f69e8771880a83d1357a348a5f56de52.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.1ms preprocess, 11.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-219_jpg.rf.1bef53726cca1ba28b6369cf23bf4663.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-219_jpg.rf.4f4da96a5ec50384716d7f7ecfd5580f.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.6ms preprocess, 12.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-219_jpg.rf.b681fd676901f42129add5560edaa5a9.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.5ms preprocess, 13.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.1e28bfb48ea1b3b23bb858479effa65f.jpg: 640x640 1 Pothole, 14.9ms Speed: 4.0ms preprocess, 14.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.37b59b7ed44cf39538a75fea5bd79ede.jpg: 640x640 2 Potholes, 15.1ms Speed: 3.1ms preprocess, 15.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.3ca7b873f433c6b41e320d36f6ab9b26.jpg: 640x640 2 Potholes, 14.9ms Speed: 4.0ms preprocess, 14.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.ab9d344464c8c4288320214df761ad07.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.1ms preprocess, 13.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.d503ea9ebe0ab2ec477eb836af11041c.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.dff597ea513bdeb2ebad8851802e4db0.jpg: 640x640 2 Potholes, 14.4ms Speed: 3.7ms preprocess, 14.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.e4b936fab9732f193a83f761b60f2af7.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.6ms preprocess, 15.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.f5e4363f2d6e720e8e1c8bbe60f10527.jpg: 640x640 2 Potholes, 14.9ms Speed: 3.4ms preprocess, 14.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-21_jpg.rf.fccc96603c5b39f0cd4553ebd26c6e0e.jpg: 640x640 2 Potholes, 14.1ms Speed: 2.9ms preprocess, 14.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-220_jpg.rf.143423b88ebd52de311d8b89dfd470ff.jpg: 640x640 2 Potholes, 11.7ms Speed: 2.5ms preprocess, 11.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-220_jpg.rf.58ddaa68a87357cdfa857e5eca400e22.jpg: 640x640 2 Potholes, 14.3ms Speed: 3.5ms preprocess, 14.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-220_jpg.rf.5a73cd7e2c006d51cef7fbc448c08856.jpg: 640x640 2 Potholes, 15.6ms Speed: 3.2ms preprocess, 15.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-220_jpg.rf.65f1faf1576c46a51958dedde5fd58c9.jpg: 640x640 3 Potholes, 14.6ms Speed: 4.2ms preprocess, 14.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-221_jpg.rf.156762bc470dbd4e4789e7e2fee8a646.jpg: 640x640 (no detections), 11.1ms Speed: 2.6ms preprocess, 11.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-221_jpg.rf.7c237524388dc49f3ab3889e7e1685f3.jpg: 640x640 3 Potholes, 11.3ms Speed: 2.2ms preprocess, 11.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-221_jpg.rf.87673de77c148e6b7eba82d9c31d2776.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.4ms preprocess, 15.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-221_jpg.rf.ad649bccd0a7608260a9fda0f2e5e826.jpg: 640x640 (no detections), 10.7ms Speed: 3.0ms preprocess, 10.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-221_jpg.rf.cfc25b996540a0f517afa481f0af8063.jpg: 640x640 (no detections), 13.5ms Speed: 3.5ms preprocess, 13.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-221_jpg.rf.ea5d961dc60ffc58bae87c0caf043b80.jpg: 640x640 (no detections), 19.3ms Speed: 3.8ms preprocess, 19.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-222_jpg.rf.10d0996cb201a510216d39911f885960.jpg: 640x640 1 Pothole, 20.4ms Speed: 3.2ms preprocess, 20.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-222_jpg.rf.4bdc3660bc47689b1bbf5168d83052fb.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.6ms preprocess, 15.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-222_jpg.rf.82de907ce370cb31c39b11e3a5f8b4af.jpg: 640x640 2 Potholes, 16.3ms Speed: 3.8ms preprocess, 16.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-222_jpg.rf.bca4e1b27c7e6fd300496260936a5712.jpg: 640x640 1 Pothole, 11.2ms Speed: 3.0ms preprocess, 11.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-222_jpg.rf.cbb5f3ff4eb105956ba302ccce05e1e7.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.6ms preprocess, 12.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-222_jpg.rf.d15ccf73499824e6f8c1414116db7b40.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.8ms preprocess, 13.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-222_jpg.rf.e451d0167d57a177977b420a9bc38bac.jpg: 640x640 2 Potholes, 9.9ms Speed: 3.8ms preprocess, 9.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-224_jpg.rf.7062a15a917c2d849bd4f0b0d98e388e.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.7ms preprocess, 15.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-224_jpg.rf.7f22ea8e2dd34ab38824604927d37ddf.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.7ms preprocess, 14.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-224_jpg.rf.99895e1621a5d8fde1b5723a73f8005c.jpg: 640x640 2 Potholes, 14.4ms Speed: 2.7ms preprocess, 14.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-224_jpg.rf.a9848c9acd65a437337f54410d4b786c.jpg: 640x640 2 Potholes, 11.9ms Speed: 2.9ms preprocess, 11.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-224_jpg.rf.b5f97c3abed0b2277c82c8d55deafe5f.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-224_jpg.rf.f1f56987ad2278479398431bc60665b7.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.5ms preprocess, 12.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-225_jpg.rf.668bcfdf6c806b60e6f931d454369ad4.jpg: 640x640 2 Potholes, 10.4ms Speed: 3.1ms preprocess, 10.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-225_jpg.rf.8e19ac6eeadd51b398e50da94dcb37c5.jpg: 640x640 2 Potholes, 10.3ms Speed: 3.1ms preprocess, 10.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-225_jpg.rf.aae2b23271f04ff2b3242d4958f8a8d6.jpg: 640x640 1 Pothole, 17.9ms Speed: 2.8ms preprocess, 17.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-226_jpg.rf.097924ebcd2be3aad5e478e7992a58b6.jpg: 640x640 1 Pothole, 18.6ms Speed: 3.3ms preprocess, 18.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-226_jpg.rf.654086ec79a7199220d155b44de34ec5.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.8ms preprocess, 15.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-226_jpg.rf.6d928b4f75007d1b012fcf0e4b4ae877.jpg: 640x640 1 Pothole, 14.8ms Speed: 4.7ms preprocess, 14.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-226_jpg.rf.bb4839a340805a89db2fe59b4e70499a.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-226_jpg.rf.cc8014080b5c296ad961c937c3c31d9f.jpg: 640x640 1 Pothole, 14.3ms Speed: 7.7ms preprocess, 14.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-226_jpg.rf.f1647fdc49171f11233530b33cbbecff.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.6ms preprocess, 12.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-227_jpg.rf.06b8e7c994704b96ca5e0109c59f7e7f.jpg: 640x640 4 Potholes, 13.9ms Speed: 3.1ms preprocess, 13.9ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-227_jpg.rf.07c1d65bce0513de019ad410a65877cc.jpg: 640x640 2 Potholes, 15.6ms Speed: 3.2ms preprocess, 15.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-227_jpg.rf.0e9949abca936aa9598a7d173ac008ea.jpg: 640x640 3 Potholes, 12.5ms Speed: 2.9ms preprocess, 12.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-227_jpg.rf.b0cb385d30bb8aa88434e21aec312a79.jpg: 640x640 2 Potholes, 11.9ms Speed: 3.7ms preprocess, 11.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-227_jpg.rf.bfeea4623e6000840413f5a6ee391d81.jpg: 640x640 2 Potholes, 12.3ms Speed: 2.7ms preprocess, 12.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-227_jpg.rf.caec51b429fb6b3e0de351c4af5190ac.jpg: 640x640 2 Potholes, 11.8ms Speed: 2.9ms preprocess, 11.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.25d334b4dac7823b1229fbe15847c90a.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.35a1c27c732e29e22f507e62434b2e22.jpg: 640x640 1 Pothole, 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.52deb94015b2d490e3e46ab1f09065a0.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.1ms preprocess, 12.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.6df8e0bddf7a6370b3c2590df6906993.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.6ms preprocess, 11.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.7a5868e82c31bc097e0b611338fc1630.jpg: 640x640 1 Pothole, 20.2ms Speed: 3.0ms preprocess, 20.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.88cfba8390ac62a35c2f0f9d58d1e3df.jpg: 640x640 1 Pothole, 19.8ms Speed: 4.3ms preprocess, 19.8ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.981ff74c9259bf887730f53d52b2d902.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.7ms preprocess, 15.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.9f04a06294c889b5814ed9ca970092d9.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.8ms preprocess, 14.4ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.a3f2bd530fd9c600473e22bc7b127404.jpg: 640x640 2 Potholes, 12.2ms Speed: 4.5ms preprocess, 12.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.bd76fdf93a1447f2317fe34fc4df4acd.jpg: 640x640 1 Pothole, 11.2ms Speed: 3.4ms preprocess, 11.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.ca6347668dbc3d96273a67c64643201a.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.5ms preprocess, 11.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-228_jpg.rf.cf0e251a2781bed58c031ea1e04dc74c.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-229_jpg.rf.0739e3d559daa42746fbd0302f318f5d.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-229_jpg.rf.08a0cef954b02083d161485a5a19b5cd.jpg: 640x640 2 Potholes, 14.0ms Speed: 2.7ms preprocess, 14.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-229_jpg.rf.0b0a4919f09f330ddf9304675258b5ca.jpg: 640x640 2 Potholes, 13.9ms Speed: 2.6ms preprocess, 13.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-229_jpg.rf.1569f6d4c3e4ae4f9e1b261966718661.jpg: 640x640 (no detections), 12.4ms Speed: 3.0ms preprocess, 12.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-229_jpg.rf.34fe24d49bfd5501b6428adf1e40730b.jpg: 640x640 2 Potholes, 13.6ms Speed: 3.2ms preprocess, 13.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-229_jpg.rf.cb7ccc5b9577e19f2bf2a3ab9ddefb5d.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.4ms preprocess, 10.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-229_jpg.rf.d7364d34c0d1359e33d934d1b322b3ab.jpg: 640x640 2 Potholes, 14.0ms Speed: 2.5ms preprocess, 14.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-229_jpg.rf.efcd74a59754310a51fa7384cbc179fd.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.2ms preprocess, 14.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-22_jpg.rf.fa93b399b777b9272bed5a0dc1291393.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.0ms preprocess, 14.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.0a4099f0fbb1e6de2ea074475faf79b3.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.6ms preprocess, 15.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.17d2db7777532cf0bbd7bfbd0cc856c2.jpg: 640x640 3 Potholes, 11.7ms Speed: 3.6ms preprocess, 11.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.2f9a7cab6d85fbcb80cf534d4e32293f.jpg: 640x640 3 Potholes, 14.1ms Speed: 3.7ms preprocess, 14.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.54061da853a18224a608223e5dea9255.jpg: 640x640 4 Potholes, 15.9ms Speed: 3.2ms preprocess, 15.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.8e120cc1e7459f3ce748140088b6f93c.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.9ms preprocess, 12.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.8f97b052b911c9b08badc3487ee8cd7d.jpg: 640x640 4 Potholes, 11.7ms Speed: 3.1ms preprocess, 11.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.9a02b2ee8ed7c9585e2f25179a3e5bcd.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.6ms preprocess, 12.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.9e4d2d9a863c2859fa9b7b18912ce7a8.jpg: 640x640 4 Potholes, 15.8ms Speed: 3.1ms preprocess, 15.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.b3a178b3af441fe6d4d5e147b64b870a.jpg: 640x640 3 Potholes, 11.8ms Speed: 2.6ms preprocess, 11.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.dfdf324725144326f0deca4f3bc2f83b.jpg: 640x640 4 Potholes, 14.5ms Speed: 2.7ms preprocess, 14.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.e35f2987d055ac854182c6ba8698b769.jpg: 640x640 3 Potholes, 10.6ms Speed: 2.7ms preprocess, 10.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.e89d9cb2aea9167d236cef521e480f65.jpg: 640x640 4 Potholes, 12.0ms Speed: 2.8ms preprocess, 12.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-230_jpg.rf.f9132fe242b28993609357376c94bfb4.jpg: 640x640 4 Potholes, 13.7ms Speed: 2.5ms preprocess, 13.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-231_jpg.rf.5b13abc34abc2b57288496f0c768b642.jpg: 640x640 2 Potholes, 13.5ms Speed: 2.6ms preprocess, 13.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-231_jpg.rf.62903a37e7b70092de2c806c846dc641.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.1ms preprocess, 14.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-231_jpg.rf.880dfc11c81bd147cc4db6c9b39721b4.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.1ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-231_jpg.rf.a5c8f2ce458dd5a24a3a602bc635ea43.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.6ms preprocess, 16.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-231_jpg.rf.bd51988d00adc730f64a04a2eabb272e.jpg: 640x640 2 Potholes, 13.3ms Speed: 2.7ms preprocess, 13.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-231_jpg.rf.bfda06c93d9ecaa6fc2f8124c8d494bd.jpg: 640x640 2 Potholes, 13.6ms Speed: 2.6ms preprocess, 13.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-231_jpg.rf.eb5dd8b2cb3a972c85eccb7c296f258f.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.9ms preprocess, 13.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-231_jpg.rf.ed9ab612cd64ce2cc1650a46c7bff4de.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.9ms preprocess, 10.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-232_jpg.rf.09fca9d4fb2b252db2c608c721295b3a.jpg: 640x640 2 Potholes, 20.1ms Speed: 3.5ms preprocess, 20.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-232_jpg.rf.11ccb2997468f36f901293a90df44ae2.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-232_jpg.rf.b748b67b6160b5e18eb86d5e149cb060.jpg: 640x640 2 Potholes, 14.1ms Speed: 3.4ms preprocess, 14.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-232_jpg.rf.eea7464e5f535d447c05a9c615beb264.jpg: 640x640 3 Potholes, 13.1ms Speed: 3.4ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-232_jpg.rf.f3eb239d2834444f1854d7454e73109e.jpg: 640x640 2 Potholes, 13.1ms Speed: 3.5ms preprocess, 13.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-233_jpg.rf.2c20a3cebfb80bddf8a7d1f7d9b57386.jpg: 640x640 1 Pothole, 10.9ms Speed: 3.9ms preprocess, 10.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-233_jpg.rf.2d6f392f77a6d4b8a4c002d6df1fd623.jpg: 640x640 4 Potholes, 10.8ms Speed: 2.7ms preprocess, 10.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-233_jpg.rf.97860c625d07cdcb7dea09f7c1b32437.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.6ms preprocess, 12.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-233_jpg.rf.b9339eb3ca0214e96726ad6a97fb220c.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.5ms preprocess, 10.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-233_jpg.rf.d97d43486c4a9117ae951a4aaf71f6fc.jpg: 640x640 2 Potholes, 13.2ms Speed: 3.1ms preprocess, 13.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-233_jpg.rf.f421d513d29b2e707151a2f2deb8c94b.jpg: 640x640 3 Potholes, 13.5ms Speed: 2.5ms preprocess, 13.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-234_jpg.rf.08f2dbbf34b565ca6e61d989b17d85fa.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.6ms preprocess, 14.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-234_jpg.rf.45a41eff6f788b2b08049d8fd8805322.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.5ms preprocess, 14.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-234_jpg.rf.4a1960f3012e992df756754c844c036d.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.7ms preprocess, 11.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-234_jpg.rf.5b1f1399f186c37eacc9232578302b8a.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.0ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-234_jpg.rf.669ef5e5012e898b7aec803d661789e4.jpg: 640x640 1 Pothole, 16.5ms Speed: 3.2ms preprocess, 16.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-234_jpg.rf.a12a2f545d085da308e554d64ad0fd0e.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.9ms preprocess, 15.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-234_jpg.rf.d8794b7d9def9725146b4768c64222ae.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.7ms preprocess, 15.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-235_jpg.rf.2d2900d7bfe0ca7d39d507b5a402d952.jpg: 640x640 3 Potholes, 11.6ms Speed: 3.0ms preprocess, 11.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-235_jpg.rf.3a78e49752635bf0127826e475049889.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.7ms preprocess, 12.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-235_jpg.rf.9ae7447859a4eb41fc3ff0f8a78b4a7e.jpg: 640x640 2 Potholes, 13.7ms Speed: 4.1ms preprocess, 13.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-235_jpg.rf.9e08ab448a73cfa528d2a3c9cfc70acc.jpg: 640x640 1 Pothole, 16.7ms Speed: 2.6ms preprocess, 16.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-235_jpg.rf.9e69985d7a0fd0a5de47df43a456954f.jpg: 640x640 1 Pothole, 14.0ms Speed: 2.9ms preprocess, 14.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-235_jpg.rf.f9ec4507a20accd7983a21fea9c0b798.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.8ms preprocess, 11.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-236_jpg.rf.440ee3ea35b2f5ab18e499ded47ca7a4.jpg: 640x640 3 Potholes, 11.2ms Speed: 2.5ms preprocess, 11.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-238_jpg.rf.12e0628b6ae5ac0d15a5c3d7953bc868.jpg: 640x640 1 Pothole, 18.3ms Speed: 5.4ms preprocess, 18.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-238_jpg.rf.15b349639d1bcdc5c2d92a70580ef77a.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.8ms preprocess, 11.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-238_jpg.rf.308b44599f744c6c9794dec60d33021c.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.3ms preprocess, 14.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-238_jpg.rf.3e5f9d1126065219dd417298e8dfead7.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.8ms preprocess, 11.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-238_jpg.rf.8ebc1df184a165f016a81b54475a64fd.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.5ms preprocess, 11.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-238_jpg.rf.ace1bd3bd5d5f0049392447c5756cfbc.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.6ms preprocess, 13.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-238_jpg.rf.d908b6ef8fc2a4680f3078cdc7495185.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.9ms preprocess, 13.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-239_jpg.rf.539a16d1f395db2611d52af8ab34683e.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.6ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-239_jpg.rf.59acb01a2ce5ae41d02053d405459edd.jpg: 640x640 2 Potholes, 11.6ms Speed: 1.7ms preprocess, 11.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-239_jpg.rf.6e0aba3c0fb8f213f910e847bef7ce1c.jpg: 640x640 1 Pothole, 12.1ms Speed: 4.8ms preprocess, 12.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-239_jpg.rf.7cead8da4658cb1e765118b3e866d53f.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.7ms preprocess, 11.0ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-239_jpg.rf.f33ec2913be8e8f4cbed2f8cb268a142.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.7ms preprocess, 13.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.246d8065582df24e2c31897b875614a2.jpg: 640x640 4 Potholes, 13.4ms Speed: 2.7ms preprocess, 13.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.317bff22aaf0266e1c653a083aea39ea.jpg: 640x640 4 Potholes, 14.7ms Speed: 3.1ms preprocess, 14.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.4d24341b94c73e8893450d13013242f9.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.6ms preprocess, 15.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.5cc5e658419ed2be1c49623db5783af6.jpg: 640x640 2 Potholes, 10.9ms Speed: 3.0ms preprocess, 10.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.7de7e1255a68ff08b5a55cce3aebb609.jpg: 640x640 2 Potholes, 11.6ms Speed: 1.9ms preprocess, 11.6ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.a47c368f1e825ced51c76bb4431e7aba.jpg: 640x640 4 Potholes, 26.1ms Speed: 4.1ms preprocess, 26.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.a6c167c2f3ab4108320054597530fbdf.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.6ms preprocess, 11.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.de3c96101c5beedaac854c8916d04a70.jpg: 640x640 2 Potholes, 13.6ms Speed: 3.1ms preprocess, 13.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-23_jpg.rf.f0d395d7ab0383c08cd80c2544634b38.jpg: 640x640 1 Pothole, 11.0ms Speed: 3.0ms preprocess, 11.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-240_jpg.rf.3983169e581d2c4511a310028d5ccb91.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.4ms preprocess, 11.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-240_jpg.rf.678c645a08c4bd7675cfa0b3c456c509.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.6ms preprocess, 13.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-240_jpg.rf.b6af2a083aac6d627fe56ae2950745df.jpg: 640x640 2 Potholes, 15.4ms Speed: 3.1ms preprocess, 15.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-241_jpg.rf.13cddc0a860721b37a85db2668ba5fad.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.1ms preprocess, 11.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-241_jpg.rf.6177fee77b25ea10d54f64e0c5b04174.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.2ms preprocess, 11.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-241_jpg.rf.81129aa5ecfdd3a45e50f002019ddfe3.jpg: 640x640 8 Potholes, 17.0ms Speed: 3.0ms preprocess, 17.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-241_jpg.rf.8cd9f69ec4183714a8b451ea6acf4322.jpg: 640x640 7 Potholes, 13.7ms Speed: 2.7ms preprocess, 13.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-242_jpg.rf.0136642afed41eb1afe9916e7bbf0d67.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.0ms preprocess, 16.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-242_jpg.rf.0b1d7672b6eea0d24cd6d847de1c953b.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.2ms preprocess, 11.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-242_jpg.rf.39d3bca9c9cdb7a48f484bdb58b392b2.jpg: 640x640 1 Pothole, 11.2ms Speed: 3.4ms preprocess, 11.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-242_jpg.rf.51710eb87c66beab4c5a70da3e315cf6.jpg: 640x640 1 Pothole, 16.9ms Speed: 2.7ms preprocess, 16.9ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-242_jpg.rf.672f198e78cf14a96895aaead669678a.jpg: 640x640 1 Pothole, 11.2ms Speed: 3.5ms preprocess, 11.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-242_jpg.rf.8bb17a31d52e10c08e68acb24cc0ef58.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.0ms preprocess, 13.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-242_jpg.rf.be8e2c23fc29a26e52e975d8bd50f266.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.5ms preprocess, 16.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-242_jpg.rf.cb78bd491f25df65434265d1646137c9.jpg: 640x640 1 Pothole, 18.9ms Speed: 3.7ms preprocess, 18.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-243_jpg.rf.2546ca0ea77135e7cda0f8d2bc48dc2a.jpg: 640x640 2 Potholes, 21.0ms Speed: 4.0ms preprocess, 21.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-243_jpg.rf.bc34538ef66da2489ce34a2341fdd9be.jpg: 640x640 2 Potholes, 19.3ms Speed: 3.6ms preprocess, 19.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-243_jpg.rf.dd4d4cd1c2cfa5965c7b6145956c3208.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.5ms preprocess, 17.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.0b784242178dd8c08ebea2403e473313.jpg: 640x640 2 Potholes, 11.4ms Speed: 2.9ms preprocess, 11.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.0edffdeef888e2ffaaa6491a6a5a2be5.jpg: 640x640 1 Pothole, 17.1ms Speed: 3.1ms preprocess, 17.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.1ad4052b923624367a7826b5676a4410.jpg: 640x640 2 Potholes, 14.6ms Speed: 2.2ms preprocess, 14.6ms inference, 8.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.377667b83e4031affd23e1a1302c14fd.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.2ms preprocess, 14.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.78ff677dec402e77ef4c8b95f639cc60.jpg: 640x640 2 Potholes, 17.5ms Speed: 4.3ms preprocess, 17.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.a48653a8f832134de64358e12af52530.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.b911573e77a5e6b44565ef974187a3e5.jpg: 640x640 2 Potholes, 13.6ms Speed: 2.7ms preprocess, 13.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.c980cf6f5092e4ff4162fd7e53f4b7d1.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.0ms preprocess, 16.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.cff594af6c4201f0ca6c3ebddbeee4ef.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.1ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-244_jpg.rf.edfdbcb955860d2d87533b07788d387b.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.9ms preprocess, 15.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.0c1d98ac97019017f6f3bf722972cda7.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.1ms preprocess, 13.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.0cc89104de0f6279261020b6637017ff.jpg: 640x640 2 Potholes, 17.8ms Speed: 8.8ms preprocess, 17.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.180ea535712a1c7483aeb96a904cd448.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.6ms preprocess, 11.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.3f0686a28c1b10a91580ac4458a23dc9.jpg: 640x640 2 Potholes, 14.9ms Speed: 3.5ms preprocess, 14.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.4a7dbe36a34c80b700e68670fc52472a.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.8ms preprocess, 11.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.82b19928876fe9edc794bdcdd9ae3486.jpg: 640x640 2 Potholes, 11.4ms Speed: 2.2ms preprocess, 11.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.a8bd9adc7b7fdfd9e4f76f1190f803dd.jpg: 640x640 2 Potholes, 15.6ms Speed: 2.2ms preprocess, 15.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.af123c1e3c3c9186dd042a0bf66d1e0b.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.3ms preprocess, 13.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-245_jpg.rf.f8432f292a6f6d1e9883ee678608b462.jpg: 640x640 1 Pothole, 19.1ms Speed: 3.0ms preprocess, 19.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.01414ccc70595898b0ac9045a257a4da.jpg: 640x640 5 Potholes, 14.6ms Speed: 3.0ms preprocess, 14.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.1dce122750116005e09979a6b809c8d1.jpg: 640x640 3 Potholes, 11.6ms Speed: 2.7ms preprocess, 11.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.2c4c69a51e9a21574b691701a3a5cfa6.jpg: 640x640 2 Potholes, 17.5ms Speed: 4.8ms preprocess, 17.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.2dc488ff61e7d9a0bbcc35642a45d13d.jpg: 640x640 3 Potholes, 16.5ms Speed: 3.0ms preprocess, 16.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.4ac402b102ac2fd242fa9e8c46f70ecf.jpg: 640x640 3 Potholes, 12.8ms Speed: 3.6ms preprocess, 12.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.66c61a006c4bf04119062183250d3c28.jpg: 640x640 2 Potholes, 19.4ms Speed: 4.5ms preprocess, 19.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.9773f7b5973a0637c9d56a1cf0774a40.jpg: 640x640 3 Potholes, 15.1ms Speed: 3.4ms preprocess, 15.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.b61ea5ef94623e97cde6d5f4136c1a2c.jpg: 640x640 2 Potholes, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.b9e58db7ccfdbd4dce5318cb375425f8.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.2ms preprocess, 11.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.c44d5ba0e54e12e51c4be1c39d8d6391.jpg: 640x640 5 Potholes, 16.5ms Speed: 3.4ms preprocess, 16.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.cb90d229186be70a8ccce626c40bc14b.jpg: 640x640 3 Potholes, 16.0ms Speed: 3.7ms preprocess, 16.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-246_jpg.rf.dca2fc91ec45a70feb902c2d5ed7c4ab.jpg: 640x640 3 Potholes, 15.1ms Speed: 2.4ms preprocess, 15.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-247_jpg.rf.449ef316ab244c3fd1ad6c9157e82ec6.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.8ms preprocess, 15.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-247_jpg.rf.59c5298485968d671394361c2e97fa21.jpg: 640x640 2 Potholes, 12.1ms Speed: 3.4ms preprocess, 12.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-247_jpg.rf.b4e654d072d6747037373d5bd2a99ece.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.3ms preprocess, 14.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-247_jpg.rf.eafff14697875be14f3d0972c70b0b98.jpg: 640x640 2 Potholes, 13.2ms Speed: 2.6ms preprocess, 13.2ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-248_jpg.rf.bb3f0b60c5e56be945adcd9cd84874a5.jpg: 640x640 4 Potholes, 17.6ms Speed: 2.7ms preprocess, 17.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-248_jpg.rf.e05ddbdae9ac07208f30437529e0690e.jpg: 640x640 3 Potholes, 23.8ms Speed: 2.9ms preprocess, 23.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-248_jpg.rf.e56380cf20123a2bbf5d9e38bb361c2e.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.6ms preprocess, 11.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-249_jpg.rf.0e45e7997bad46c884c8dc28e71ead6d.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.7ms preprocess, 11.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-249_jpg.rf.66dd29dbc0efdd8429a5d8f330e446b7.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.5ms preprocess, 15.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-24_jpg.rf.017cfdb9a3fdbc002932a04c15d63779.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.4ms preprocess, 15.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-24_jpg.rf.0a581a360abe9c21153160e999f724d6.jpg: 640x640 2 Potholes, 15.5ms Speed: 3.2ms preprocess, 15.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-24_jpg.rf.71ad4473d043abbee0c07c2691e0fa27.jpg: 640x640 2 Potholes, 22.2ms Speed: 3.8ms preprocess, 22.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-24_jpg.rf.b07ddfa16ade1a59d219fb1682099c5a.jpg: 640x640 2 Potholes, 17.8ms Speed: 4.8ms preprocess, 17.8ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-24_jpg.rf.c0e30fad59305d66fea566c79cd92356.jpg: 640x640 2 Potholes, 17.0ms Speed: 2.9ms preprocess, 17.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-24_jpg.rf.dc25358f3b57887380bc77397665b92b.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.9ms preprocess, 15.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-24_jpg.rf.fb88776e9674902c4de4a16cfc9d34e5.jpg: 640x640 2 Potholes, 19.4ms Speed: 3.5ms preprocess, 19.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-250_jpg.rf.0af44c9cdb4a6d66bd5b60dce6f0af62.jpg: 640x640 1 Pothole, 18.7ms Speed: 4.8ms preprocess, 18.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-250_jpg.rf.18c28bb7f63274660b760e4854ad9f6b.jpg: 640x640 1 Pothole, 18.3ms Speed: 3.8ms preprocess, 18.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-250_jpg.rf.6cdb3f205f371f7104862b4b6d68a7bb.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.2ms preprocess, 12.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-250_jpg.rf.738bda3fc01179defc27debc20c56064.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.0ms preprocess, 14.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-250_jpg.rf.76a76eeff10198342b853dba9e1a8c37.jpg: 640x640 1 Pothole, 17.7ms Speed: 3.6ms preprocess, 17.7ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-250_jpg.rf.9107e8967684080743dace47a129b9cc.jpg: 640x640 1 Pothole, 36.7ms Speed: 6.2ms preprocess, 36.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-250_jpg.rf.e81519d5a2a0feeeb9f40d0a1584427d.jpg: 640x640 1 Pothole, 20.0ms Speed: 4.2ms preprocess, 20.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-251_jpg.rf.8645904d702f585473f4ebf638dc5b17.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.5ms preprocess, 12.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-251_jpg.rf.94002d0880a64a490f40072ef66b929d.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.4ms preprocess, 12.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-251_jpg.rf.b2e4c75359de866247d081d94e245f2b.jpg: 640x640 1 Pothole, 18.1ms Speed: 3.8ms preprocess, 18.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-251_jpg.rf.bcbe3d46ccb3745bb7337d70b6b716a5.jpg: 640x640 1 Pothole, 23.0ms Speed: 7.4ms preprocess, 23.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-251_jpg.rf.ea93449241517b191a6f2bdd3758111c.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.9ms preprocess, 12.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-251_jpg.rf.f7e388bbb79e27652cf14757e6e60ce0.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.5ms preprocess, 14.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-252_jpg.rf.d3c26cbf6bd8605067e72f627fc3d37e.jpg: 640x640 3 Potholes, 23.1ms Speed: 3.0ms preprocess, 23.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-252_jpg.rf.d3fe185a14c5e77441c4a33fe9af36fa.jpg: 640x640 3 Potholes, 12.3ms Speed: 3.2ms preprocess, 12.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-253_jpg.rf.3d1892fd1c3147026bf7e043ce60d1eb.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.4ms preprocess, 14.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-253_jpg.rf.48d8d29eec665e313a7aa4e56f653268.jpg: 640x640 3 Potholes, 12.6ms Speed: 4.3ms preprocess, 12.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-253_jpg.rf.f6c4dabf479b0f7d3f9dd1f33c73ee8c.jpg: 640x640 2 Potholes, 13.4ms Speed: 3.1ms preprocess, 13.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-254_jpg.rf.8f167096b6d4a71bd763f52089a8fd99.jpg: 640x640 1 Pothole, 18.5ms Speed: 4.4ms preprocess, 18.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-254_jpg.rf.a0389c07d96bc4fcd91211f8020b0cc6.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.5ms preprocess, 12.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-254_jpg.rf.b08640c0c39f8abb7fa1397b8e26c7fd.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.7ms preprocess, 14.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-254_jpg.rf.b767398fe8634a95dae6b3358e7c96d6.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.3ms preprocess, 15.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-254_jpg.rf.e452ff679031772f102db19b5f89ce3a.jpg: 640x640 1 Pothole, 29.4ms Speed: 3.6ms preprocess, 29.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-254_jpg.rf.ee3a48824bbcd771a26798711149bec2.jpg: 640x640 1 Pothole, 21.3ms Speed: 4.3ms preprocess, 21.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-254_jpg.rf.fb3726d677a6d2f7a47498789eeee344.jpg: 640x640 1 Pothole, 26.6ms Speed: 4.0ms preprocess, 26.6ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-255_jpg.rf.161e3a687444901dee69b14b6217e166.jpg: 640x640 1 Pothole, 14.2ms Speed: 3.0ms preprocess, 14.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-256_jpg.rf.6e69a106702de2e54e070bd0adc209e8.jpg: 640x640 1 Pothole, 21.0ms Speed: 3.3ms preprocess, 21.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-256_jpg.rf.8fa88742e575621fff99deb90e5bd373.jpg: 640x640 2 Potholes, 20.8ms Speed: 3.9ms preprocess, 20.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-256_jpg.rf.c0ecb39eb840580bb420c061975d5ac9.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.1ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-256_jpg.rf.c5d59c7a300e67dbf3d96db95758727a.jpg: 640x640 3 Potholes, 12.6ms Speed: 2.2ms preprocess, 12.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-256_jpg.rf.d6b8d87aa8dc68ae6781c33bfcf0d094.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.4ms preprocess, 12.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.081971aec09cfa38d5decbaf19e5bc6b.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.3ms preprocess, 12.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.20986bf93902ab65362dd206eb52f14a.jpg: 640x640 2 Potholes, 13.6ms Speed: 2.5ms preprocess, 13.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.3e80f53613ea2aa9ffe07fb1e3421b59.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.3ms preprocess, 12.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.9d85763af0f77d2001d73e0be49e4235.jpg: 640x640 2 Potholes, 20.1ms Speed: 2.8ms preprocess, 20.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.ab0e81a8483d73084e1d897a4be30b5f.jpg: 640x640 2 Potholes, 15.9ms Speed: 2.2ms preprocess, 15.9ms inference, 7.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.c3d160cd116db1bd17f6f3ff3b64db60.jpg: 640x640 2 Potholes, 20.1ms Speed: 3.7ms preprocess, 20.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.cd5022c641819f9895b03e9af93781b0.jpg: 640x640 2 Potholes, 13.8ms Speed: 2.7ms preprocess, 13.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.cf8241b27e7461dc957f628751c08719.jpg: 640x640 2 Potholes, 26.1ms Speed: 5.1ms preprocess, 26.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.d4e7995354c5a7c7fc8364b817cf6c8a.jpg: 640x640 2 Potholes, 19.3ms Speed: 3.4ms preprocess, 19.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.dad2f2ce38a324b0ab421faf49914c86.jpg: 640x640 3 Potholes, 20.4ms Speed: 4.2ms preprocess, 20.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-259_jpg.rf.ede2047784f342b828d2e505820bd6a2.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.3ms preprocess, 14.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-25_jpg.rf.3156e7f8417d66bdc5cf535b8c7bc5a3.jpg: 640x640 1 Pothole, 17.7ms Speed: 3.7ms preprocess, 17.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-25_jpg.rf.47fb6c270a3938b0b08bc2866f672f0a.jpg: 640x640 1 Pothole, 12.8ms Speed: 4.3ms preprocess, 12.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-25_jpg.rf.85e2c9ab2f54f9aa5d4464a54a0ea5ba.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.0ms preprocess, 12.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-25_jpg.rf.c1ededc52cf994dc767845a73721035a.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.0ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-25_jpg.rf.c73794e15a54cb5bf8a21785205f3d59.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.0ms preprocess, 12.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-25_jpg.rf.c73945fc66929d1fa5802d883bfa7e39.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.0ms preprocess, 12.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-25_jpg.rf.cc00b270b1a2206a58c378a1a8e1b7c8.jpg: 640x640 1 Pothole, 12.7ms Speed: 1.8ms preprocess, 12.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-25_jpg.rf.da15ef69c28ef3348e62bb55025b35f0.jpg: 640x640 1 Pothole, 12.6ms Speed: 1.6ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-260_jpg.rf.0b7d75e6b6e1c417e21f34d467414e75.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.0ms preprocess, 12.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-260_jpg.rf.4d00c51813d4018b7ef0abb0ec4eab85.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.7ms preprocess, 11.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-260_jpg.rf.61c13f6092212067ecc1fecc662d5a67.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.2ms preprocess, 11.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-260_jpg.rf.6fc9494bed40b493df680db3c65f2ec7.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.3ms preprocess, 11.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-260_jpg.rf.a6abcd889c2e0c007b85513903c39b8a.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.3ms preprocess, 11.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-260_jpg.rf.b6b62eefcdbb555eac9ac34575b29151.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.2ms preprocess, 11.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-260_jpg.rf.bd0e85d56e562c41b32aa1183177691f.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.0ms preprocess, 11.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-261_jpg.rf.10590b50b6f9377bf3bc87458581d6f2.jpg: 640x640 1 Pothole, 12.2ms Speed: 4.7ms preprocess, 12.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-261_jpg.rf.143c0ba3d9a39aeebfe0d9ee073b4fd0.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.1ms preprocess, 11.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-261_jpg.rf.48cf72c43d950a3c72e5b368339c5f6e.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.3ms preprocess, 11.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-261_jpg.rf.5f6a12ea08b1ef3f638eb731fef85704.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-261_jpg.rf.5fafcc9c7a1224011ce2e072940d60f6.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-261_jpg.rf.9da9e98b10ffff561bdd3d38e7278079.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.9ms preprocess, 11.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-261_jpg.rf.a7bf85640b31b451631b3d4395e6bdc5.jpg: 640x640 1 Pothole, 20.1ms Speed: 2.4ms preprocess, 20.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-261_jpg.rf.fe349c893b7eb9aa3ef43d4336ab7702.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.7ms preprocess, 10.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-262_jpg.rf.00d0c5af25e63d8b69e3ecf8dd62fb76.jpg: 640x640 2 Potholes, 10.5ms Speed: 3.2ms preprocess, 10.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-262_jpg.rf.208dc559d68a1ee580ddcd1834f43f39.jpg: 640x640 1 Pothole, 22.9ms Speed: 3.2ms preprocess, 22.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-262_jpg.rf.34261df1be07ae7a9fbc2a064b1b702d.jpg: 640x640 3 Potholes, 17.7ms Speed: 3.4ms preprocess, 17.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-262_jpg.rf.5d60fc00b131add5002097b194c74dce.jpg: 640x640 3 Potholes, 21.8ms Speed: 3.9ms preprocess, 21.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-262_jpg.rf.8e176d12ba753fcfc8a640c78d4af7c7.jpg: 640x640 2 Potholes, 11.5ms Speed: 3.2ms preprocess, 11.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-262_jpg.rf.baad1469c10bd9d2a71dc938db5c86c0.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.8ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-262_jpg.rf.ee53b6a0e01759767d8449edc58deabf.jpg: 640x640 2 Potholes, 16.5ms Speed: 4.5ms preprocess, 16.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-263_jpg.rf.089545b5a422046225342ab671191e64.jpg: 640x640 2 Potholes, 10.7ms Speed: 3.2ms preprocess, 10.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-263_jpg.rf.23c4d83df58611ef1314164259013c6c.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.9ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-263_jpg.rf.29fd22bb05dbb93ef6c16e06a0f92873.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-263_jpg.rf.6ee5ee692f25b5055f81579acf70305f.jpg: 640x640 3 Potholes, 10.5ms Speed: 3.0ms preprocess, 10.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-263_jpg.rf.78d26b20ec2626f7c96e4b48abf2fda0.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-263_jpg.rf.8b76e836b7bb026c48a1c24c43d5f81c.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-264_jpg.rf.236792bca6129cd885570440c889b8e5.jpg: 640x640 (no detections), 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-264_jpg.rf.c9cc738214a1b2e4739a79968e590b3c.jpg: 640x640 (no detections), 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-264_jpg.rf.e54c6df6d00f09c3efa19abd7f07a0ea.jpg: 640x640 (no detections), 10.6ms Speed: 3.5ms preprocess, 10.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-264_jpg.rf.fd110a08c59c69724ebe953607a1c4a7.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-265_jpg.rf.746695e6faad93367e0e45bb1da841c1.jpg: 640x640 3 Potholes, 10.9ms Speed: 2.8ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-265_jpg.rf.822fb26b9dd8778dd5bd289715385ce9.jpg: 640x640 2 Potholes, 11.0ms Speed: 2.9ms preprocess, 11.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-265_jpg.rf.d7f169aec8b8b98f303ed086d93c26b2.jpg: 640x640 (no detections), 11.1ms Speed: 3.3ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.0fae654e8b6699cce8b907951d70c120.jpg: 640x640 1 Pothole, 11.2ms Speed: 3.0ms preprocess, 11.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.3427b9d52493070e6797145f6e3228a0.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.2ms preprocess, 10.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.40c4bb922fbc392aef027fcab2e28889.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.7ms preprocess, 11.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.6d31a71b30ce26d3d671e2f878da7cd5.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.7ms preprocess, 10.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.881f9ffe525cec79bb130aa4f04a1c11.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.6ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.8b6fb9f1afde5ebb3d393a3ab2f75322.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.950eef0f7df0b8d021bb64493f2edb56.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.4ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.b09e2da5dddcc3e2ec311cb713faf309.jpg: 640x640 1 Pothole, 10.5ms Speed: 5.3ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-266_jpg.rf.e85b82d07cec2f2014e85a9b05c9b0e8.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-267_jpg.rf.292466418e13517733fc1610f83cb003.jpg: 640x640 4 Potholes, 10.2ms Speed: 2.8ms preprocess, 10.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-267_jpg.rf.3734b59c6b57de472e237555f4c5e20e.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.3ms preprocess, 10.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-267_jpg.rf.b2b42dfe01f40c5f99251ce2cb358c38.jpg: 640x640 4 Potholes, 11.0ms Speed: 3.6ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-267_jpg.rf.cf64873d1eedddc974650acf366debd6.jpg: 640x640 3 Potholes, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-267_jpg.rf.f76250f714a6bbaf1918ff30f9d5eafa.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-268_jpg.rf.2a01663ead541427b77b2eb302e8910e.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.2ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-268_jpg.rf.2a3d306001a9a14021123db2e4bd413a.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.9ms preprocess, 10.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-268_jpg.rf.5900aecd83406f9c7e7f1d434753d1ad.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.2ms preprocess, 14.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-268_jpg.rf.7b56592c28de350f28b862b856cd23e0.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.0ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-268_jpg.rf.7c59a06c9ab1036440c10ed4586ff950.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.4ms preprocess, 13.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-268_jpg.rf.b11d1f18260374481054388928be9496.jpg: 640x640 2 Potholes, 19.5ms Speed: 3.2ms preprocess, 19.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-268_jpg.rf.b888844cce54230e002e856f099d0cdf.jpg: 640x640 2 Potholes, 17.0ms Speed: 2.9ms preprocess, 17.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-268_jpg.rf.c64a6eea8506f3b1765e3527cc699b63.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.8ms preprocess, 15.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-26_jpg.rf.4e8502f8defbb8d7231028e49a1cf2c5.jpg: 640x640 3 Potholes, 11.0ms Speed: 3.3ms preprocess, 11.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-26_jpg.rf.7ddfbe880c56ae5b2500f407a42efb5d.jpg: 640x640 1 Pothole, 14.3ms Speed: 4.4ms preprocess, 14.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-26_jpg.rf.c017e91656a6c0d099c668bf3936dd6d.jpg: 640x640 1 Pothole, 13.8ms Speed: 4.2ms preprocess, 13.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-270_jpg.rf.17455a6e08a3ef234336ead7e4192900.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-270_jpg.rf.5575c698625973094f817bcc1b8f1244.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-270_jpg.rf.700f72cded3e8466a9a3dbda180b246f.jpg: 640x640 2 Potholes, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-270_jpg.rf.adf66cab136c3a1549f15aaf58eef8bf.jpg: 640x640 4 Potholes, 12.9ms Speed: 2.4ms preprocess, 12.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-270_jpg.rf.cd469b4b918f2f120f6332927818debe.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-270_jpg.rf.ed0c2837664a0de30e8d602c10d87c6b.jpg: 640x640 3 Potholes, 18.8ms Speed: 2.3ms preprocess, 18.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-271_jpg.rf.69f51feeb190d2ca9ef7168a527bb3d7.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.8ms preprocess, 10.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-271_jpg.rf.830a2b516af7d5ff69c36b884832a2d5.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-271_jpg.rf.adbb2ee15bfafdc1836f937a85ed181e.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-272_jpg.rf.350d9f4b2beef26880e32e894a65a504.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-272_jpg.rf.7d7fb3c20224c1611040cdaf8b5c35eb.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-272_jpg.rf.d0f455a5094ba738cbe45aa3059ce1ee.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.0ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-272_jpg.rf.ea711952f69705c34c1e0affaf3887f4.jpg: 640x640 (no detections), 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-273_jpg.rf.4a3328cea1c021951d6fd4a1b48689be.jpg: 640x640 1 Pothole, 11.9ms Speed: 4.3ms preprocess, 11.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-273_jpg.rf.5daab109bfd5eef6335b45f0ca05abd3.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.3ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-273_jpg.rf.a4e0f8b53e491f4edf8bd0085f00046e.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-273_jpg.rf.b842e26957dbc247a18df3294d124005.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-274_jpg.rf.26d5b73eacbf4e07a165cc09b0679aa4.jpg: 640x640 2 Potholes, 16.9ms Speed: 2.8ms preprocess, 16.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-274_jpg.rf.55f0c99284981f6e6fa170132faa49ea.jpg: 640x640 3 Potholes, 14.0ms Speed: 3.8ms preprocess, 14.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-274_jpg.rf.5fb4e68601a0c022139abba1e3e19e27.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-274_jpg.rf.61214c9846fd6a18d9aa4ebddf19556a.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-274_jpg.rf.8b168fd2828aecc07d7239055dc3e825.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-274_jpg.rf.b4ca0caacdc0f628bf06f78925817918.jpg: 640x640 2 Potholes, 12.5ms Speed: 3.3ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-274_jpg.rf.ba0b13633b0705de680582aca758b86f.jpg: 640x640 2 Potholes, 11.0ms Speed: 2.4ms preprocess, 11.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-274_jpg.rf.cbfee47f031106b0b288f61bfb5d9715.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-275_jpg.rf.3595c4d2f8f1bad825fc51a23bb06f9d.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-275_jpg.rf.9578a03ac467680066b4a39cd6110e7a.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-275_jpg.rf.96fddbbe7d763453e7ff9b511782a9fb.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-275_jpg.rf.c90bfe356d59a7f5fe80cf60976b42aa.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.6ms preprocess, 13.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-276_jpg.rf.2678323506ac8d5a133188ad27f50b7c.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.7ms preprocess, 11.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-276_jpg.rf.2af5f1eb46d1a9df0aeeff040c78ef5e.jpg: 640x640 1 Pothole, 11.7ms Speed: 1.8ms preprocess, 11.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-276_jpg.rf.5d606efaeef7bec686710dddfc17aee7.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-276_jpg.rf.6e807b1fabc096b65ab6e193cc739c35.jpg: 640x640 2 Potholes, 13.7ms Speed: 2.4ms preprocess, 13.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-276_jpg.rf.6fe0bffcd265167207cb40c0c3743734.jpg: 640x640 1 Pothole, 19.1ms Speed: 3.0ms preprocess, 19.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-276_jpg.rf.913f45880598dbe58e13d05ceaa847e1.jpg: 640x640 1 Pothole, 22.0ms Speed: 2.7ms preprocess, 22.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-277_jpg.rf.1da4f4ff8eb536d046138c3173e0995d.jpg: 640x640 1 Pothole, 11.8ms Speed: 4.0ms preprocess, 11.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-277_jpg.rf.48039f5d1f5fa1f8e1558670fe785174.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.7ms preprocess, 12.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-277_jpg.rf.7a7042b3f49af9889304bdfaca7043d9.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.5ms preprocess, 12.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-277_jpg.rf.9601f9f512cba979b002be776a09be35.jpg: 640x640 2 Potholes, 24.0ms Speed: 4.3ms preprocess, 24.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-277_jpg.rf.b01489be4cdc0ee7c695efa6d4454855.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.7ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-277_jpg.rf.e687502a8c33c78cd07536d1ec7ae6aa.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-278_jpg.rf.4a878583c7ebca220db7403add9d12c2.jpg: 640x640 3 Potholes, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-278_jpg.rf.7085d09bafd75dbdbb52743827113627.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-278_jpg.rf.7f75df5d4bc008afe83ee1dcee390112.jpg: 640x640 3 Potholes, 10.9ms Speed: 2.2ms preprocess, 10.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-278_jpg.rf.95032e2c9f674aadb064bad3e0c5759c.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-278_jpg.rf.eec46b7be4fff4b9a2bbe19bb277014c.jpg: 640x640 4 Potholes, 11.4ms Speed: 2.3ms preprocess, 11.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-278_jpg.rf.f41758be63f4fdff471e58da7d95ccf1.jpg: 640x640 3 Potholes, 10.8ms Speed: 2.7ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-279_jpg.rf.1e3cfdb9be1d109aa3c9673dae70d462.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-279_jpg.rf.21d39c068ea7d8f470b1fd3efa2d9435.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.2ms preprocess, 15.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-279_jpg.rf.2df49583aebb35d48e656c9449834024.jpg: 640x640 (no detections), 14.6ms Speed: 2.2ms preprocess, 14.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-279_jpg.rf.2e61018f2572b3122e397300b2e1a7f3.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-279_jpg.rf.5400c3681e70b8395b161c86798d3dd6.jpg: 640x640 (no detections), 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-279_jpg.rf.98b6c2ce26b3b9b8449f6e172d6c058a.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.2ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-279_jpg.rf.d2ee8ec8558e86858b3c9bc2b96ab8af.jpg: 640x640 1 Pothole, 19.8ms Speed: 6.9ms preprocess, 19.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-279_jpg.rf.d6104677595d056788829b2708b092da.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-27_jpg.rf.2d37e54d3ac861be895662a8f9b6b1f5.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-27_jpg.rf.36cbe79a470d9c1f1c7352bd4f212c09.jpg: 640x640 2 Potholes, 23.3ms Speed: 3.3ms preprocess, 23.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-27_jpg.rf.6660772e190a24d112197b0b5d4d6d65.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.0ms preprocess, 14.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-27_jpg.rf.9b5d34009b295d10fdcea25d5dd84a5d.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.2ms preprocess, 10.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-27_jpg.rf.e2e6430b2a5980a5cbd4f7f3af2ddeed.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-27_jpg.rf.e6f63ad16b01e24d1b0b9e97a7d1f877.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-280_jpg.rf.4d98e2e7898c6426a8c0ba2f80c7fd9f.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.2ms preprocess, 16.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-280_jpg.rf.fe997b4fc6d084599a1ef834dfa2e415.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-281_jpg.rf.508555321f1b4a90003881510502a070.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-281_jpg.rf.795d5416b5dbe0a7b16780b969f0e2d0.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-281_jpg.rf.d42ff83f2824b39ced10d4fb8546f268.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.0ms preprocess, 10.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-282_jpg.rf.0fcbf6fdd127964bb56761643335af56.jpg: 640x640 2 Potholes, 22.4ms Speed: 7.1ms preprocess, 22.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-282_jpg.rf.2adf3e97b20e0f83a8243cda7c86a905.jpg: 640x640 2 Potholes, 12.1ms Speed: 2.9ms preprocess, 12.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-282_jpg.rf.32dccf99490a680065a0b2376e098053.jpg: 640x640 2 Potholes, 14.5ms Speed: 2.8ms preprocess, 14.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-282_jpg.rf.3e9c5a3dd3f5e5ebe910eca6d7494945.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.2ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-282_jpg.rf.ab9e2a9271170184761f56741d0f4507.jpg: 640x640 2 Potholes, 24.4ms Speed: 4.0ms preprocess, 24.4ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-282_jpg.rf.d6a535943d3cbe8b0e76c6a627305724.jpg: 640x640 2 Potholes, 18.8ms Speed: 4.1ms preprocess, 18.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-283_jpg.rf.0d2ff21c0c39adfe3f426f660f120bba.jpg: 640x640 1 Pothole, 24.3ms Speed: 4.7ms preprocess, 24.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-283_jpg.rf.6fa132a452227d9e44d4e4a17d7f0179.jpg: 640x640 3 Potholes, 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-283_jpg.rf.8a344d8f8d77ac228e8dc791c131b67e.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-283_jpg.rf.b4c248c4cf166d27de1c2ebd05845f6f.jpg: 640x640 3 Potholes, 10.1ms Speed: 7.1ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-283_jpg.rf.c3c035b23f4f41350006246c236c46a8.jpg: 640x640 2 Potholes, 11.0ms Speed: 2.4ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-283_jpg.rf.e9abfa68a32399ad0ddc1da4c82f002f.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-283_jpg.rf.fddc14bf232b6781f33d8775b966d9ee.jpg: 640x640 3 Potholes, 12.5ms Speed: 2.9ms preprocess, 12.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-284_jpg.rf.af80ed15d52a84c0e1b5801251af90aa.jpg: 640x640 2 Potholes, 11.5ms Speed: 4.5ms preprocess, 11.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-285_jpg.rf.3d49c8cf90b8d982fdd7045dcfd25176.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.2ms preprocess, 12.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-285_jpg.rf.6e6c2e314e47498e4d5e8bb115837ac4.jpg: 640x640 (no detections), 17.6ms Speed: 2.7ms preprocess, 17.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-285_jpg.rf.8bdf3b2f9b494f71da03f815b9408953.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.8ms preprocess, 12.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-285_jpg.rf.9c14003754f590d54ecb3a8d962b9bec.jpg: 640x640 1 Pothole, 14.4ms Speed: 5.6ms preprocess, 14.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-285_jpg.rf.b6c3834b15032808b7dbae9c9c54ff4b.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-285_jpg.rf.bae6ef2d6fc81b434f023b0fc782f4c7.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-286_jpg.rf.52ca3b530f9360f955aea7bc934e4232.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-286_jpg.rf.552e238c209d9c8e9a7de53918487f2b.jpg: 640x640 4 Potholes, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-286_jpg.rf.8126e84f44cbfdb79e14f271bdb8b52e.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.9ms preprocess, 12.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-286_jpg.rf.812e0ebaf36e0a78d7181362eb37bc1e.jpg: 640x640 4 Potholes, 10.0ms Speed: 3.2ms preprocess, 10.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-287_jpg.rf.206508212d78d70abd99b031c76ca252.jpg: 640x640 1 Pothole, 17.9ms Speed: 3.6ms preprocess, 17.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-287_jpg.rf.35c9d019391bf69bc404c6f5c907bcc4.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.3ms preprocess, 12.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-287_jpg.rf.618bfca75e75e66b7fd78c3cd60f9d73.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-287_jpg.rf.81353318d94d477d3a2e7ba7567aa252.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-287_jpg.rf.c02e455f0cbe7a0f0ce864077cedac39.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.8ms preprocess, 14.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.0bd0011bdf394229f1d89b08b27508e7.jpg: 640x640 4 Potholes, 17.3ms Speed: 3.8ms preprocess, 17.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.6588e1a9ffece60d1ac652110cd6f592.jpg: 640x640 4 Potholes, 21.6ms Speed: 4.5ms preprocess, 21.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.65f5380cffc3c15523d0c56867c17c5e.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.2ms preprocess, 12.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.81082c91103a551884d2c95e282605c2.jpg: 640x640 1 Pothole, 13.9ms Speed: 3.2ms preprocess, 13.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.97fbb907325f764b863bd3b35d120218.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.a908a56fe3590c3323adcad88fcd881a.jpg: 640x640 2 Potholes, 11.6ms Speed: 2.8ms preprocess, 11.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.bed000b7a502beff7bd6778009e60fea.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.4ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.c60dee6df6a598b21d34d0a6751ca6dd.jpg: 640x640 2 Potholes, 11.7ms Speed: 2.7ms preprocess, 11.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-288_jpg.rf.f5d831610d0fa544c85d35a61a9ccb88.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.1c544e431d69ce67c52f3a2a1860506f.jpg: 640x640 1 Pothole, 12.3ms Speed: 4.1ms preprocess, 12.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.4b72428e18409251feac97506ad7d2d1.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.6ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.93754ec0ae9b9e0f53a6b804afc3e5b3.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.9ms preprocess, 11.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.95c94849fa6db40232bd012d1d8ff318.jpg: 640x640 1 Pothole, 20.4ms Speed: 2.5ms preprocess, 20.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.9da3969c42532af1cb243fe0e1bbcb26.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.9ms preprocess, 13.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.dedcf50d560311b181720b67f5eeecaf.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.5ms preprocess, 15.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.e160969500aa2fc25f1f0a37f87efa23.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.9ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.fb6cfcb52e03814744987b82cbe12880.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-289_jpg.rf.fe4149ff82987efd0773d5077bf02ab6.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.1ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-28_jpg.rf.4895790aa4dacb0b00f57aac0b890a01.jpg: 640x640 4 Potholes, 14.2ms Speed: 3.6ms preprocess, 14.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-28_jpg.rf.6aa5724a4fe53f1d1e678769c4a6164d.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-28_jpg.rf.a94403aa5dc123008a172e074a89c6f2.jpg: 640x640 4 Potholes, 10.5ms Speed: 2.7ms preprocess, 10.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-28_jpg.rf.caee4bfec6c478148face806b30f7d7f.jpg: 640x640 4 Potholes, 16.8ms Speed: 3.2ms preprocess, 16.8ms inference, 7.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-290_jpg.rf.0fe856465e74ecbeee87a8adbc876883.jpg: 640x640 1 Pothole, 19.3ms Speed: 3.9ms preprocess, 19.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-290_jpg.rf.55d82155db3bc2ff228dd3e08876a8ee.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-290_jpg.rf.873cd8669b18300d4c95c0196f332207.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-291_jpg.rf.0e873c79f14fac85a1da3b4c9947bcee.jpg: 640x640 (no detections), 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-291_jpg.rf.16147211ed6c228d9a658f0790ab0f48.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.6ms preprocess, 11.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-291_jpg.rf.1700da4d892c447b3d112d9845b084a4.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-291_jpg.rf.630fec819a6fa73f24afb32187d5b497.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-291_jpg.rf.7487b18c35eab5e046494ada93688b28.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-291_jpg.rf.ae43da57c1c3d7e55ad54fa98d645eed.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.2ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-291_jpg.rf.e888409071e8b7cadf211160e2fd550d.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.062b1cd53d0ece38bb5b49476ebee2f7.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.4ms preprocess, 15.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.3ece3d8890a5ca13ff2e64c6ed993f28.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.3fc530a82d9f82ac671ec641680a3546.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.8ms preprocess, 15.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.41d54572ce7b12ea389bad6acd2a6998.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.8ms preprocess, 12.9ms inference, 7.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.42ec24da99899ab87db29a7c89027f97.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.9ms preprocess, 10.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.51689a0cd8fd6121c0d021ca61fd1b1b.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.6ms preprocess, 10.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.76ef2786cdd70f14e98a169588c7bbb3.jpg: 640x640 1 Pothole, 20.2ms Speed: 3.8ms preprocess, 20.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.7f6a9b082564d214271a9c73e409743f.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.1ms preprocess, 17.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.8e15ae1e77b3b80fe09108fc377cf1b6.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.8ms preprocess, 13.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.a5a6f41d2e646a60c315b4f03c93e7cd.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.2ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.c7a58dbd9e9102119b1a7f12721cb2fc.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.d0144f8a3d82bcaed0039403893dcca3.jpg: 640x640 (no detections), 14.4ms Speed: 2.7ms preprocess, 14.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-292_jpg.rf.f9403892c54f62b0c196e0a8f23e2ade.jpg: 640x640 (no detections), 12.9ms Speed: 2.6ms preprocess, 12.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-293_jpg.rf.773fcdadf7d758d71d0332d48ca240fe.jpg: 640x640 5 Potholes, 10.4ms Speed: 3.4ms preprocess, 10.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-293_jpg.rf.9f5b65ca16b3d07e0d1eda38125ef67e.jpg: 640x640 1 Pothole, 14.9ms Speed: 4.0ms preprocess, 14.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-293_jpg.rf.b87fb505905e9772e0ca4c54132ab34d.jpg: 640x640 2 Potholes, 16.6ms Speed: 2.9ms preprocess, 16.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-293_jpg.rf.dc3eb2ac7e8c74a4b1e28596aeaddef8.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-293_jpg.rf.e212c7f75329ac563ff4681fec6c085c.jpg: 640x640 5 Potholes, 14.2ms Speed: 2.2ms preprocess, 14.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-293_jpg.rf.f5390967ec74f638caffed3c51137aeb.jpg: 640x640 5 Potholes, 13.8ms Speed: 4.6ms preprocess, 13.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-293_jpg.rf.f5d0817d42101e27604a6db32780a3f5.jpg: 640x640 2 Potholes, 14.3ms Speed: 3.2ms preprocess, 14.3ms inference, 7.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-294_jpg.rf.09cb0742ac210651d9d31a2aaaed99be.jpg: 640x640 1 Pothole, 18.0ms Speed: 3.3ms preprocess, 18.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-294_jpg.rf.1245fe27cd039d473558d9bda0400a49.jpg: 640x640 (no detections), 10.3ms Speed: 2.9ms preprocess, 10.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-294_jpg.rf.21e2c6ff79a37710cf15eb3047b3701f.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.5ms preprocess, 11.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-294_jpg.rf.3d22007dc58d795a6485a48f5169291c.jpg: 640x640 1 Pothole, 16.5ms Speed: 2.5ms preprocess, 16.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-294_jpg.rf.5de7ddb75d0177489fd527e9409c82b0.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.9ms preprocess, 14.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-294_jpg.rf.6bd4bb4b37e3dc895c0c41bd6cd6c2d0.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.2ms preprocess, 13.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-294_jpg.rf.c87406af275901d912dc389108bd85e2.jpg: 640x640 1 Pothole, 10.4ms Speed: 4.2ms preprocess, 10.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-294_jpg.rf.f36923984dd1603d334077a93cdce168.jpg: 640x640 1 Pothole, 18.5ms Speed: 3.5ms preprocess, 18.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.1216d4db1cb239734e4e40b1693a12c4.jpg: 640x640 1 Pothole, 16.1ms Speed: 4.7ms preprocess, 16.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.136839e1579de6723084ce6dbdf0f538.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.9ms preprocess, 10.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.5f9d53fef7e287bebf00178c229b64bc.jpg: 640x640 1 Pothole, 15.7ms Speed: 5.4ms preprocess, 15.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.8211b77f82005b7d9c5911c649cf050b.jpg: 640x640 1 Pothole, 11.1ms Speed: 4.5ms preprocess, 11.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.82c15c807469b6d392b9bbe5def51e92.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.9ms preprocess, 10.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.8618b115b0aafa6c4eeeeab30407f920.jpg: 640x640 1 Pothole, 11.3ms Speed: 3.4ms preprocess, 11.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.c4bac9148fe25cd6ddcbc78efdc0fc96.jpg: 640x640 1 Pothole, 17.7ms Speed: 5.0ms preprocess, 17.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.ea0535b3b63edb2dfeab63cd79533a19.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.3ms preprocess, 12.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-295_jpg.rf.edda2248b0528d8a7ce3ed53a50ecc24.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.1ms preprocess, 10.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-296_jpg.rf.6b45746d1bf8504c5d507b6fb6798bce.jpg: 640x640 2 Potholes, 13.3ms Speed: 3.6ms preprocess, 13.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-296_jpg.rf.7d7311d7f9b821b7cf161f2f49164c8b.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.4ms preprocess, 16.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-296_jpg.rf.e7d2f5d269c334eaf950a6d8bd314575.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.0ms preprocess, 12.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-297_jpg.rf.060b7b8bafd8f73a1fcfc3d3c0d5568f.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.4ms preprocess, 14.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-297_jpg.rf.2623fd63bfe1f3a9554543977e20d50c.jpg: 640x640 5 Potholes, 12.0ms Speed: 2.8ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-297_jpg.rf.27e58191b63a72cafa1be6d35d85c99a.jpg: 640x640 5 Potholes, 14.4ms Speed: 4.5ms preprocess, 14.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-297_jpg.rf.65ee4915bd2c2bb097b3c1717a2be741.jpg: 640x640 2 Potholes, 13.2ms Speed: 3.6ms preprocess, 13.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-297_jpg.rf.66fe90bbdc535e9d75747fbeff0e3cb4.jpg: 640x640 4 Potholes, 10.5ms Speed: 3.9ms preprocess, 10.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-297_jpg.rf.758b5dbd44923a0e4e9f1ad183f61882.jpg: 640x640 3 Potholes, 13.3ms Speed: 2.6ms preprocess, 13.3ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-297_jpg.rf.944bb9a0b911979889e017a339379bd1.jpg: 640x640 4 Potholes, 14.1ms Speed: 2.8ms preprocess, 14.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-297_jpg.rf.b3506a54ff6de2e63ef9328ed6406cd6.jpg: 640x640 2 Potholes, 12.2ms Speed: 3.3ms preprocess, 12.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-298_jpg.rf.1e21ab3ecd5882ffb1a42bc72e94c404.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.3ms preprocess, 14.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-298_jpg.rf.2b06f014d17921dc03fab37fe1225e9c.jpg: 640x640 2 Potholes, 21.2ms Speed: 2.8ms preprocess, 21.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-298_jpg.rf.34a58768bc96163bd4339389da27bccd.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.5ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-298_jpg.rf.4991cd9a078b80deb7a45f4775e57982.jpg: 640x640 2 Potholes, 11.1ms Speed: 2.6ms preprocess, 11.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-298_jpg.rf.6206768b6c6bba38f79bb9752f92870a.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-298_jpg.rf.918f10a109328ad1ae119270cf71cdb9.jpg: 640x640 1 Pothole, 10.8ms Speed: 1.9ms preprocess, 10.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-298_jpg.rf.d75a8e10eab7bbf1cd5d29d9fc00e411.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.2ms preprocess, 10.8ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-299_jpg.rf.95b0cce4f1ab7f4c22c41fced18cf5d2.jpg: 640x640 3 Potholes, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-299_jpg.rf.f299875044aafc352c8b3a8ea9ae167f.jpg: 640x640 3 Potholes, 10.5ms Speed: 1.7ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.03bcf5576c952a86590983f8f51270af.jpg: 640x640 3 Potholes, 14.4ms Speed: 4.0ms preprocess, 14.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.7132c70f7531c07cded9b240a89dfd8b.jpg: 640x640 2 Potholes, 14.1ms Speed: 3.3ms preprocess, 14.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.7cb6394a1dd206975a29b10506206ce7.jpg: 640x640 2 Potholes, 12.5ms Speed: 4.0ms preprocess, 12.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.9d75b51cd07534facb09cce1bbc4400e.jpg: 640x640 3 Potholes, 13.4ms Speed: 3.1ms preprocess, 13.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.a3cc454d58702b6d68c8580fd14574aa.jpg: 640x640 4 Potholes, 16.1ms Speed: 3.7ms preprocess, 16.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.a7a9fcd4100534587b44fd8f17693dff.jpg: 640x640 2 Potholes, 15.4ms Speed: 3.6ms preprocess, 15.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.ad2ea20d748afe2adf399ff26238da07.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.9ms preprocess, 10.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.dbe90db41aedd2d7cedb7e10ccb1f579.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.5ms preprocess, 10.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-29_jpg.rf.e6dda54f42cd21c4c7951cc0a7fb2b11.jpg: 640x640 3 Potholes, 11.0ms Speed: 1.9ms preprocess, 11.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-2_jpg.rf.b3f1a90ed97c70c040b22aa2c2e30ac9.jpg: 640x640 3 Potholes, 10.5ms Speed: 2.4ms preprocess, 10.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-2_jpg.rf.b5021bed67c8c2f48c473b06a61b2977.jpg: 640x640 (no detections), 12.6ms Speed: 4.4ms preprocess, 12.6ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-2_jpg.rf.ffc99d1408eb26e7dd20fad1d96c4c8f.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.5ms preprocess, 10.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-300_jpg.rf.a05ce57a4d98715d9eb725b15cf311e3.jpg: 640x640 6 Potholes, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-300_jpg.rf.b6303f041d66679c76f5525d1ae78e18.jpg: 640x640 (no detections), 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-300_jpg.rf.ce6b3338e2cfbee249d1b6a9e4ce0134.jpg: 640x640 4 Potholes, 11.8ms Speed: 3.1ms preprocess, 11.8ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.0dea68c0a1f095470d9d6415a460db6f.jpg: 640x640 (no detections), 11.5ms Speed: 3.0ms preprocess, 11.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.31eaa26403fa6623aa219af3299ca832.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.4ms preprocess, 10.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.40221ed19f41cec5f397a46c7bdb0db6.jpg: 640x640 2 Potholes, 10.6ms Speed: 3.1ms preprocess, 10.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.7cb3392f82b74f8733db1c946c0bb6c7.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.98ffc1309ee75c9c41ab0ac56152ee35.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.6ms preprocess, 12.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.ae920141c82fdb068bd489fe19567ac0.jpg: 640x640 2 Potholes, 12.4ms Speed: 3.1ms preprocess, 12.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.b6367480b7fdbc6edf2c8ff025eac0de.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.8ms preprocess, 10.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.ccab826dcee56803c51ad9da0e83eb33.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.6ms preprocess, 10.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.ce8f3138467303f5e54c736eb64276b8.jpg: 640x640 3 Potholes, 16.9ms Speed: 4.5ms preprocess, 16.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.d2d05e56190818b0a98a535546509565.jpg: 640x640 3 Potholes, 12.1ms Speed: 3.7ms preprocess, 12.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-301_jpg.rf.eb812c1f94c6138310da7cac86f26682.jpg: 640x640 (no detections), 18.4ms Speed: 4.2ms preprocess, 18.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-302_jpg.rf.0237b1a19ea7e3c3823e008d7ded104b.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.3ms preprocess, 12.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-302_jpg.rf.672f4c66d26f6e3e22b0b3fd9fcb1142.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-302_jpg.rf.686b491e0df27a7070cbca96fb74a655.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.2ms preprocess, 10.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-302_jpg.rf.70e995df5bf26c75eaedfa03b75676e0.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.9ms preprocess, 16.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-302_jpg.rf.ab6749f6fa9ee8846860e0aed56db912.jpg: 640x640 1 Pothole, 10.5ms Speed: 3.6ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-302_jpg.rf.affa7061888bca40def0d4095bae0923.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.7ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-302_jpg.rf.df956e836f1f136ffb45d76eec10c47b.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.2ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-302_jpg.rf.f4ebcb10b00fb85de269e99b20a06dbf.jpg: 640x640 1 Pothole, 10.6ms Speed: 1.8ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-303_jpg.rf.06e10b7ebc88f4ccd4f621bf158c84e7.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.9ms preprocess, 10.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-303_jpg.rf.1cd812d1d0480439f59ad3f0d6962c23.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.8ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-303_jpg.rf.31c478ea22b67f3730a1b362ab0473f6.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-303_jpg.rf.6673b0ba63cc3db235b5ebbec84f065d.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-303_jpg.rf.7137ceb1cbd80dd7e182ae4f7f091c7d.jpg: 640x640 2 Potholes, 10.2ms Speed: 3.1ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-303_jpg.rf.90c0988533d9a22cb1db5f4507fcf6a1.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-303_jpg.rf.bfaa512c9c4a8bd1d5c7f416f6573a78.jpg: 640x640 2 Potholes, 10.5ms Speed: 1.9ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-303_jpg.rf.f8a75b1d79a7ff66dcb5f5b1e97922a0.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-304_jpg.rf.96164943db085d0ab6d27a632e62d2b9.jpg: 640x640 2 Potholes, 11.1ms Speed: 2.2ms preprocess, 11.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-304_jpg.rf.cb4d2cb1f6366a1d63210630e90fb580.jpg: 640x640 2 Potholes, 11.0ms Speed: 2.4ms preprocess, 11.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.012a0e631d0ecbc0b95a5ae02627d606.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.0bbd0ffe2ba31ae4da4afb5ccd04aab5.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.5ms preprocess, 10.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.2c695322661430e74ca99163a4eab63f.jpg: 640x640 (no detections), 13.3ms Speed: 3.6ms preprocess, 13.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.325cd059bfc5807efe00761efa977ba4.jpg: 640x640 (no detections), 15.7ms Speed: 3.2ms preprocess, 15.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.3950d37c2dd6249851b98507e5286116.jpg: 640x640 3 Potholes, 11.8ms Speed: 3.4ms preprocess, 11.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.569399376c0775c8b3c8d1d692b955d7.jpg: 640x640 2 Potholes, 18.3ms Speed: 4.1ms preprocess, 18.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.633e3ff32a4b1ca690cdde136208abb1.jpg: 640x640 3 Potholes, 14.4ms Speed: 2.8ms preprocess, 14.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.654bb4c891a4fe0867e02746e94dc206.jpg: 640x640 3 Potholes, 11.7ms Speed: 2.4ms preprocess, 11.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.660efc75596f9a675ad3341852740719.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.8ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.6c2c50cfc8166c2f72cf6cf88ca6f87d.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.3ms preprocess, 11.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.7a9af9653a482e7cfa0455dd49ea5c7d.jpg: 640x640 4 Potholes, 14.1ms Speed: 2.9ms preprocess, 14.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.85095944b23c82251fcffe055cce5a04.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.0ms preprocess, 17.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.9913e71cb5b43963b3cec8dc088fee4e.jpg: 640x640 2 Potholes, 14.6ms Speed: 3.0ms preprocess, 14.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.d6474256e98f6b598939b5ff2077fe71.jpg: 640x640 2 Potholes, 15.5ms Speed: 2.6ms preprocess, 15.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.ebb351f1964eb8739d2b10c170554eab.jpg: 640x640 3 Potholes, 13.1ms Speed: 3.2ms preprocess, 13.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-305_jpg.rf.f8dcc151fc103f09f546bafacd53cbba.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.5ms preprocess, 12.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-306_jpg.rf.8cb3a1466abe309cb495315d7aa8a33d.jpg: 640x640 2 Potholes, 16.7ms Speed: 4.1ms preprocess, 16.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-306_jpg.rf.9c1198f1f6d03c3760c56d4b7bf8acc5.jpg: 640x640 (no detections), 15.6ms Speed: 2.8ms preprocess, 15.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-306_jpg.rf.b224b9f1b37f984394b1ceb89a62d677.jpg: 640x640 3 Potholes, 12.0ms Speed: 2.8ms preprocess, 12.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-307_jpg.rf.2ca985053e441e5fadbb3b292b161afc.jpg: 640x640 1 Pothole, 11.3ms Speed: 3.1ms preprocess, 11.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-307_jpg.rf.6cd20bbf6a599edb6aaae6ee3926b634.jpg: 640x640 2 Potholes, 14.2ms Speed: 2.9ms preprocess, 14.2ms inference, 7.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-307_jpg.rf.e3fc931ed30ff73f5f9e9845fb42f09c.jpg: 640x640 2 Potholes, 12.3ms Speed: 2.9ms preprocess, 12.3ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.3d54b792d583b7287463258ba3bfee30.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.48ea54d12ab130696572b1b644aed67c.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.5ms preprocess, 12.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.60c8aa5891ae28f47f0d707f5ae71729.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.6ms preprocess, 10.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.687666a5d8fd6d7b5ea34f7ca5fb6147.jpg: 640x640 2 Potholes, 14.6ms Speed: 3.7ms preprocess, 14.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.714140f8de5a1f489622cfe9cdc89794.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.8ms preprocess, 13.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.7b9990990b396dac2a852fd8ecf0f2bd.jpg: 640x640 2 Potholes, 10.2ms Speed: 3.3ms preprocess, 10.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.a969bcb3cc15a8f1d22d7a119694cee4.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.2ms preprocess, 12.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.acc7694e925870a8ffa19009e8eff88e.jpg: 640x640 2 Potholes, 17.0ms Speed: 4.4ms preprocess, 17.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.b5c227998a7fe0998c69408221306bcb.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.8ms preprocess, 11.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.b6cab01b42243a281b6f0716d609609f.jpg: 640x640 1 Pothole, 14.0ms Speed: 2.7ms preprocess, 14.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.dc00c0752f03d0cc1ca2f922f24cdb94.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.0ms preprocess, 12.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-308_jpg.rf.f01353a25c077a206169f9e3e37c525b.jpg: 640x640 (no detections), 10.5ms Speed: 3.6ms preprocess, 10.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-309_jpg.rf.4fa64feda6e4cc4cb78ff3079aa116e7.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.5ms preprocess, 14.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-309_jpg.rf.5d5e56cd4ab66d7f69bcdaa98e53a24b.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.2ms preprocess, 15.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-309_jpg.rf.90a4f05f685b6147912aa88a08827556.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.7ms preprocess, 13.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-309_jpg.rf.aa43f5b8b25a05252308a7ce6ddaf922.jpg: 640x640 (no detections), 11.7ms Speed: 4.6ms preprocess, 11.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-309_jpg.rf.aa5227e9c3fb76c266ca0155ddf57c38.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.9ms preprocess, 10.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-309_jpg.rf.adb1e59d2448b66f639d4a16f7f11f97.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.0ms preprocess, 10.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-309_jpg.rf.dd67d9cfa0d24398bd34ecf5aa7e337d.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.5ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-309_jpg.rf.ea2ec6bfdc247cfd9b2b574425554d0b.jpg: 640x640 1 Pothole, 20.2ms Speed: 3.6ms preprocess, 20.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-30_jpg.rf.2cd1a82f234e2c1a1ccab591610075e0.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.7ms preprocess, 13.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-30_jpg.rf.62cf80cc31d386f7ae6438cc8d4f0657.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.8ms preprocess, 10.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-30_jpg.rf.66dc1180de969a07cd02d3a9d0541a42.jpg: 640x640 3 Potholes, 11.7ms Speed: 2.9ms preprocess, 11.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-30_jpg.rf.77856a3ad736a18c9ccd91f6db837b4c.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-30_jpg.rf.7bb80c993878641f2d6ab42b92b51c61.jpg: 640x640 3 Potholes, 15.7ms Speed: 3.1ms preprocess, 15.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-30_jpg.rf.b40bf6dc215f97c37bf97da71d12dd3c.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.4ms preprocess, 10.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-30_jpg.rf.e2b94bdcf9da49b833a225a0e8bf939f.jpg: 640x640 3 Potholes, 19.5ms Speed: 2.5ms preprocess, 19.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-30_jpg.rf.ea54554f1c0a36e6789285211ef77dd0.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.0ms preprocess, 14.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-310_jpg.rf.4eb9383dac1e4e518ec5f21d2ff99e05.jpg: 640x640 3 Potholes, 11.6ms Speed: 3.3ms preprocess, 11.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-310_jpg.rf.721dba418bc6992c43bc1ce8b99fee05.jpg: 640x640 3 Potholes, 13.3ms Speed: 2.7ms preprocess, 13.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-310_jpg.rf.7cf056c94cb441b56d1311c394627372.jpg: 640x640 3 Potholes, 14.5ms Speed: 2.6ms preprocess, 14.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-310_jpg.rf.bc22ef5350856426b7d5c128a933af96.jpg: 640x640 3 Potholes, 13.8ms Speed: 2.8ms preprocess, 13.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-310_jpg.rf.ceba8d07b125a5b955e26f6ef2194879.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.2ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-310_jpg.rf.fd55fb73ae477a787843aff4bfe5b1c4.jpg: 640x640 1 Pothole, 11.3ms Speed: 3.5ms preprocess, 11.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-311_jpg.rf.ea23135ab86ab7c7f5e52c4a71b43f34.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.5ms preprocess, 10.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-312_jpg.rf.272456d8bfabdd0b7f756e7273a1ce74.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.2ms preprocess, 12.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-312_jpg.rf.357afadac88885a7927c35721bea2ad6.jpg: 640x640 (no detections), 10.7ms Speed: 3.7ms preprocess, 10.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-312_jpg.rf.46fa3dc18664243c1b4c0c918ab7d6fb.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.3ms preprocess, 14.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-312_jpg.rf.7dc4eba4a28d4f01afe50365529ea576.jpg: 640x640 (no detections), 15.9ms Speed: 2.3ms preprocess, 15.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-312_jpg.rf.eca3e40034018e0b1fdec0102efff5a4.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.0ms preprocess, 13.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-313_jpg.rf.0c5270ae915bb5780c1a5610c70d732d.jpg: 640x640 2 Potholes, 14.9ms Speed: 3.1ms preprocess, 14.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-313_jpg.rf.34827ecddae6bbbbbf41daae44d039c7.jpg: 640x640 1 Pothole, 14.0ms Speed: 2.5ms preprocess, 14.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-313_jpg.rf.506789abc89b5d9d029d70388a21088e.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.3ms preprocess, 15.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-313_jpg.rf.829cf6b785a085e5ccdb5528c0d3f9a0.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.5ms preprocess, 13.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-313_jpg.rf.95616b8fbd6cac430f271c2d7eeec7c6.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.1ms preprocess, 15.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-313_jpg.rf.ab8e00f34936190ed7bc8bc35e72e5d8.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.4ms preprocess, 14.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-313_jpg.rf.cb16917e615ef0d8d2f8b5ad7a0d421d.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.1ms preprocess, 13.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-313_jpg.rf.ebced8f63458be4e6fb7fde7730fc9fa.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.7ms preprocess, 14.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-314_jpg.rf.37db9473c83e4ae643541225508e1a40.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.3ms preprocess, 14.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-314_jpg.rf.4f68118bedcb25c0cc2bf72dc85c3f3f.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.4ms preprocess, 15.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-314_jpg.rf.a78f2e69b7f34a03f21af8bbe17eb2ea.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.5ms preprocess, 13.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-314_jpg.rf.b5dbb897215b536307aaa3ec25845f2d.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.4ms preprocess, 16.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-314_jpg.rf.dada65fdf6c42eb7885545f1561f35e3.jpg: 640x640 1 Pothole, 17.8ms Speed: 3.5ms preprocess, 17.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.108d6bdc2074c83a37d25fe75d71c857.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.7ms preprocess, 15.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.1c8eb7567b62b53772d4f00e83f00605.jpg: 640x640 5 Potholes, 18.2ms Speed: 3.2ms preprocess, 18.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.272fd7286ddfedfd35ad3c7b1f4e3043.jpg: 640x640 5 Potholes, 16.7ms Speed: 4.0ms preprocess, 16.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.2dbbb7e1b016b93a2c3259d8bd39338b.jpg: 640x640 5 Potholes, 14.9ms Speed: 4.8ms preprocess, 14.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.487ad48a3882cc910c6b0d8a54d51013.jpg: 640x640 5 Potholes, 13.8ms Speed: 2.5ms preprocess, 13.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.4fd2359b4ffd375ded04f2547af3da0e.jpg: 640x640 1 Pothole, 14.0ms Speed: 2.9ms preprocess, 14.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.5a960d22977508d522d82a9fec26df58.jpg: 640x640 5 Potholes, 14.0ms Speed: 2.8ms preprocess, 14.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.69a3e618fe15f8000d713cd95ad9cd21.jpg: 640x640 5 Potholes, 10.9ms Speed: 2.9ms preprocess, 10.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.9b1378584c89b6ed99c8ad885ed0daf6.jpg: 640x640 5 Potholes, 11.1ms Speed: 2.7ms preprocess, 11.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.ace44a705635174b00f2cde4c0ab64f0.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.3ms preprocess, 11.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.b44f472fea3607370bf938ebf4ae8753.jpg: 640x640 3 Potholes, 13.2ms Speed: 1.8ms preprocess, 13.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.c34185370f848b10ea16759d5e0fc445.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.8ms preprocess, 13.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-315_jpg.rf.e0681353c88b12003ca2b22df697c826.jpg: 640x640 4 Potholes, 13.1ms Speed: 2.6ms preprocess, 13.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-316_jpg.rf.2bf2d065c37109b460b7b881d7162715.jpg: 640x640 2 Potholes, 12.0ms Speed: 6.2ms preprocess, 12.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-316_jpg.rf.6ed6d60973229080e070a65da3f86318.jpg: 640x640 1 Pothole, 18.5ms Speed: 6.7ms preprocess, 18.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-316_jpg.rf.e31805424d924817909afa12c3583939.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.6ms preprocess, 11.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-317_jpg.rf.2ee8e9c4798549cd04a36f525cbbe716.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.5ms preprocess, 15.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-317_jpg.rf.35528711f9d76d226ddb46c4bfbc0d63.jpg: 640x640 1 Pothole, 19.5ms Speed: 2.2ms preprocess, 19.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-317_jpg.rf.a1c842378ae316f919716089f2cbeeb1.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.5ms preprocess, 15.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-318_jpg.rf.503e9df72d7c8793bb11d4110551ba45.jpg: 640x640 2 Potholes, 11.2ms Speed: 3.2ms preprocess, 11.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-318_jpg.rf.6f5786b3d871ad827b99022614b98c36.jpg: 640x640 2 Potholes, 15.9ms Speed: 3.3ms preprocess, 15.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-318_jpg.rf.a38cca8deb8e16a3f92a098b3f98bfff.jpg: 640x640 3 Potholes, 12.9ms Speed: 2.7ms preprocess, 12.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-318_jpg.rf.c5cd3f3d823fd34b8fac04182d1614d9.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.5ms preprocess, 14.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-318_jpg.rf.f40f92b9cbf8db8c242476c059cc70c9.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.7ms preprocess, 11.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-319_jpg.rf.4bd4bbd6211a0ed00034834e89d49a85.jpg: 640x640 1 Pothole, 11.1ms Speed: 3.0ms preprocess, 11.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-319_jpg.rf.9509a698f85ec8b339ed477566a63ac9.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.6ms preprocess, 17.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-31_jpg.rf.d3f5fabf63ae2669815c78a2c3e529e2.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-31_jpg.rf.e3f16aa5a733992a5b1064ad478c3861.jpg: 640x640 2 Potholes, 17.0ms Speed: 3.4ms preprocess, 17.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-31_jpg.rf.e7293deb50b3340b63dda8746184d1f1.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.7ms preprocess, 11.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-31_jpg.rf.f1e8e331b63860ef7c3651df574ab029.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.7ms preprocess, 13.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-31_jpg.rf.fa3fb48ca64434deab8e0266ebba5ebe.jpg: 640x640 2 Potholes, 16.5ms Speed: 3.0ms preprocess, 16.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-320_jpg.rf.499e81d054b84aaa55f5d7413325e63d.jpg: 640x640 2 Potholes, 16.1ms Speed: 3.3ms preprocess, 16.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-320_jpg.rf.56753ef37a12a2292c59985e78ce653b.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.6ms preprocess, 13.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-320_jpg.rf.781cddb24f1db49da37a612386d3d744.jpg: 640x640 2 Potholes, 11.2ms Speed: 3.6ms preprocess, 11.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-320_jpg.rf.98e759f26c104de712bc5828d67046d8.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-320_jpg.rf.d7862696ca7866ed426b810cadc218b0.jpg: 640x640 2 Potholes, 11.6ms Speed: 2.6ms preprocess, 11.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-320_jpg.rf.ec1bc0394b3cbca413e870b0461cb33b.jpg: 640x640 (no detections), 12.9ms Speed: 3.1ms preprocess, 12.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-321_jpg.rf.0ccd4089177bf381bf04aa9b1e2be268.jpg: 640x640 1 Pothole, 11.2ms Speed: 3.2ms preprocess, 11.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-321_jpg.rf.3f8a57c01d4c47f71d3ced4580df9294.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.1ms preprocess, 11.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-321_jpg.rf.654714b1f1470abec335435fa66ee8ad.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.4ms preprocess, 11.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-321_jpg.rf.b1293ad0b93c4f77ba6d02f72684929d.jpg: 640x640 1 Pothole, 18.1ms Speed: 6.4ms preprocess, 18.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-321_jpg.rf.baba78161932ab09a7da7005ef74354a.jpg: 640x640 1 Pothole, 11.3ms Speed: 3.2ms preprocess, 11.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-321_jpg.rf.c493b6dcb627405f5aa0f73a1a0322d8.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.3ms preprocess, 14.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-321_jpg.rf.eff4b3137c4e036425a1b12ee70563cb.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.9ms preprocess, 11.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-322_jpg.rf.39b4816d2a49ef752a1373a1fa6ea928.jpg: 640x640 2 Potholes, 13.9ms Speed: 4.5ms preprocess, 13.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-322_jpg.rf.6deb431a8f8f511e638e1c28770ff418.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.5ms preprocess, 13.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-322_jpg.rf.6f6407f01b11035fa7e4d407bf8ec718.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.1ms preprocess, 12.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-322_jpg.rf.8ab4aa3095904ea16b936a272786c4f7.jpg: 640x640 1 Pothole, 14.2ms Speed: 4.4ms preprocess, 14.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-322_jpg.rf.b1ebaebb72777753cc9028b4ce6a7405.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.7ms preprocess, 11.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-322_jpg.rf.d99c002870f6132c30d2cbed709478ac.jpg: 640x640 (no detections), 15.0ms Speed: 2.9ms preprocess, 15.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-323_jpg.rf.10fa448819f3129f276a3711583bdd84.jpg: 640x640 3 Potholes, 12.2ms Speed: 2.7ms preprocess, 12.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-323_jpg.rf.3a207484c8d94714441478196bb591ce.jpg: 640x640 2 Potholes, 11.9ms Speed: 2.8ms preprocess, 11.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-323_jpg.rf.3b9d530fffa549c40a66597613ce8e6d.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.3ms preprocess, 15.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-323_jpg.rf.b145a6888a33411e40cc3badff21e013.jpg: 640x640 2 Potholes, 13.3ms Speed: 3.0ms preprocess, 13.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-323_jpg.rf.b1a2d71b3bff7628ff3d9067e99aaa5a.jpg: 640x640 1 Pothole, 17.3ms Speed: 5.9ms preprocess, 17.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-323_jpg.rf.d2675b1f92679aac02fe7625f301f267.jpg: 640x640 3 Potholes, 13.5ms Speed: 2.8ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-323_jpg.rf.d623fa49cfc00d8b58c36b718a2bbd96.jpg: 640x640 3 Potholes, 12.1ms Speed: 2.6ms preprocess, 12.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-323_jpg.rf.db7ca6d538da95a291be0c8670d52167.jpg: 640x640 3 Potholes, 11.2ms Speed: 2.6ms preprocess, 11.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.1fccc8f5dbf148ff4bd3afe60d6458dd.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.9ms preprocess, 13.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.2aca80ed93f797d46bf68ef9feb524a4.jpg: 640x640 1 Pothole, 14.7ms Speed: 6.0ms preprocess, 14.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.3582a8ecf5e714e68d7f26d12b1bd82f.jpg: 640x640 1 Pothole, 18.2ms Speed: 3.8ms preprocess, 18.2ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.43e66a1ecc217d3d51677afdec34fb5f.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.5ms preprocess, 12.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.47b8066a333ec45a9310e94422056fa3.jpg: 640x640 1 Pothole, 11.3ms Speed: 3.0ms preprocess, 11.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.4ddbb955e7935da39cbc71fd9d30cfbd.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.4ms preprocess, 17.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.8c4c4999210b32184dba7b3fdacb8532.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.7ms preprocess, 14.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.a19c57d5a41bfc017e29ea05103174cc.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.1ms preprocess, 16.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.b6550b154768068e81fa8ba39018347d.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.7ms preprocess, 15.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.c48446a1974398d95ca839473e2a352e.jpg: 640x640 1 Pothole, 18.3ms Speed: 2.8ms preprocess, 18.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.d182665b340eaf4e22b9a0fa8d0e6502.jpg: 640x640 1 Pothole, 11.5ms Speed: 1.9ms preprocess, 11.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.d8c85e990fc717dcc38a891d441d4ca6.jpg: 640x640 1 Pothole, 14.2ms Speed: 3.0ms preprocess, 14.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.dec577af2b2cd1e711870d18c4d09726.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.9ms preprocess, 12.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.e9422d8d3da0e09acd0a5a8bf39a6d6a.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.6ms preprocess, 14.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.f2e3e4ca99cefe8a9928ec9105ecee21.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.4ms preprocess, 11.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-324_jpg.rf.fda6d486a2f1f689624ee86490784e40.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.5ms preprocess, 12.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.16fe09dc06a8a8b424351113097da451.jpg: 640x640 7 Potholes, 14.6ms Speed: 2.7ms preprocess, 14.6ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.562a9623150c5908f52d6767fd891be7.jpg: 640x640 7 Potholes, 12.8ms Speed: 2.6ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.805363c58f69c05574f4aa7771474f3f.jpg: 640x640 7 Potholes, 11.8ms Speed: 2.6ms preprocess, 11.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.9e39164127862043728d2938fd66aa02.jpg: 640x640 7 Potholes, 11.6ms Speed: 2.8ms preprocess, 11.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.ae339aa073a4329e861cbee801791378.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.2ms preprocess, 15.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.b7a78de4b3619fd2610778b890b6e2ed.jpg: 640x640 4 Potholes, 15.1ms Speed: 3.4ms preprocess, 15.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.b87633bee29d3cefe740f2d55514537c.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.6ms preprocess, 11.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.bb4cabff1146bcf99904246f8a13b1aa.jpg: 640x640 7 Potholes, 15.2ms Speed: 5.2ms preprocess, 15.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.cc83acd41e29bfc90b0df1b920e1b9b5.jpg: 640x640 7 Potholes, 14.5ms Speed: 4.8ms preprocess, 14.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.e589402d1caea6af986f42105f95441d.jpg: 640x640 7 Potholes, 11.5ms Speed: 2.8ms preprocess, 11.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-325_jpg.rf.f72481770568cbf69e6a6f61ec975849.jpg: 640x640 7 Potholes, 14.0ms Speed: 2.0ms preprocess, 14.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-326_jpg.rf.2adf8c1782f30b6f1bbdc616d0546c70.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.2ms preprocess, 11.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-326_jpg.rf.572ed1b2afd829793f98f41ee739d9e2.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.0ms preprocess, 11.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-326_jpg.rf.6c8562e44376e9a82bba00e2cd253e38.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.9ms preprocess, 15.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-326_jpg.rf.70d99807ba2ccae192734fdacd660ba5.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.7ms preprocess, 14.7ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-326_jpg.rf.918569b6997cec9cad47ceacc21c2ed3.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.3ms preprocess, 14.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-327_jpg.rf.1741e1aa0214bc57d677a2020834859f.jpg: 640x640 2 Potholes, 16.1ms Speed: 3.1ms preprocess, 16.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-327_jpg.rf.17ca10486e75af781ee4089ad547f687.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.0ms preprocess, 15.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-327_jpg.rf.3f10643635eb84b6447ded3949784d1f.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.3ms preprocess, 14.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-327_jpg.rf.95847abdc08ba2fb66059d33f598cccc.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.1ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-327_jpg.rf.ddb128df0cc72425425d96f895c50725.jpg: 640x640 2 Potholes, 14.1ms Speed: 2.9ms preprocess, 14.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-327_jpg.rf.e2b4f874b97c296aeee9a8239d77f294.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.0ms preprocess, 14.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-327_jpg.rf.f6c3c45ef22b33f5fa47483f24269fcd.jpg: 640x640 2 Potholes, 16.5ms Speed: 6.3ms preprocess, 16.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-327_jpg.rf.f76342adf6dfc5ad86df03ad05d58f68.jpg: 640x640 2 Potholes, 11.8ms Speed: 2.7ms preprocess, 11.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-328_jpg.rf.37171559d75fa10b41cd04f50b9a9b0f.jpg: 640x640 3 Potholes, 23.3ms Speed: 2.9ms preprocess, 23.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-328_jpg.rf.61a1e694fc225801c6d5090b80bba32b.jpg: 640x640 (no detections), 11.9ms Speed: 3.6ms preprocess, 11.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-328_jpg.rf.6393444bb1215ef08ee80c5c8cd3f7b2.jpg: 640x640 4 Potholes, 14.8ms Speed: 4.1ms preprocess, 14.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-328_jpg.rf.74c452c7cc3fb12f4def4cafecac0b0b.jpg: 640x640 3 Potholes, 11.9ms Speed: 2.7ms preprocess, 11.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-329_jpg.rf.0cdfd0b355046de11746d7cc867026cf.jpg: 640x640 (no detections), 12.3ms Speed: 2.8ms preprocess, 12.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-329_jpg.rf.27c1ab1e3c9ff26176831af202ea90c6.jpg: 640x640 4 Potholes, 15.9ms Speed: 3.0ms preprocess, 15.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-329_jpg.rf.2a60659f88b39941a3b67e4f22521329.jpg: 640x640 (no detections), 13.3ms Speed: 2.7ms preprocess, 13.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-329_jpg.rf.3139d8dbe6df76f8b006a2c2572a4443.jpg: 640x640 (no detections), 12.5ms Speed: 3.0ms preprocess, 12.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-329_jpg.rf.5655e8035331f80f7ac1975746848a74.jpg: 640x640 4 Potholes, 13.5ms Speed: 2.6ms preprocess, 13.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-329_jpg.rf.7aa1cbf9fef44017b214a2b384986bc8.jpg: 640x640 4 Potholes, 15.4ms Speed: 2.7ms preprocess, 15.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-329_jpg.rf.a92c8604aab3a6fb834a59a20aeeff88.jpg: 640x640 3 Potholes, 14.2ms Speed: 2.9ms preprocess, 14.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-329_jpg.rf.e5e8c3abd34484e420d0b90105455e10.jpg: 640x640 3 Potholes, 12.3ms Speed: 2.8ms preprocess, 12.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-32_jpg.rf.58e9768b99c12ff701843d5fcc9ff2cf.jpg: 640x640 3 Potholes, 12.2ms Speed: 2.9ms preprocess, 12.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-32_jpg.rf.ae62961b6181b921eb82460ffb397e0e.jpg: 640x640 2 Potholes, 14.7ms Speed: 6.0ms preprocess, 14.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-32_jpg.rf.b2a563b4568760f42269bce0cde33e48.jpg: 640x640 2 Potholes, 16.1ms Speed: 3.9ms preprocess, 16.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-32_jpg.rf.dd23434f5d8e0adbceb49e94e3b8dac8.jpg: 640x640 2 Potholes, 16.1ms Speed: 2.8ms preprocess, 16.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-32_jpg.rf.ef73c4fa7746a9fa1eff12224eddf0fd.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.9ms preprocess, 11.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-32_jpg.rf.f54c596e20efb33fe51911209166111d.jpg: 640x640 2 Potholes, 11.8ms Speed: 3.4ms preprocess, 11.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-330_jpg.rf.38253559c0f150ad2b10f3b61924e434.jpg: 640x640 2 Potholes, 17.0ms Speed: 3.8ms preprocess, 17.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-330_jpg.rf.49203ec39289d15045a47533c89a6e3a.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.0ms preprocess, 14.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-330_jpg.rf.639020af2fb9e7d7cc1f376984d543d4.jpg: 640x640 1 Pothole, 20.5ms Speed: 3.6ms preprocess, 20.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-330_jpg.rf.67104599b0433223929d5266d52aa345.jpg: 640x640 2 Potholes, 13.2ms Speed: 3.4ms preprocess, 13.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-330_jpg.rf.a779c9658109627d4bc804509acf8548.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-330_jpg.rf.b4ed41bb8812dfd4102ea73c2f42aefc.jpg: 640x640 2 Potholes, 15.6ms Speed: 3.1ms preprocess, 15.6ms inference, 10.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-330_jpg.rf.dc19a2ff18a4e61979eebd4f409eb0a6.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.4ms preprocess, 13.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-330_jpg.rf.e91db353b32652d9ec742948eed77a1b.jpg: 640x640 2 Potholes, 13.1ms Speed: 3.8ms preprocess, 13.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-331_jpg.rf.1cd65eb46e409a569b8faa6abecde3c1.jpg: 640x640 3 Potholes, 14.9ms Speed: 3.1ms preprocess, 14.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-331_jpg.rf.53fb53c16ca182ee639180e2a4d2a97c.jpg: 640x640 16 Potholes, 17.3ms Speed: 3.4ms preprocess, 17.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-331_jpg.rf.78788b8d1c42674039dd4136d5fcc859.jpg: 640x640 17 Potholes, 12.4ms Speed: 3.0ms preprocess, 12.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-331_jpg.rf.d9ccbfe03aa7ad22c780ba4435a2bcb6.jpg: 640x640 15 Potholes, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-332_jpg.rf.288bd0b1fa1f9067f130d18e4a78f7bf.jpg: 640x640 (no detections), 13.1ms Speed: 2.3ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-332_jpg.rf.8ff23de63cf8ff7e828ac9e104a19876.jpg: 640x640 (no detections), 11.7ms Speed: 3.0ms preprocess, 11.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-332_jpg.rf.b9193a5e5fc1157a89ac4768c65a627e.jpg: 640x640 5 Potholes, 13.4ms Speed: 2.6ms preprocess, 13.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-332_jpg.rf.c0d9cfcc068d12496a74b71bd07ea7ff.jpg: 640x640 5 Potholes, 13.9ms Speed: 2.6ms preprocess, 13.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-332_jpg.rf.ded7b8491e5de8b116b0993ae47e9b9f.jpg: 640x640 5 Potholes, 13.1ms Speed: 2.9ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-333_jpg.rf.997366c2eb63513f05f64dabcca810d9.jpg: 640x640 3 Potholes, 11.7ms Speed: 1.8ms preprocess, 11.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-333_jpg.rf.ea67399d32957dae05f287870ddaa76b.jpg: 640x640 3 Potholes, 11.8ms Speed: 3.1ms preprocess, 11.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-334_jpg.rf.625ac1dd371a4c5c54f119a5152bfd17.jpg: 640x640 2 Potholes, 13.1ms Speed: 3.0ms preprocess, 13.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-334_jpg.rf.638328278195287d058d7af54d39edde.jpg: 640x640 4 Potholes, 15.1ms Speed: 3.0ms preprocess, 15.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-334_jpg.rf.71673fcb0d9ef8ad240b8695bcf96409.jpg: 640x640 4 Potholes, 16.2ms Speed: 3.5ms preprocess, 16.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-334_jpg.rf.8be11b3db5ed02050e53e19244558529.jpg: 640x640 5 Potholes, 12.8ms Speed: 3.0ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-334_jpg.rf.ab31778b36518a4ec9d41f88ae517191.jpg: 640x640 2 Potholes, 13.6ms Speed: 2.6ms preprocess, 13.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-334_jpg.rf.c456d812d3891ee4e005df5976899c5d.jpg: 640x640 4 Potholes, 17.9ms Speed: 4.1ms preprocess, 17.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-335_jpg.rf.181e933c4e3709c06bedd2de32fefdfe.jpg: 640x640 2 Potholes, 12.3ms Speed: 3.4ms preprocess, 12.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-335_jpg.rf.8ed26662f87d5c22a3f58d5d4cd1fefc.jpg: 640x640 4 Potholes, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-335_jpg.rf.a6add26d6333a6344c06255ac9d130b4.jpg: 640x640 1 Pothole, 12.9ms Speed: 5.4ms preprocess, 12.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-335_jpg.rf.d7f2cf8f4c57558bf4b82d5cec51d806.jpg: 640x640 4 Potholes, 14.2ms Speed: 2.6ms preprocess, 14.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-336_jpg.rf.00270ecdfb0f3fc3471dfe38de70a26b.jpg: 640x640 3 Potholes, 14.4ms Speed: 2.5ms preprocess, 14.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-336_jpg.rf.031017136d8fe09aed06d1c960d0e4da.jpg: 640x640 4 Potholes, 12.6ms Speed: 3.0ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-336_jpg.rf.76a1b48a5aebffe51aa79354a8dff041.jpg: 640x640 3 Potholes, 11.8ms Speed: 3.4ms preprocess, 11.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-336_jpg.rf.9bacd8513438151f75707dbc0b982f9b.jpg: 640x640 3 Potholes, 14.6ms Speed: 2.9ms preprocess, 14.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-336_jpg.rf.c6ffaade996a55eda06998aeb0c5353c.jpg: 640x640 3 Potholes, 12.7ms Speed: 3.0ms preprocess, 12.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-336_jpg.rf.d2faef099a70423e070e423f50293d22.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.9ms preprocess, 13.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-336_jpg.rf.f09aee9ebde79cf3c6f79abd68aa0e27.jpg: 640x640 4 Potholes, 11.3ms Speed: 2.8ms preprocess, 11.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.21511a023ae96876d7e7425f76d2bc4a.jpg: 640x640 1 Pothole, 15.0ms Speed: 4.6ms preprocess, 15.0ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.32f7f632cbb5fe910ee16fe01d717776.jpg: 640x640 2 Potholes, 13.4ms Speed: 3.8ms preprocess, 13.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.35ed14d8abcd4c019211b5e3a913cd6a.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.9ms preprocess, 14.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.483d33ceabb3b6642e24bc4a2cbda450.jpg: 640x640 2 Potholes, 12.1ms Speed: 3.1ms preprocess, 12.1ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.553b0e5c7467a42d586ebed748b99333.jpg: 640x640 2 Potholes, 13.7ms Speed: 3.5ms preprocess, 13.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.58b5890fa4bc0263fa1f7a88703225b4.jpg: 640x640 2 Potholes, 13.3ms Speed: 3.7ms preprocess, 13.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.5b8357ca8457def4e8b871b27b90addd.jpg: 640x640 2 Potholes, 16.0ms Speed: 3.1ms preprocess, 16.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.8fdd61b76d8d094b643fe7b7ebb803b3.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.8ms preprocess, 13.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.a68bc05cb691a68d2eeb3b1f2f2b0ed4.jpg: 640x640 2 Potholes, 15.1ms Speed: 2.6ms preprocess, 15.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.ace047a6cce38951e3f89fe2c5442dff.jpg: 640x640 1 Pothole, 16.7ms Speed: 2.9ms preprocess, 16.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.cbf29bd14b5fc3c083e42bc7333775b9.jpg: 640x640 2 Potholes, 13.2ms Speed: 2.7ms preprocess, 13.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-337_jpg.rf.ed8adf42063de38a2aeb8780a202970c.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.9ms preprocess, 12.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-338_jpg.rf.1308645fd674932e50d00cba35dc2dbe.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-338_jpg.rf.546dae887f3eea819f7966df9dd61342.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.0ms preprocess, 16.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-338_jpg.rf.6051837bebe6b1b3a61aacc9036a4623.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.6ms preprocess, 13.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-338_jpg.rf.c741e4eddce76fee8c03aa325795eaa9.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.6ms preprocess, 11.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-338_jpg.rf.dfed8be52950f6421d7baafb376e7a37.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.0ms preprocess, 11.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-338_jpg.rf.ee079e20f20937e3294d0c10683c4f60.jpg: 640x640 1 Pothole, 14.2ms Speed: 5.9ms preprocess, 14.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.262c89a1845775cfe192d66d3b9b8f1c.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.0ms preprocess, 11.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.38834b26787dfa30a553aeb1c7520a67.jpg: 640x640 1 Pothole, 20.3ms Speed: 3.7ms preprocess, 20.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.3e101ea91e812c056cc00214c22e19bb.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.0ms preprocess, 14.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.64640743a86226157c61da4dd7fe0171.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.6ms preprocess, 13.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.65262cd2aed25324a58a82a7d373de37.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.4ms preprocess, 15.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.a7d75d796e52ad7967ef112e05ff33f1.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.0ms preprocess, 15.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.b7dcfb2b55deda28af1a24da880b023c.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.1ms preprocess, 13.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.b94984bd70210262cc372a17ee515e66.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.5ms preprocess, 12.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.d9bb785bfe8c03f9c988600bacc481c1.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.7ms preprocess, 12.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-339_jpg.rf.e769b1b0b0d15a806681d278d468d204.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.3ms preprocess, 12.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.145b8a80c2196ba47884314edbf3639c.jpg: 640x640 2 Potholes, 13.7ms Speed: 2.8ms preprocess, 13.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.2259a234e18b62798d94f2ca7259b786.jpg: 640x640 2 Potholes, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.2b0527a65b7b851f364a30ba865d9dbb.jpg: 640x640 2 Potholes, 11.4ms Speed: 3.4ms preprocess, 11.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.4ad292e9ae9e8ae6f7da43f462dd9216.jpg: 640x640 2 Potholes, 14.8ms Speed: 2.6ms preprocess, 14.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.4b6a0fdd10617a1ab808d105feae22d4.jpg: 640x640 2 Potholes, 13.3ms Speed: 3.0ms preprocess, 13.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.4b6d3ba15cd641773b312e671d48f6e2.jpg: 640x640 2 Potholes, 11.4ms Speed: 2.9ms preprocess, 11.4ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.531abf65a174bed9cea7908e912ea4bc.jpg: 640x640 2 Potholes, 16.2ms Speed: 3.0ms preprocess, 16.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.7c462362c29d9a7ca9f53f7f62a2700c.jpg: 640x640 2 Potholes, 16.0ms Speed: 3.5ms preprocess, 16.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.a864e34838a16a538787a4455f84adb8.jpg: 640x640 2 Potholes, 14.2ms Speed: 3.7ms preprocess, 14.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.ae33aa4c2caf8d9494d814bda216a2a9.jpg: 640x640 2 Potholes, 16.2ms Speed: 3.5ms preprocess, 16.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.c43cc5dd63f66a8986a7fd385122676c.jpg: 640x640 2 Potholes, 14.6ms Speed: 3.4ms preprocess, 14.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.d98b3da7da0ee2400892b6c55ecad319.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.6ms preprocess, 12.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.f9741e754cc7fcc2286845321b82d743.jpg: 640x640 2 Potholes, 13.4ms Speed: 3.1ms preprocess, 13.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-33_jpg.rf.fb2ae6ee5aaccc19b3aa2b8c1e01a77a.jpg: 640x640 3 Potholes, 14.9ms Speed: 2.5ms preprocess, 14.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-340_jpg.rf.7a589e3823c5c057b79d7317a3049696.jpg: 640x640 2 Potholes, 13.8ms Speed: 2.4ms preprocess, 13.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-340_jpg.rf.aec78a8019772d46733818878fb31a43.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.8ms preprocess, 11.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-340_jpg.rf.c89a87830feecd04950f63997dc4b316.jpg: 640x640 2 Potholes, 12.6ms Speed: 5.5ms preprocess, 12.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-340_jpg.rf.fd9a8c5ac2b4ceccbf8d3a2a26c02844.jpg: 640x640 2 Potholes, 15.2ms Speed: 2.9ms preprocess, 15.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-340_jpg.rf.ff18540184297a9c022e0c986c3f0f1d.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.7ms preprocess, 11.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-341_jpg.rf.1338ee1dc9327a96c88abd8eee475928.jpg: 640x640 1 Pothole, 16.6ms Speed: 2.7ms preprocess, 16.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-341_jpg.rf.2dd720df014e86a89445ca41fba3d41a.jpg: 640x640 3 Potholes, 12.0ms Speed: 2.8ms preprocess, 12.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-341_jpg.rf.c34e4fa0d6c5d831621457949684d84e.jpg: 640x640 3 Potholes, 11.7ms Speed: 2.7ms preprocess, 11.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-341_jpg.rf.fa6cd9071ddeecb1b00c47000df9195b.jpg: 640x640 (no detections), 13.2ms Speed: 2.8ms preprocess, 13.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-342_jpg.rf.6319b970cee3629b5ebb805837894a8c.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.5ms preprocess, 12.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-342_jpg.rf.a681992497593a15f27151435fcdbadc.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.3ms preprocess, 14.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-343_jpg.rf.37cde616035c3a9a2d7fb1b27597f4f3.jpg: 640x640 2 Potholes, 14.3ms Speed: 3.0ms preprocess, 14.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-343_jpg.rf.5d2c18a6d943b249061b0e9a0f5a9cc5.jpg: 640x640 2 Potholes, 11.9ms Speed: 2.8ms preprocess, 11.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-343_jpg.rf.7c29cf13b00203a74e07bcc19784ed46.jpg: 640x640 1 Pothole, 14.1ms Speed: 5.5ms preprocess, 14.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-343_jpg.rf.81780b166fa2b6adaced1c49bb9c6def.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.7ms preprocess, 15.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-343_jpg.rf.af415639c0046b10c1dd4bd3d62ddaef.jpg: 640x640 1 Pothole, 13.9ms Speed: 3.2ms preprocess, 13.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-343_jpg.rf.c21bc0f36f41c55956feec3c8d2c4812.jpg: 640x640 1 Pothole, 14.2ms Speed: 3.4ms preprocess, 14.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-343_jpg.rf.cbcfab35c8f6101ad8bb5e5216e2affb.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.4ms preprocess, 11.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-343_jpg.rf.edd186dffcb8608e6c071dff592ba3f5.jpg: 640x640 1 Pothole, 16.8ms Speed: 2.9ms preprocess, 16.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-344_jpg.rf.038991d7a9ffb753c695833a0ae5a222.jpg: 640x640 2 Potholes, 11.8ms Speed: 2.7ms preprocess, 11.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-344_jpg.rf.39061fe18d6b577647798a5a4cc9b25d.jpg: 640x640 2 Potholes, 15.5ms Speed: 4.0ms preprocess, 15.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-345_jpg.rf.189cd71cea1df2b835cf37f120d11011.jpg: 640x640 2 Potholes, 21.9ms Speed: 2.9ms preprocess, 21.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-345_jpg.rf.88800f69f5be216fff38f57b7de6d31b.jpg: 640x640 1 Pothole, 13.3ms Speed: 4.0ms preprocess, 13.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-345_jpg.rf.d9fd0a6ac6f00edd7caffb737442e5c2.jpg: 640x640 (no detections), 11.7ms Speed: 2.6ms preprocess, 11.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-345_jpg.rf.ef9b45543f93c912b82cbf993d4ef8a7.jpg: 640x640 2 Potholes, 12.0ms Speed: 2.7ms preprocess, 12.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-345_jpg.rf.f774090b5220d7d0894bcd76ab3a71bd.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.7ms preprocess, 12.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-346_jpg.rf.53beb5e31339a7f3f800b9829d8f41f4.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.5ms preprocess, 13.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-346_jpg.rf.7b239ee5360bfdfe9a45aa184155c832.jpg: 640x640 4 Potholes, 11.9ms Speed: 3.6ms preprocess, 11.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-346_jpg.rf.983686f18cd11dcd0bd496b0545f0b10.jpg: 640x640 4 Potholes, 11.8ms Speed: 3.0ms preprocess, 11.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-346_jpg.rf.b291fd6b2916951b111897cd5407f849.jpg: 640x640 4 Potholes, 14.6ms Speed: 2.7ms preprocess, 14.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-346_jpg.rf.ecb85000a27e4f6c96f7cb4eff4f6277.jpg: 640x640 2 Potholes, 14.6ms Speed: 2.7ms preprocess, 14.6ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-348_jpg.rf.3bc6f340425d33fe3440ae92285d74e8.jpg: 640x640 2 Potholes, 11.9ms Speed: 2.6ms preprocess, 11.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-348_jpg.rf.50939665ff020d3d546b2a7323b426a1.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.6ms preprocess, 11.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-348_jpg.rf.7713ca9c318c5f7271f9a34ac9065f96.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.7ms preprocess, 11.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-348_jpg.rf.a44a77fa24ff6db231e3014954c733c7.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.5ms preprocess, 16.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-348_jpg.rf.b015598a5176963e8781920dd4a18b36.jpg: 640x640 2 Potholes, 11.5ms Speed: 3.7ms preprocess, 11.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-348_jpg.rf.c05c236d35ab876ee2a45226987164f4.jpg: 640x640 (no detections), 17.0ms Speed: 3.4ms preprocess, 17.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-348_jpg.rf.cc661f2fa137d5f243bb508dde0c98f1.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.2ms preprocess, 16.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-348_jpg.rf.f3ad2a5292ef3a791c884becb4bf920c.jpg: 640x640 2 Potholes, 14.7ms Speed: 2.1ms preprocess, 14.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-349_jpg.rf.a4d48a7af0c8ddb9409e2f5506cdc14a.jpg: 640x640 2 Potholes, 13.3ms Speed: 2.6ms preprocess, 13.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-349_jpg.rf.ca1b037d2c1def378de4840d9e09cf7b.jpg: 640x640 2 Potholes, 18.4ms Speed: 2.6ms preprocess, 18.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-349_jpg.rf.e00a1df05c01ce0cfa58db2855ae7447.jpg: 640x640 2 Potholes, 13.6ms Speed: 3.0ms preprocess, 13.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-34_jpg.rf.6ea8467fa2c4caf2f9cfbd6199f138a7.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.1ms preprocess, 14.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-34_jpg.rf.e46d08594b9e732da6ca21f54097b774.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.7ms preprocess, 13.9ms inference, 7.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-350_jpg.rf.185782eb126674f0d47bb322239fdfdf.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.5ms preprocess, 13.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-350_jpg.rf.33b83a0dd9012cc5ceaa14be63873fc6.jpg: 640x640 (no detections), 15.5ms Speed: 2.7ms preprocess, 15.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-350_jpg.rf.72db48d0c6a46dc85245f5fc40cd607b.jpg: 640x640 5 Potholes, 15.6ms Speed: 2.5ms preprocess, 15.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-350_jpg.rf.92138ce0c55d9f16995e4c77ab5f773a.jpg: 640x640 5 Potholes, 12.8ms Speed: 3.0ms preprocess, 12.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-350_jpg.rf.cb49f1cda81f23d86d51aa4d8d948390.jpg: 640x640 6 Potholes, 12.2ms Speed: 3.7ms preprocess, 12.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-351_jpg.rf.174388b5b5972790bae1e143618f6f80.jpg: 640x640 1 Pothole, 13.9ms Speed: 3.1ms preprocess, 13.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-351_jpg.rf.4a7afcefc495a0c1a94312646aee1e0a.jpg: 640x640 1 Pothole, 11.3ms Speed: 3.0ms preprocess, 11.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-351_jpg.rf.687a0a38d2979636c70b6271ac21f926.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.9ms preprocess, 14.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-351_jpg.rf.72a1c2f6d3ad1013225d0fdfadecf03d.jpg: 640x640 1 Pothole, 20.8ms Speed: 3.4ms preprocess, 20.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-351_jpg.rf.9f42d3322f4b3072c1692a17d74258db.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.0ms preprocess, 11.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-351_jpg.rf.b80c45302472c7bc381bc97c4e7d784e.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.7ms preprocess, 11.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-351_jpg.rf.dc627ba59cae28a13aaff4e861d0b868.jpg: 640x640 2 Potholes, 11.6ms Speed: 2.7ms preprocess, 11.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-351_jpg.rf.e68e75d1e7bf1c0b03c96e6678e35076.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.5ms preprocess, 11.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.11f88233070533f30ac242b7e8895cd4.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.1ms preprocess, 12.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.254be9ffff00e84737b1e5b8ef4e9e28.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.2ms preprocess, 16.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.35c888c0ee46150a1980c0a64481ecbc.jpg: 640x640 1 Pothole, 13.9ms Speed: 4.5ms preprocess, 13.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.4391a2cceb47810235d94bdc080b1a2c.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.3ms preprocess, 12.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.68777aab50edad9b53cfb75225d10a09.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.9ms preprocess, 11.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.6eadf6d44d271668bb023d791ae62b1c.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.5ms preprocess, 13.2ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.a336a80dd3f495150252a50c714a3fe9.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.0ms preprocess, 11.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.acc2e771f2471965e39c3e152fbcc4cc.jpg: 640x640 1 Pothole, 14.0ms Speed: 2.8ms preprocess, 14.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.afaadfaf56c7770973def2f69b8c2e62.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.3ms preprocess, 13.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.b0a0c039a1c5e5bb4c6b6bf81d6fee48.jpg: 640x640 1 Pothole, 14.3ms Speed: 4.0ms preprocess, 14.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.bba86c37a765a799386a17612c3269b5.jpg: 640x640 1 Pothole, 14.7ms Speed: 3.7ms preprocess, 14.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-352_jpg.rf.dfdf9036479bbd766604053134a47d4e.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.1ms preprocess, 11.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-353_jpg.rf.13b3593e848fb097fd93c62c87856199.jpg: 640x640 3 Potholes, 17.2ms Speed: 2.2ms preprocess, 17.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-353_jpg.rf.150d94cd2d6b3a09470f95662d5a8403.jpg: 640x640 (no detections), 12.4ms Speed: 3.1ms preprocess, 12.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-353_jpg.rf.6411bf9c2bfcb3dd3b551333b1a4d955.jpg: 640x640 3 Potholes, 11.9ms Speed: 3.4ms preprocess, 11.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-353_jpg.rf.6e8e5608356bdebd00c0c82852c2c842.jpg: 640x640 3 Potholes, 11.6ms Speed: 3.5ms preprocess, 11.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-353_jpg.rf.9292c4c231bf931eb3adf4d67f73aab8.jpg: 640x640 4 Potholes, 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-353_jpg.rf.ab72c6e12a8bcc0f0c4898ea21e06af8.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.2ms preprocess, 15.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-353_jpg.rf.c34cb3c9d020e714a030d5b31b7963ba.jpg: 640x640 3 Potholes, 19.0ms Speed: 3.5ms preprocess, 19.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-353_jpg.rf.ef2024edd1373ec22c2c5ec737edcba6.jpg: 640x640 3 Potholes, 18.8ms Speed: 3.3ms preprocess, 18.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-354_jpg.rf.50074069b327c2aa0626090ea7e4f568.jpg: 640x640 (no detections), 15.1ms Speed: 2.7ms preprocess, 15.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-354_jpg.rf.51cdc7feaebf774489b992c1dcda630e.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.0ms preprocess, 16.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-354_jpg.rf.97920f28ebd8020d7c1d6da04bcac9ab.jpg: 640x640 3 Potholes, 12.6ms Speed: 3.0ms preprocess, 12.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-354_jpg.rf.bfc5b85f576c9c18155baa0132b3953c.jpg: 640x640 3 Potholes, 16.7ms Speed: 3.8ms preprocess, 16.7ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-354_jpg.rf.ceb5f7f69ea3604658838a9e156c5f62.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.6ms preprocess, 11.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-354_jpg.rf.fcdb46f97926b7fd3692375ecd71bc0b.jpg: 640x640 3 Potholes, 11.7ms Speed: 2.0ms preprocess, 11.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-355_jpg.rf.7cb9c48f69623210b52635f660482af0.jpg: 640x640 1 Pothole, 11.4ms Speed: 1.9ms preprocess, 11.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-355_jpg.rf.7f2070b344b5270af6a57cd3dfdca845.jpg: 640x640 1 Pothole, 16.9ms Speed: 4.4ms preprocess, 16.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-355_jpg.rf.95e3a5b2e78ef0ae998716b90adcb9e0.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.8ms preprocess, 16.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-355_jpg.rf.c56eaf694eb94414872e7fd18c89f851.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.8ms preprocess, 11.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-356_jpg.rf.1ecad9916a40bbde83e163a1eaa43a3d.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.8ms preprocess, 12.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-356_jpg.rf.3466b1129a28cd0f12af60c60ca08a0e.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.6ms preprocess, 12.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-356_jpg.rf.7e6b8389690f3f370c520e098396c7b2.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.8ms preprocess, 11.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-356_jpg.rf.908acfcf28570884691773c9a5027e6e.jpg: 640x640 1 Pothole, 14.2ms Speed: 3.0ms preprocess, 14.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-356_jpg.rf.a29c2f8e581ea7783866eda5cf14af8e.jpg: 640x640 1 Pothole, 14.3ms Speed: 4.0ms preprocess, 14.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-356_jpg.rf.b52999b1fa468d1b18def1c73c53de00.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.3ms preprocess, 14.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-356_jpg.rf.d0f04106f54e12aefaf3fa511552cf4f.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.1ms preprocess, 12.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-356_jpg.rf.d19e413cd5fdaad74846f72a3a18b587.jpg: 640x640 1 Pothole, 12.1ms Speed: 6.0ms preprocess, 12.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.0727d5fe7fa1ac8c104fe75201ac7186.jpg: 640x640 2 Potholes, 16.7ms Speed: 3.2ms preprocess, 16.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.237e05f18fee524cfa5cb2f3c91f2a39.jpg: 640x640 2 Potholes, 17.0ms Speed: 3.4ms preprocess, 17.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.2a519191160ea4e273f0cc6893c46455.jpg: 640x640 2 Potholes, 13.3ms Speed: 3.0ms preprocess, 13.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.3339a17537699a440d9ee6a6d3d9e574.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.8ms preprocess, 11.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.480a9170608d1646376a3ad7ff995ede.jpg: 640x640 2 Potholes, 13.8ms Speed: 4.0ms preprocess, 13.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.4c2096223c76b7ebb41b165e74c8a985.jpg: 640x640 1 Pothole, 15.2ms Speed: 4.7ms preprocess, 15.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.762adee09f733c6ee1824825c8774399.jpg: 640x640 2 Potholes, 13.0ms Speed: 3.8ms preprocess, 13.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.7c6ac3af78f6f304b64758247c92fe3d.jpg: 640x640 2 Potholes, 11.9ms Speed: 3.0ms preprocess, 11.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.929c2f51229ed6036d326ff31dcb98bf.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.7ms preprocess, 14.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-358_jpg.rf.b06f9ba005a45c376b8ea9a5e5d99079.jpg: 640x640 2 Potholes, 12.0ms Speed: 2.3ms preprocess, 12.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-359_jpg.rf.05dbfd2d9a318d11fd10731c138c1391.jpg: 640x640 2 Potholes, 17.3ms Speed: 3.1ms preprocess, 17.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-359_jpg.rf.132dff8b178fb2e932da190d2ecd63a3.jpg: 640x640 2 Potholes, 15.1ms Speed: 3.1ms preprocess, 15.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-359_jpg.rf.19f7a78cde3a3e4b5c21d9f3e57b8fa2.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.8ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-359_jpg.rf.29aca4bbab21933a7e82b94f2a6bc566.jpg: 640x640 2 Potholes, 16.4ms Speed: 2.1ms preprocess, 16.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-359_jpg.rf.3ef04d191b63c638187c7ac17d1d1b66.jpg: 640x640 2 Potholes, 14.3ms Speed: 2.7ms preprocess, 14.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-359_jpg.rf.4094def779541b3da6f3f20d0c64a2ef.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.9ms preprocess, 12.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-359_jpg.rf.9af9a07daef6bf0135346a89964dc1f4.jpg: 640x640 2 Potholes, 13.6ms Speed: 2.5ms preprocess, 13.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-359_jpg.rf.a473e125325321d8d54444aa292be03a.jpg: 640x640 3 Potholes, 12.3ms Speed: 3.0ms preprocess, 12.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.227227c41c157e0ef38d4615c314334b.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.6ms preprocess, 13.5ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.285f57383eab0f3f9bc8693d91b0b87d.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.9ms preprocess, 11.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.589d78d4933fab67b7ee0cde01ef2692.jpg: 640x640 1 Pothole, 17.3ms Speed: 2.4ms preprocess, 17.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.6d27138bec64f68541f853ab36f7f2f6.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.3ms preprocess, 11.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.813112f477266aaedbed11a15f14e6e4.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.8e18ea7270f9648a5d62f2012058b3ac.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.6ms preprocess, 15.2ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.8fb88de50516fc107758249238615995.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.3ms preprocess, 15.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.c15e4c7502c161b0c38799002f3d9f98.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.8ms preprocess, 12.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.c53bd86df041b83cef9f56c2f52aca9c.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.6ms preprocess, 13.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.ef668f8a06c396cbfe9c7fc1d02a1c27.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.5ms preprocess, 11.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-35_jpg.rf.f4b9fae05ec70a37b54b55d7abf34088.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.8ms preprocess, 11.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.072ef95fc1ae19a0c4be556b299bf9df.jpg: 640x640 4 Potholes, 14.2ms Speed: 2.9ms preprocess, 14.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.41af015595a363f516ac8675763ef395.jpg: 640x640 3 Potholes, 15.2ms Speed: 3.5ms preprocess, 15.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.597bbd11cf026e9421dfb3e51fdac2fc.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.9ms preprocess, 11.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.6768f16366495073bf16175c72c8b5f4.jpg: 640x640 4 Potholes, 11.8ms Speed: 2.8ms preprocess, 11.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.798a05f876c1db148c2d32f2347dc54e.jpg: 640x640 4 Potholes, 16.3ms Speed: 2.7ms preprocess, 16.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.96fb0aa30392bbed063ac1342dda8c1b.jpg: 640x640 3 Potholes, 22.7ms Speed: 2.7ms preprocess, 22.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.a3aa8fed9ae9dca2d6130c8f7d17a4b0.jpg: 640x640 3 Potholes, 16.6ms Speed: 3.0ms preprocess, 16.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.be53ac674a75a3cbfe534c5a5e9d9fdb.jpg: 640x640 3 Potholes, 16.1ms Speed: 4.3ms preprocess, 16.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.c045bdfb46071ddd32971a05f82f28a7.jpg: 640x640 3 Potholes, 13.5ms Speed: 3.3ms preprocess, 13.5ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.c53882d86d6cb247900b62b43ee7a33d.jpg: 640x640 (no detections), 12.0ms Speed: 4.8ms preprocess, 12.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.c9aba8cfce036b861ad38b96d5ceafc5.jpg: 640x640 3 Potholes, 12.7ms Speed: 3.1ms preprocess, 12.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-360_jpg.rf.fe50d35b264b96ac54afb989657667d8.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.8ms preprocess, 11.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-361_jpg.rf.0f52d8342671bc32ad0223f103dfa57c.jpg: 640x640 1 Pothole, 13.3ms Speed: 5.4ms preprocess, 13.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.085ac1d899bd553a96b85bbfb8582c60.jpg: 640x640 (no detections), 11.5ms Speed: 2.7ms preprocess, 11.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.0e00fc45ba063219564c8cc2326f27aa.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.7ms preprocess, 12.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.20a07a82a59466692dfc5aafd098bd63.jpg: 640x640 2 Potholes, 14.4ms Speed: 3.7ms preprocess, 14.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.2812e11fd9f6fa08a3fbf1ddd07cfcc4.jpg: 640x640 (no detections), 14.2ms Speed: 2.6ms preprocess, 14.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.28b70873683243f55ea1552e4bd32dd7.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.6ms preprocess, 12.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.2ccf6c6e75d94dab6ea3ec1b1ee8e95c.jpg: 640x640 2 Potholes, 14.5ms Speed: 3.7ms preprocess, 14.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.32db237225e5a872e7cd5001ce0e036a.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.0ms preprocess, 13.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.a6c1da265d2e697a1548e067624caee8.jpg: 640x640 (no detections), 11.4ms Speed: 2.2ms preprocess, 11.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.aa72c535d6925d119726121a2cbc46f1.jpg: 640x640 2 Potholes, 18.3ms Speed: 2.6ms preprocess, 18.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.ab66674d837ad3e3237d95bb7e443d32.jpg: 640x640 2 Potholes, 14.2ms Speed: 2.9ms preprocess, 14.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-362_jpg.rf.d3a1ade6e4970173aa2800fa2984e5bf.jpg: 640x640 2 Potholes, 13.4ms Speed: 3.2ms preprocess, 13.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-363_jpg.rf.08d998a66b2c4e598689ece1f92dcb82.jpg: 640x640 1 Pothole, 18.2ms Speed: 3.4ms preprocess, 18.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-363_jpg.rf.56de82595e5cd19251a7078403492a35.jpg: 640x640 1 Pothole, 17.8ms Speed: 5.0ms preprocess, 17.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-363_jpg.rf.5947cb0423bf4afd09b29dec5737ef50.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.8ms preprocess, 12.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-363_jpg.rf.efb0f94efd6e8a990e674f511026bc2e.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.2ms preprocess, 11.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.0923391234eb1f97ea43e175e0e6eba9.jpg: 640x640 1 Pothole, 13.9ms Speed: 4.5ms preprocess, 13.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.25c367d1eb045086df25c42108726341.jpg: 640x640 1 Pothole, 17.3ms Speed: 3.1ms preprocess, 17.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.51f7e972d12ba331c76f155f71e5da1f.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.5ms preprocess, 11.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.5275ef0d96dbbde9dff6ce13fd998fe1.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.0ms preprocess, 14.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.5738c07a9a7c11012b127a4e80b83fcf.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.4ms preprocess, 13.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.7248d79765b7c8d0d3a26bcc7862b340.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.3ms preprocess, 14.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.a52b43edc1ac3add2627f2597cfa6a20.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.8ms preprocess, 12.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.af19677a350b3ce387edfeb263f03dfc.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.4ms preprocess, 15.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.c4c887a3e76825bb1866708999bad098.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.9ms preprocess, 11.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.d608ffcf5f506f410cde1746e0f5b789.jpg: 640x640 1 Pothole, 21.9ms Speed: 3.5ms preprocess, 21.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-364_jpg.rf.ff3a3f7845a457994bc69b2d6b7644fb.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.7ms preprocess, 11.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.014b73319299fadf05aea5b0bf5cf778.jpg: 640x640 5 Potholes, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.0dad25f8a8e2043d92adaf36e85bfa2c.jpg: 640x640 6 Potholes, 16.2ms Speed: 3.1ms preprocess, 16.2ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.139a044e16e00c8c8037404828070e2f.jpg: 640x640 5 Potholes, 11.5ms Speed: 3.0ms preprocess, 11.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.1c67927c34ac23548cf93c567c9fb014.jpg: 640x640 5 Potholes, 11.7ms Speed: 2.6ms preprocess, 11.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.40825c3b5364a0ddf17b8e8f550745fa.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.8ms preprocess, 11.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.439f51e3911b1df4439fb71df3bb18be.jpg: 640x640 6 Potholes, 20.9ms Speed: 2.9ms preprocess, 20.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.4ffa529caa2681556d91f0adc6431a0b.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.3ms preprocess, 15.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.85bbe2d0b5fc582064fa09d25e269027.jpg: 640x640 3 Potholes, 12.4ms Speed: 2.7ms preprocess, 12.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.88ad6462465a14c7f9f8a393fbab2b44.jpg: 640x640 5 Potholes, 11.5ms Speed: 3.2ms preprocess, 11.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.dae06e773a756216421dacf304231b9e.jpg: 640x640 4 Potholes, 11.6ms Speed: 2.7ms preprocess, 11.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-365_jpg.rf.f504c93a94fce4c716b5ab3673ee7a6e.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.3ms preprocess, 11.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-366_jpg.rf.04fc4043451fa19df3c4ac94722891eb.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.2ms preprocess, 11.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-366_jpg.rf.47c11b5d2dff0273a4d05848c8829d0f.jpg: 640x640 1 Pothole, 14.3ms Speed: 4.2ms preprocess, 14.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-366_jpg.rf.58ff442ae70de1e0ab6b4c30979b63c4.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.2ms preprocess, 11.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-366_jpg.rf.7b7f4b5310b2d06e54299cc724049856.jpg: 640x640 1 Pothole, 16.1ms Speed: 5.0ms preprocess, 16.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-366_jpg.rf.804ae6575f55dfce29d8789455c294c8.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.1ms preprocess, 12.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-366_jpg.rf.b78d45522a55cee8ae7c8dd4042d80d6.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.5ms preprocess, 12.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-366_jpg.rf.d3e073ecfeea74624d9cf3596ef0a576.jpg: 640x640 1 Pothole, 13.8ms Speed: 4.2ms preprocess, 13.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-366_jpg.rf.d5148cd674085015b17ddff7fd960963.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.0ms preprocess, 12.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.0f4cc7b96b26b6d30936eeb4d54abb5a.jpg: 640x640 1 Pothole, 14.2ms Speed: 3.2ms preprocess, 14.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.0f8f6ee0e283f9daeb307018d5e398a6.jpg: 640x640 3 Potholes, 19.2ms Speed: 2.9ms preprocess, 19.2ms inference, 6.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.136161e50fcfa51f92dd1e14ccd69217.jpg: 640x640 3 Potholes, 19.5ms Speed: 5.0ms preprocess, 19.5ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.456273c0257db98a2d720d667ffb224d.jpg: 640x640 2 Potholes, 14.6ms Speed: 2.4ms preprocess, 14.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.4ecdcd11f84c631f9571acb2ee94cd7d.jpg: 640x640 3 Potholes, 17.3ms Speed: 7.0ms preprocess, 17.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.5cbed720f3205502f40fef6fd5c1f534.jpg: 640x640 3 Potholes, 11.6ms Speed: 2.8ms preprocess, 11.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.6789ba03e8138f3ab7ff87ed1253931f.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.9ms preprocess, 14.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.6f189bb0053dff6ce67a8c787c2765ff.jpg: 640x640 2 Potholes, 17.8ms Speed: 2.4ms preprocess, 17.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.81875071efb9e92ab65966aa9051b84a.jpg: 640x640 3 Potholes, 17.1ms Speed: 3.0ms preprocess, 17.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.85a9cb16f5d5dd9939ce484ff913f688.jpg: 640x640 3 Potholes, 14.7ms Speed: 2.4ms preprocess, 14.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.92dc80a8eed2f5191b53ff072d57077c.jpg: 640x640 2 Potholes, 13.6ms Speed: 2.8ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-367_jpg.rf.cbbd44dd85a5b22784878ecfaff65e42.jpg: 640x640 3 Potholes, 15.4ms Speed: 6.3ms preprocess, 15.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-368_jpg.rf.06db378608ffd75c4f497c7eb61c5ecb.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.8ms preprocess, 12.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-368_jpg.rf.336b19e8bb9456e5392d3541f682f359.jpg: 640x640 3 Potholes, 17.1ms Speed: 2.7ms preprocess, 17.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-368_jpg.rf.43a933653b7fe36a5c966046868a906a.jpg: 640x640 3 Potholes, 12.9ms Speed: 2.1ms preprocess, 12.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-368_jpg.rf.5609f9e79f04f127193893d43388e164.jpg: 640x640 2 Potholes, 11.7ms Speed: 3.1ms preprocess, 11.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-368_jpg.rf.f5f292f26007df20ae0ea98b392d908e.jpg: 640x640 (no detections), 12.5ms Speed: 2.5ms preprocess, 12.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-368_jpg.rf.ffd5ef6722a03adad6b8c97eeff32344.jpg: 640x640 2 Potholes, 16.2ms Speed: 2.3ms preprocess, 16.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-369_jpg.rf.364c36a05eb5d02dae1b6296aa7763b8.jpg: 640x640 2 Potholes, 14.4ms Speed: 4.2ms preprocess, 14.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-369_jpg.rf.47f87bb5a99203dd1a8d886614276d82.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.9ms preprocess, 16.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-369_jpg.rf.b0357ec93e45c6d6da7b4d79d208c5a3.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.6ms preprocess, 15.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-369_jpg.rf.c9a64173fcdca088cb3bc0e8f33c96ff.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.9ms preprocess, 14.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-36_jpg.rf.247aa44cb44ec5d58ce1c793ab3f59d2.jpg: 640x640 (no detections), 16.0ms Speed: 4.7ms preprocess, 16.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-36_jpg.rf.6ddcaf68e59a0693578d729202363ac3.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.6ms preprocess, 11.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-36_jpg.rf.b8bc339f0a68e61aa21fc0dbd6c1c35a.jpg: 640x640 2 Potholes, 12.0ms Speed: 4.3ms preprocess, 12.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-36_jpg.rf.b99504d41efaffee844666d43bc4fec2.jpg: 640x640 2 Potholes, 14.1ms Speed: 2.5ms preprocess, 14.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-36_jpg.rf.c163151674a2770120c7dd7cce8bf986.jpg: 640x640 2 Potholes, 19.3ms Speed: 3.2ms preprocess, 19.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-36_jpg.rf.d0c3cc92024ae975e8d8a911952eb19d.jpg: 640x640 2 Potholes, 15.0ms Speed: 2.5ms preprocess, 15.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-36_jpg.rf.fa609aa92457cc373b3fdddf6aafd17b.jpg: 640x640 3 Potholes, 11.9ms Speed: 2.5ms preprocess, 11.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-370_jpg.rf.08dd1bc22edf5f7d2218da18f66dc485.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-370_jpg.rf.2188a5f29a80d06573ea668277616f6d.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.5ms preprocess, 12.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-370_jpg.rf.5f401b345efb543a8fd4dde768cfc194.jpg: 640x640 1 Pothole, 22.4ms Speed: 2.8ms preprocess, 22.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-370_jpg.rf.ede4722732732538155b0bfbaeae156a.jpg: 640x640 1 Pothole, 13.6ms Speed: 5.0ms preprocess, 13.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-371_jpg.rf.18b1f7783f2d5f605d70d22666d8b9aa.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.2ms preprocess, 14.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-371_jpg.rf.1b3b98e5b7ceec73391b54ce36a512ff.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.6ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-371_jpg.rf.28a9af0d6022c3ed74c61b8c243ce833.jpg: 640x640 1 Pothole, 15.2ms Speed: 5.0ms preprocess, 15.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-371_jpg.rf.6bd3d3a757d82cf81b3c90017b621595.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.1ms preprocess, 12.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-371_jpg.rf.e07c4312b2aaf2e793033033c69970df.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.01b380b22d787dc7b4d9f86449f32054.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.2ms preprocess, 16.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.0877b5f1cee7e3b853a999fb92cc0f43.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.0ms preprocess, 12.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.16d30a031d5cdbc52e0822b91c97997d.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.3ms preprocess, 15.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.2c09c303c961cf152af074b1801b5e0e.jpg: 640x640 1 Pothole, 17.2ms Speed: 6.9ms preprocess, 17.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.490787d94b327f929e64e5b4994bceeb.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.1ms preprocess, 14.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.751b33fa6c5d2a3916e6a1a6498ece6d.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.6ms preprocess, 12.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.9ae9c0061afc1315edd298c049c9f6ae.jpg: 640x640 2 Potholes, 12.0ms Speed: 2.7ms preprocess, 12.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.9b91997edc9290672b21d5228e4c61a4.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.5ms preprocess, 12.1ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.ad1b7204242e8ad732d7d434f2cbba46.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.4ms preprocess, 13.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.cbf0cff521115c13d10b8a9f7387c3d2.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.7ms preprocess, 14.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.de58aaafe32a28837e65d2e35597ecc6.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.6ms preprocess, 15.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-372_jpg.rf.deed2be73fa6f6df14403a10be04d498.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.7ms preprocess, 14.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-373_jpg.rf.3888a3bab55c73461bf508fa3a31ab82.jpg: 640x640 2 Potholes, 11.6ms Speed: 2.5ms preprocess, 11.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-373_jpg.rf.70dba1ffc19c1791325a4a6029ba3060.jpg: 640x640 1 Pothole, 12.5ms Speed: 4.3ms preprocess, 12.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-373_jpg.rf.73858a6957b121626ea33bd5556ab53f.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-373_jpg.rf.8ca0adfbf80bfd869ccb52c0607e5148.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.4ms preprocess, 11.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-373_jpg.rf.ba38b51747bf4c0ff2503f094719128b.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.0ms preprocess, 15.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-373_jpg.rf.ce99de5c1cb77b10c47ba3fa9555dde4.jpg: 640x640 2 Potholes, 13.7ms Speed: 2.7ms preprocess, 13.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-373_jpg.rf.dcb00eff5401afcf607a305ad7173d66.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.8ms preprocess, 16.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-373_jpg.rf.ed02f600af146839188637fd5056f0e1.jpg: 640x640 1 Pothole, 22.8ms Speed: 3.1ms preprocess, 22.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-374_jpg.rf.1157ae35557d21f5d264a461ddba866e.jpg: 640x640 4 Potholes, 14.8ms Speed: 2.9ms preprocess, 14.8ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-374_jpg.rf.263718390bcbcb06a4ea5b82b206d4de.jpg: 640x640 4 Potholes, 14.9ms Speed: 3.1ms preprocess, 14.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-374_jpg.rf.28032c30522a2f1f434710fd0dd41879.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.8ms preprocess, 12.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-374_jpg.rf.366b724e9e05c0983472b378efbb0e0e.jpg: 640x640 1 Pothole, 18.3ms Speed: 3.3ms preprocess, 18.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-374_jpg.rf.374a02f67cfa4fa8fc34ed6b871d5424.jpg: 640x640 4 Potholes, 11.8ms Speed: 3.2ms preprocess, 11.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-374_jpg.rf.39531ab52964145832068f62b72d7760.jpg: 640x640 4 Potholes, 15.3ms Speed: 3.1ms preprocess, 15.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-375_jpg.rf.46e068669859e8f98fad18ea1d2d4df9.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.9ms preprocess, 11.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-375_jpg.rf.91aba3a71afe5d6b02377ed42fb75306.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.0ms preprocess, 12.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-375_jpg.rf.9413de8ae1455f7d9ef7acb65874b45e.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.6ms preprocess, 12.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-376_jpg.rf.031a787cc4f76afeb25822d1465f04d6.jpg: 640x640 2 Potholes, 14.6ms Speed: 4.2ms preprocess, 14.6ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-376_jpg.rf.21d0be9df262c89ca10299455db96de9.jpg: 640x640 2 Potholes, 11.7ms Speed: 3.0ms preprocess, 11.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-376_jpg.rf.28b28b41abc2797f35426a5247f2cf4e.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.1ms preprocess, 12.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-376_jpg.rf.31ea0803b2bff2039bee0c06cd78e640.jpg: 640x640 3 Potholes, 11.8ms Speed: 2.5ms preprocess, 11.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-376_jpg.rf.349ea2388c281d9a4b212f4ce1ccc2db.jpg: 640x640 3 Potholes, 16.9ms Speed: 6.4ms preprocess, 16.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-376_jpg.rf.60f8ca585b63c0af314e40a148726922.jpg: 640x640 (no detections), 14.4ms Speed: 2.5ms preprocess, 14.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-376_jpg.rf.cb232bb74052ea0efad63f15224390c0.jpg: 640x640 3 Potholes, 11.7ms Speed: 3.1ms preprocess, 11.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-377_jpg.rf.192986df17bdb358f295ba8130b09a86.jpg: 640x640 2 Potholes, 14.8ms Speed: 4.3ms preprocess, 14.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-377_jpg.rf.531068b40a43d8915f40d9dad598dfa1.jpg: 640x640 2 Potholes, 14.8ms Speed: 3.8ms preprocess, 14.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-377_jpg.rf.6aca8a13412deda3f3a507f8302a9f98.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.7ms preprocess, 13.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-377_jpg.rf.8137bf326b9aef193bb83872da825de9.jpg: 640x640 1 Pothole, 14.3ms Speed: 4.0ms preprocess, 14.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.055d248bc699a506a255df1a9a465bfb.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.7ms preprocess, 11.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.4e3e246892388227e505afba1a9cea3f.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.8ms preprocess, 15.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.7f74a8dc5250fab0be53ba8dfe84c82a.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.1ms preprocess, 12.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.838f7b6e8fe9e8bd098c342e14be674a.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.9ms preprocess, 11.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.91bde0a3758809df5ba21a74a0959db2.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.8ms preprocess, 14.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.9c154a19aa4b8abd8c955b36fd2536d9.jpg: 640x640 1 Pothole, 15.8ms Speed: 6.8ms preprocess, 15.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.c3d3a7b01bcd23df549741c39893008e.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.2ms preprocess, 12.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.c86e88380cb11bef3b88bd47f376183b.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.3ms preprocess, 12.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.d9bcee2822865b238b215449ff95ae1b.jpg: 640x640 1 Pothole, 12.7ms Speed: 4.0ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-378_jpg.rf.f42f8aec440b4a88e3ed0b4501a12cb2.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.5ms preprocess, 14.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.20edd31184a1408f7f4da2a02a8b5676.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.6ms preprocess, 14.8ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.2b941c6973f2ad8ae89a67fea621f60a.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.3ms preprocess, 16.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.3c4c4984530f2e33e93adb9f1463ffc6.jpg: 640x640 1 Pothole, 15.8ms Speed: 2.8ms preprocess, 15.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.4e495cf20a2dd3d54c3efbdbfc507290.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.6ms preprocess, 11.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.4e52e67d0ceb85fafa9366927d0c8f28.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.6ms preprocess, 13.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.57c280b3498d6b62c88dcb75365400db.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.7ms preprocess, 13.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.57eea896a232ea2753f96120ea80d667.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.8ms preprocess, 11.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.63f907ff8bbd62d75b3f493fd18d9d5a.jpg: 640x640 1 Pothole, 20.7ms Speed: 2.5ms preprocess, 20.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.6a385f9e9df0d873bbcb943e30fa4a77.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.9ms preprocess, 11.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.6fab4653f004ad782afa6455948ab343.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.7ms preprocess, 11.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.85f474bbc4a617a6aab98987089c9d07.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.8ms preprocess, 11.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.959a7617b412ad62c8ab0ddca7e879fb.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.6ms preprocess, 11.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.dfe9c0712e7d1b085ccf5320d1481e97.jpg: 640x640 (no detections), 11.8ms Speed: 2.7ms preprocess, 11.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.e237a698df5509598012a5197e468469.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.8ms preprocess, 12.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.ecdcd4b62686847fb75b005bf1f66073.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.0ms preprocess, 11.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-379_jpg.rf.fa4c5d17a6f5767951f9492029e76ada.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.5ms preprocess, 12.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.0bad3318249872fe1d6fe7f81961f2ce.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.7ms preprocess, 16.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.1d4371fb127544b8486075026ec7ae28.jpg: 640x640 4 Potholes, 12.4ms Speed: 4.2ms preprocess, 12.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.3e6d67dce75a32758003770a38397cbb.jpg: 640x640 1 Pothole, 21.8ms Speed: 3.0ms preprocess, 21.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.4dec3e27a344d1f7aeb2732e0b4053cc.jpg: 640x640 4 Potholes, 11.9ms Speed: 2.7ms preprocess, 11.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.66cf2b6f156eef3ec52431ada8959623.jpg: 640x640 4 Potholes, 11.5ms Speed: 2.7ms preprocess, 11.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.75e2ec71efa92d1a15ef66b6dac67f08.jpg: 640x640 4 Potholes, 11.7ms Speed: 2.1ms preprocess, 11.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.81287787b64383b0a85de0052152159a.jpg: 640x640 4 Potholes, 16.3ms Speed: 1.9ms preprocess, 16.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.8655dda1d9991297b6c411d89fbbc8c2.jpg: 640x640 4 Potholes, 16.5ms Speed: 2.7ms preprocess, 16.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.93d76c40f6a8e2c40207a2aeae2e556f.jpg: 640x640 4 Potholes, 16.0ms Speed: 2.6ms preprocess, 16.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.d9e350e4b005ab74dec583de2f1e07cc.jpg: 640x640 4 Potholes, 13.9ms Speed: 2.8ms preprocess, 13.9ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.e80f1f0cebf1e3675dee851ab94e3737.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.9ms preprocess, 11.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-37_jpg.rf.f7ce100e4bc71f74bb2c0ad6c9129c7d.jpg: 640x640 4 Potholes, 17.3ms Speed: 3.1ms preprocess, 17.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-380_jpg.rf.45fade9afb3ab9b4878847c6c980d572.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.9ms preprocess, 13.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-380_jpg.rf.5c943d6a0a66109fb0b2ee63bb44295f.jpg: 640x640 2 Potholes, 16.6ms Speed: 5.2ms preprocess, 16.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-380_jpg.rf.8614c6b9d3a8993b3434ed617c3da716.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.8ms preprocess, 11.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-380_jpg.rf.c350d88697b008048efa3366c084d865.jpg: 640x640 2 Potholes, 14.0ms Speed: 3.2ms preprocess, 14.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-380_jpg.rf.dfeb90be1f68970b42b435c42f505500.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.1ms preprocess, 16.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-380_jpg.rf.eca5a3e441426d1c061345f2fda7f0c8.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.5ms preprocess, 13.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-381_jpg.rf.1f12b98b89fb22c89c88552d3dfdb8a9.jpg: 640x640 2 Potholes, 16.5ms Speed: 2.9ms preprocess, 16.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.03f5ac44954fe04d1d8000374abc3c47.jpg: 640x640 4 Potholes, 17.0ms Speed: 3.0ms preprocess, 17.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.0c5181f6506086d6f588a9977eaf3216.jpg: 640x640 (no detections), 11.5ms Speed: 3.1ms preprocess, 11.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.44e12bf1b9254bcd4faf9176a2f0d021.jpg: 640x640 4 Potholes, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.53b4cd4b8654f34df39c92518acdcd46.jpg: 640x640 2 Potholes, 19.1ms Speed: 2.8ms preprocess, 19.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.6c75ea1b806afcfca55f7096a86371fa.jpg: 640x640 (no detections), 13.1ms Speed: 2.6ms preprocess, 13.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.89b08f0810cb3194f81a7293b08fe0d1.jpg: 640x640 2 Potholes, 11.7ms Speed: 3.1ms preprocess, 11.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.95fc1d904bf5e06fade915db6f626eef.jpg: 640x640 4 Potholes, 13.3ms Speed: 3.0ms preprocess, 13.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.ae49c0f4f2cd63a47f29726640018470.jpg: 640x640 2 Potholes, 13.3ms Speed: 4.1ms preprocess, 13.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.cacc05e75127917bde5227295336f7db.jpg: 640x640 4 Potholes, 13.3ms Speed: 3.0ms preprocess, 13.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-382_jpg.rf.cfa0bb3af57fed18e16b0a4397766cc9.jpg: 640x640 2 Potholes, 12.4ms Speed: 3.1ms preprocess, 12.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-383_jpg.rf.35e8721947ce5ff965e238f17f2c34a9.jpg: 640x640 9 Potholes, 16.2ms Speed: 2.3ms preprocess, 16.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-383_jpg.rf.44048662b727f54407d262d734529b8b.jpg: 640x640 1 Pothole, 11.7ms Speed: 4.3ms preprocess, 11.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-383_jpg.rf.7ff47dd2ea44daf8537916fbb057b939.jpg: 640x640 10 Potholes, 11.7ms Speed: 3.4ms preprocess, 11.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-383_jpg.rf.a78918599b364346f2b44bdf9c96495c.jpg: 640x640 10 Potholes, 11.7ms Speed: 4.1ms preprocess, 11.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-383_jpg.rf.c2063244d9a0c97c64122c57970f690a.jpg: 640x640 2 Potholes, 12.3ms Speed: 2.4ms preprocess, 12.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-383_jpg.rf.de713c22a5909c5886cf89616164a260.jpg: 640x640 7 Potholes, 14.2ms Speed: 3.1ms preprocess, 14.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-383_jpg.rf.ffcc4f27c0b90a5c607ffde06be4b69a.jpg: 640x640 1 Pothole, 14.6ms Speed: 4.4ms preprocess, 14.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-384_jpg.rf.62d2b1a7a9153e731ec1396cfe7bb90c.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.7ms preprocess, 12.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-384_jpg.rf.ba214363a32d5a307ccd9d0d30e33315.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.8ms preprocess, 12.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-384_jpg.rf.e46c2321a3577ac15c9e0814a5f33447.jpg: 640x640 2 Potholes, 16.7ms Speed: 10.1ms preprocess, 16.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-384_jpg.rf.ec23973bbce3717e5404fcfc0da6f26e.jpg: 640x640 2 Potholes, 14.1ms Speed: 2.9ms preprocess, 14.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-385_jpg.rf.5a1d1107f56f9f2166e5d7898264275f.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.9ms preprocess, 15.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-385_jpg.rf.5d73b32d6c3f8a7786f59ec88ed5089c.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.1ms preprocess, 12.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-385_jpg.rf.d0341ec59876f146833a28cfaea105c1.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.9ms preprocess, 16.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-386_jpg.rf.02557547dd85c45498e5411e323a00c2.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.6ms preprocess, 11.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-386_jpg.rf.23125696b850fe9f20b6b3a49f971f78.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.8ms preprocess, 14.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-386_jpg.rf.3d65da5eccc86b8f1c47080cb504fc38.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.1ms preprocess, 15.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-386_jpg.rf.7ab572a730f5ad6d4c9db038a423ad80.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.7ms preprocess, 12.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-386_jpg.rf.85b5c98db9a5c9c6634c2f12cc3a32cb.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.3ms preprocess, 16.2ms inference, 8.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-387_jpg.rf.6a228cacb7e01a7b32c323b3e3163cb5.jpg: 640x640 1 Pothole, 14.0ms Speed: 2.6ms preprocess, 14.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-387_jpg.rf.78322057b8747cedbca666c7301b218b.jpg: 640x640 2 Potholes, 14.2ms Speed: 3.6ms preprocess, 14.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-387_jpg.rf.83aae82944ec178d6fa0e9979af28b3d.jpg: 640x640 (no detections), 13.2ms Speed: 3.7ms preprocess, 13.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.15cde35f4b0811975282f22435939726.jpg: 640x640 1 Pothole, 17.6ms Speed: 2.8ms preprocess, 17.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.26630ea0edf824668171b79669e9548e.jpg: 640x640 2 Potholes, 13.6ms Speed: 2.8ms preprocess, 13.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.3a88d5fb0e14c5581d03c19edb7ee9b2.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.7ms preprocess, 12.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.4b94e265a6bb5be4016791d30f498d8f.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.3ms preprocess, 13.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.68f9d9018c5fbde32ee283f8017ec6a8.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.7ms preprocess, 12.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.79420f464a05182faebc2b5bb56d6cb3.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.7ms preprocess, 15.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.aced110e99980cbb0293613235d1fcbe.jpg: 640x640 1 Pothole, 16.9ms Speed: 2.8ms preprocess, 16.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.c67fc3cc2c944c4a3133ebe63c953464.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.5ms preprocess, 12.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-388_jpg.rf.c9342e75c81db43e13697332a56f5bbe.jpg: 640x640 1 Pothole, 17.7ms Speed: 5.7ms preprocess, 17.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.26c4bd3370bfec0e82db6ecb37a6f151.jpg: 640x640 3 Potholes, 12.9ms Speed: 2.2ms preprocess, 12.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.66066f31c66541b71c41ca7b94cbdd36.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.4ms preprocess, 12.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.6c1207d6efd4024c85c797a2a6aeeec5.jpg: 640x640 6 Potholes, 11.8ms Speed: 3.7ms preprocess, 11.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.778105069e3da354a2e08106a198b558.jpg: 640x640 3 Potholes, 13.9ms Speed: 5.2ms preprocess, 13.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.a9656e0a9b77e19bb05d216c5c19b3b0.jpg: 640x640 4 Potholes, 11.9ms Speed: 3.1ms preprocess, 11.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.c2405568e75fc310506add5eabf3776e.jpg: 640x640 1 Pothole, 14.6ms Speed: 4.0ms preprocess, 14.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.c596705ccc5fd65c1b4eabbd1a69b845.jpg: 640x640 3 Potholes, 16.2ms Speed: 4.1ms preprocess, 16.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.cef1ab1f4ed68a29ed02b9d0b7684d10.jpg: 640x640 (no detections), 15.6ms Speed: 2.5ms preprocess, 15.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-389_jpg.rf.ffe3788b61a3c1defad9eeb549a2026a.jpg: 640x640 4 Potholes, 11.8ms Speed: 3.2ms preprocess, 11.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.1ad83e74d8f0b5090778ddfab649a6bc.jpg: 640x640 1 Pothole, 22.4ms Speed: 2.6ms preprocess, 22.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.1cba59cf6596d39d2b65ce75f7ccfcb2.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.6ms preprocess, 15.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.65ea31491310ab9e168f58b5d4e97dc2.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.8ms preprocess, 11.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.7cce1c9463114b2ede6ea618be73d1dc.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.8ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.7d3d9ec6ce3117313d1121c9d0836ba4.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.1ms preprocess, 15.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.9b85833e3084b5f82641b1047d1d7835.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.7ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.9e8ef6db6d91676688baa9b341f60438.jpg: 640x640 1 Pothole, 12.1ms Speed: 4.9ms preprocess, 12.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.9ee9ec5145c6ccd9db978d22dd5cfacb.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.5ms preprocess, 12.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.b9447cba45de128f220276f79a93418c.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.6ms preprocess, 12.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.bbc7c78daddbd7cc66b864a9129dff54.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.4ms preprocess, 12.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.c73eacc1582bf7fda61e78e29e4f0e79.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.5ms preprocess, 14.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.cb14f93d72e58defd18f59f838f7891a.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.4ms preprocess, 15.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.f91e32ec8072a6eaad30ad638b578a2f.jpg: 640x640 2 Potholes, 12.0ms Speed: 2.9ms preprocess, 12.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-38_jpg.rf.f95f152eb7b1388791d7520d7ee8e490.jpg: 640x640 2 Potholes, 11.9ms Speed: 2.3ms preprocess, 11.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-390_jpg.rf.06d2ae9fd2c287d49a36b6bd8759d06d.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.2ms preprocess, 14.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-390_jpg.rf.352570e3c8b47fe1dd1113a2f455ccd0.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.6ms preprocess, 12.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-390_jpg.rf.3f2c7b9698a6d2a1bcc57079a7c467c4.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.6ms preprocess, 12.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-390_jpg.rf.9affce074d2105f55fa6f4b84e1c726f.jpg: 640x640 1 Pothole, 18.2ms Speed: 2.2ms preprocess, 18.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-390_jpg.rf.a64bcd15e7ceb93abb3aeb157623bc90.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.4ms preprocess, 15.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-390_jpg.rf.a6a0030d011e40f021b45cc7d481f650.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.1ms preprocess, 12.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-391_jpg.rf.222b98845ac89dce763da81e6ddc52bb.jpg: 640x640 2 Potholes, 12.3ms Speed: 2.7ms preprocess, 12.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-391_jpg.rf.56b9880f86304d2c7b3adcc536ad36c8.jpg: 640x640 2 Potholes, 18.9ms Speed: 3.9ms preprocess, 18.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-391_jpg.rf.e4de7c8cdcf3681027a4cbc162e912ca.jpg: 640x640 3 Potholes, 12.0ms Speed: 2.7ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-392_jpg.rf.5fa5b94b11c0605e08f6f0d8abd88936.jpg: 640x640 3 Potholes, 14.1ms Speed: 4.9ms preprocess, 14.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-392_jpg.rf.6c05e5c9e9de9ee26ac0d7c7e68b9104.jpg: 640x640 (no detections), 12.6ms Speed: 3.0ms preprocess, 12.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-392_jpg.rf.85f7bf5c546df4e33ebf3fa6b6d2dd4a.jpg: 640x640 (no detections), 15.3ms Speed: 3.7ms preprocess, 15.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-392_jpg.rf.a3b6d48531f66df8040ab31ae6377585.jpg: 640x640 3 Potholes, 11.9ms Speed: 2.8ms preprocess, 11.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-393_jpg.rf.30339af05ddb494f12a1a6baac00a3f8.jpg: 640x640 3 Potholes, 13.2ms Speed: 3.3ms preprocess, 13.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-393_jpg.rf.6b5d231d097415b11220a470309898d2.jpg: 640x640 2 Potholes, 15.9ms Speed: 4.0ms preprocess, 15.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-393_jpg.rf.b6d555b5670bb0f17565d1db1902c5c9.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.6ms preprocess, 14.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.0101353ff2fc74425e9b660e77afa7ce.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.8ms preprocess, 11.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.155e6fd561f9aac3bafcf4d90d02eb52.jpg: 640x640 2 Potholes, 15.6ms Speed: 3.1ms preprocess, 15.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.2d14f677105add46f1c5b55d56345b55.jpg: 640x640 2 Potholes, 14.5ms Speed: 2.6ms preprocess, 14.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.361a545fc2c7ebbadf1ac61952ab77ef.jpg: 640x640 3 Potholes, 13.2ms Speed: 2.5ms preprocess, 13.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.4f4eaf0a012188e367a282d90f9ba8a4.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.6ms preprocess, 13.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.5e27e4e6143c428dacd40bc09010fc58.jpg: 640x640 2 Potholes, 12.5ms Speed: 3.3ms preprocess, 12.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.5f4db2e13f32df384ea04bfe1bfdeee5.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.9ms preprocess, 12.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.694cd7813e9788c06498ed43896966d3.jpg: 640x640 2 Potholes, 15.7ms Speed: 3.7ms preprocess, 15.7ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.768b2be68ef574889dcd9be675872208.jpg: 640x640 2 Potholes, 12.1ms Speed: 3.5ms preprocess, 12.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.83514086a90bff7a9d76fffaf7e32a96.jpg: 640x640 2 Potholes, 11.8ms Speed: 2.1ms preprocess, 11.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.88609dc3cacf7ef7e3a9375618cf69f4.jpg: 640x640 2 Potholes, 11.8ms Speed: 2.0ms preprocess, 11.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.8ab89fdaaced6429aa03190eafd0b74b.jpg: 640x640 2 Potholes, 22.2ms Speed: 2.5ms preprocess, 22.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.d36d5036c3eea770489c756db9633438.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.7ms preprocess, 11.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-394_jpg.rf.ff1938a31b46d9eb0b2bdfa2e11388be.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.6ms preprocess, 12.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-395_jpg.rf.4df2330e5101b4998131761d20549fd8.jpg: 640x640 3 Potholes, 12.4ms Speed: 3.1ms preprocess, 12.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-395_jpg.rf.67af4a56b3a0385a694059ae0c50ccb0.jpg: 640x640 3 Potholes, 14.7ms Speed: 3.7ms preprocess, 14.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-395_jpg.rf.77711632a34e445398f682b9b5842705.jpg: 640x640 (no detections), 12.4ms Speed: 3.8ms preprocess, 12.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-395_jpg.rf.c590a33cbb7e7825765ebdff767709ae.jpg: 640x640 3 Potholes, 16.9ms Speed: 5.3ms preprocess, 16.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-395_jpg.rf.d2d24a4802b7ddf20f6cb9920c970fe9.jpg: 640x640 (no detections), 15.1ms Speed: 3.1ms preprocess, 15.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-395_jpg.rf.f49b1f1dad86eaf4efa5f598a73f5f3a.jpg: 640x640 3 Potholes, 12.1ms Speed: 2.5ms preprocess, 12.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-397_jpg.rf.5e3bcaa570e899e7b8c24d2529e6cc58.jpg: 640x640 2 Potholes, 16.2ms Speed: 3.2ms preprocess, 16.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-397_jpg.rf.6096d8259b2f9b0547c56e293b981ffc.jpg: 640x640 4 Potholes, 20.1ms Speed: 4.4ms preprocess, 20.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-397_jpg.rf.920488c734ef8efa745346483dfcd61e.jpg: 640x640 4 Potholes, 12.8ms Speed: 2.6ms preprocess, 12.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-397_jpg.rf.9363b39b2cd055984980562321e66453.jpg: 640x640 4 Potholes, 13.0ms Speed: 2.6ms preprocess, 13.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-397_jpg.rf.bf60e3256ed04391fd994e585797a271.jpg: 640x640 4 Potholes, 13.3ms Speed: 3.1ms preprocess, 13.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-397_jpg.rf.ca351050f08420c225235ae806218e4c.jpg: 640x640 2 Potholes, 12.4ms Speed: 4.7ms preprocess, 12.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-397_jpg.rf.f67680cdcc8d1787cf141fc4ed333608.jpg: 640x640 4 Potholes, 12.3ms Speed: 2.9ms preprocess, 12.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-398_jpg.rf.fd5c15b9ac4821c432265e140c03af16.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.7ms preprocess, 12.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-398_jpg.rf.fe21a89906d09423503b33d2741af483.jpg: 640x640 1 Pothole, 12.5ms Speed: 4.3ms preprocess, 12.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-399_jpg.rf.5aedb544e1711e2f8f48cf5002df8cb9.jpg: 640x640 14 Potholes, 12.2ms Speed: 2.8ms preprocess, 12.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-399_jpg.rf.5dfdeba05c6182dc3ae5c5a362a16d62.jpg: 640x640 3 Potholes, 12.1ms Speed: 2.4ms preprocess, 12.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-399_jpg.rf.6ff1db987954b72e5ec8a7c452bf5826.jpg: 640x640 14 Potholes, 18.0ms Speed: 2.7ms preprocess, 18.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-399_jpg.rf.b113ed7576a4e73a2a4e93594f61abc1.jpg: 640x640 14 Potholes, 18.6ms Speed: 3.4ms preprocess, 18.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-399_jpg.rf.c9c2ea8ab403e52245d64d45a2379d3f.jpg: 640x640 5 Potholes, 16.0ms Speed: 3.4ms preprocess, 16.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-39_jpg.rf.06706dce30924725aefd67d5af46374f.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.3ms preprocess, 11.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-39_jpg.rf.5505af377a597f97afd694e0114c52d3.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.7ms preprocess, 14.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-39_jpg.rf.7c8b85df9e72a78f95b27d168d17cd47.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.7ms preprocess, 14.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-39_jpg.rf.878a75a5ca65d2c442634496dfe9d77e.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.6ms preprocess, 11.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-3_jpg.rf.1541d76ba514de0670f4d86ad98fa28a.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.6ms preprocess, 12.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-3_jpg.rf.8e160bcd724aad3b3286824544231e75.jpg: 640x640 1 Pothole, 18.5ms Speed: 2.8ms preprocess, 18.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-3_jpg.rf.b8eaebc9cf3ed7c89bc69cbb8f76ad52.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.7ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-3_jpg.rf.f9362f6408a89c28fffdfbebe2f4f928.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.9ms preprocess, 11.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-3_jpg.rf.fd429d3ebb2d777474b029142a2d0762.jpg: 640x640 1 Pothole, 12.5ms Speed: 4.5ms preprocess, 12.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-400_jpg.rf.324a3d673ef3dde5287ed85e12839007.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.0ms preprocess, 14.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-400_jpg.rf.4d1b08ab4192b46757ba5b4451ade1ff.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.9ms preprocess, 12.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-400_jpg.rf.91744b030b7a440a3ad30cf77b27cd81.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.3ms preprocess, 15.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-400_jpg.rf.96a242ab327cf8256909f1827fa4eab4.jpg: 640x640 3 Potholes, 14.8ms Speed: 3.0ms preprocess, 14.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-400_jpg.rf.ad277a02927620cd48ffb47175741bd0.jpg: 640x640 3 Potholes, 16.0ms Speed: 3.5ms preprocess, 16.0ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-400_jpg.rf.e02d26423fa0c5d0ead8e5e53d93cb56.jpg: 640x640 1 Pothole, 14.9ms Speed: 4.6ms preprocess, 14.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-401_jpg.rf.0866bdf3c7de69bd186adddc1604adf5.jpg: 640x640 1 Pothole, 18.2ms Speed: 3.1ms preprocess, 18.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-401_jpg.rf.1f110ba3f59b3748fdc25608b4a7d062.jpg: 640x640 (no detections), 13.6ms Speed: 3.1ms preprocess, 13.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-401_jpg.rf.3c566786ce160f8b3748b25b778532af.jpg: 640x640 2 Potholes, 14.2ms Speed: 3.3ms preprocess, 14.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-401_jpg.rf.633c5f6d9d354fc7898d2b2c379cbafc.jpg: 640x640 (no detections), 12.0ms Speed: 2.1ms preprocess, 12.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-401_jpg.rf.7b34c20a60d95b808d156f3473d7c937.jpg: 640x640 1 Pothole, 16.9ms Speed: 4.0ms preprocess, 16.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-401_jpg.rf.8bc999fc85cf6603e45ad13fa145492d.jpg: 640x640 2 Potholes, 13.2ms Speed: 2.4ms preprocess, 13.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-401_jpg.rf.a30146cb6ac8613972572c5b7456a3ab.jpg: 640x640 1 Pothole, 12.1ms Speed: 1.9ms preprocess, 12.1ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-402_jpg.rf.285731a49d2ca09e1344eb2b162c8339.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-402_jpg.rf.361f9c4cefee0bbdaafb0fe10ab16411.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.2ms preprocess, 12.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-402_jpg.rf.479dcec31b5d67d1826238a83f72482b.jpg: 640x640 (no detections), 12.1ms Speed: 3.0ms preprocess, 12.1ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-402_jpg.rf.ca5727ae2cc1470a0f84a036cda946fb.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.6ms preprocess, 13.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-402_jpg.rf.cf1df8f0426c203eb761843828347e26.jpg: 640x640 1 Pothole, 18.5ms Speed: 2.5ms preprocess, 18.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-402_jpg.rf.da23b79882657e608e8edaa2de111147.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.5ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-402_jpg.rf.f5fff1b7f07258c4e6b49489fd9a75bf.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.9ms preprocess, 13.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-402_jpg.rf.f9a83cc74d544efdf26ef79b89d6de5a.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.6ms preprocess, 13.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-403_jpg.rf.19c1be92507cf80300fd174deb3b5ea2.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.2ms preprocess, 13.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-403_jpg.rf.3900dffacbf3a46f28ff890d993a6e47.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.4ms preprocess, 13.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-403_jpg.rf.7fb9a4c6939dc123bc77e564bebfb79a.jpg: 640x640 1 Pothole, 16.2ms Speed: 4.4ms preprocess, 16.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-403_jpg.rf.cf4ea7a671a0c04715078e5d346c9c93.jpg: 640x640 1 Pothole, 12.1ms Speed: 4.1ms preprocess, 12.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-403_jpg.rf.e6e982beaa002b5ce3814b10051bdb3f.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.0ms preprocess, 17.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-403_jpg.rf.fd40ea51f29b0a3ef183313ed9335229.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.3ms preprocess, 13.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-404_jpg.rf.0ffb5546ac8e3dd8a709aa9bb6e8d4a5.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.4ms preprocess, 14.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-404_jpg.rf.7432af447e52d1c42a536f9ea3a45446.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.3ms preprocess, 15.4ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-404_jpg.rf.f3a08d0214725ce6e7db70d2f50ee904.jpg: 640x640 1 Pothole, 17.3ms Speed: 3.0ms preprocess, 17.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-405_jpg.rf.212b5dc897793f57d61621732ff4f889.jpg: 640x640 4 Potholes, 12.0ms Speed: 2.6ms preprocess, 12.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-405_jpg.rf.a7b51818af9f7a7c42b544a9d045187b.jpg: 640x640 7 Potholes, 15.3ms Speed: 2.5ms preprocess, 15.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-405_jpg.rf.dcaf5e67f4af245888eae66f9eadd889.jpg: 640x640 4 Potholes, 12.0ms Speed: 2.7ms preprocess, 12.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-406_jpg.rf.3aadef3d810eec6bd9904e2f91312059.jpg: 640x640 2 Potholes, 14.3ms Speed: 2.8ms preprocess, 14.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-406_jpg.rf.951cc91f5836a48c0bb8a8ae0fc5f7c9.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.5ms preprocess, 11.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-406_jpg.rf.acde918e13f5f65ad7065217efa8ace4.jpg: 640x640 1 Pothole, 19.8ms Speed: 2.7ms preprocess, 19.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-407_jpg.rf.a37329628aa6c44b16e131a9c75af132.jpg: 640x640 11 Potholes, 11.9ms Speed: 1.9ms preprocess, 11.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-407_jpg.rf.c014b95d5f3eaf81f8954bdd0f996884.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.0ms preprocess, 12.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-409_jpg.rf.4afd5859241fe08fcae12a6ca862e411.jpg: 640x640 2 Potholes, 12.0ms Speed: 2.9ms preprocess, 12.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-409_jpg.rf.554c707d3738a0355db233937b72fb98.jpg: 640x640 2 Potholes, 15.2ms Speed: 5.4ms preprocess, 15.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-409_jpg.rf.f66ecee995ad45738433db5df2fdeb3a.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.5ms preprocess, 13.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-40_jpg.rf.987b530cb47b2b1ba9e4827f1e9e29dc.jpg: 640x640 2 Potholes, 17.2ms Speed: 2.8ms preprocess, 17.2ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-40_jpg.rf.cdb4a5a12ff8f3401f8cfdc2e5a876e1.jpg: 640x640 2 Potholes, 12.1ms Speed: 5.9ms preprocess, 12.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-410_jpg.rf.121f59721da6cd34eadce2c4ea20d9e5.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.1ms preprocess, 12.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-410_jpg.rf.404f617588314c6a925fe8aaa15d7e1c.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.8ms preprocess, 16.1ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-410_jpg.rf.4224e7149af8fd0b4f3196070eb550a8.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.6ms preprocess, 12.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-410_jpg.rf.b3a7e170a86df8dc81636d6e73200e3b.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-410_jpg.rf.b3f5a90a203f61d9e747016f548e4c0f.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.3ms preprocess, 12.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-410_jpg.rf.cbf7c0db3834d02ae8f7e5233a194c64.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.5ms preprocess, 15.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-411_jpg.rf.1e342e62192c5da1435f8402bc1ce5a1.jpg: 640x640 13 Potholes, 12.8ms Speed: 3.9ms preprocess, 12.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-411_jpg.rf.542d26c1e6ff6a16c594a88893c2e42e.jpg: 640x640 8 Potholes, 12.9ms Speed: 3.2ms preprocess, 12.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-411_jpg.rf.980d2616b394437be55446eec9aa810b.jpg: 640x640 2 Potholes, 16.6ms Speed: 4.7ms preprocess, 16.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-411_jpg.rf.9962ce337c2f2d14852064136c5c6f8b.jpg: 640x640 11 Potholes, 12.9ms Speed: 2.9ms preprocess, 12.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-412_jpg.rf.37f822ed9786a4d236ef02a4abc748d6.jpg: 640x640 1 Pothole, 19.4ms Speed: 4.3ms preprocess, 19.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-412_jpg.rf.b43f5441090a38a4905b7989dfe7a66b.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.6ms preprocess, 14.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-412_jpg.rf.cec36bb3c55da1321cb597fbc69e492b.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.3ms preprocess, 15.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-412_jpg.rf.ebf721435447c9220d6a3c5fd8517453.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.9ms preprocess, 16.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-413_jpg.rf.08880b914297fd6972a09d59bf5dbcf8.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.1ms preprocess, 12.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-413_jpg.rf.1793cb48684c9982c31a6d92133ffedd.jpg: 640x640 (no detections), 17.3ms Speed: 3.0ms preprocess, 17.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-413_jpg.rf.76ea3e662fca1f87d34c8106c5020587.jpg: 640x640 4 Potholes, 14.5ms Speed: 2.2ms preprocess, 14.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-413_jpg.rf.e85f0176248d697d01a1313b50534c66.jpg: 640x640 4 Potholes, 13.7ms Speed: 2.5ms preprocess, 13.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.2896f138f5867a525f54ff02014c2bd0.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.4ms preprocess, 15.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.339faa37a2b33c5a301253303043bd46.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.9ms preprocess, 14.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.461aaead01a1671a761057769be79bd3.jpg: 640x640 1 Pothole, 16.5ms Speed: 3.8ms preprocess, 16.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.46ae35e4b330ad3fa5979354e36f0ac2.jpg: 640x640 1 Pothole, 23.1ms Speed: 4.0ms preprocess, 23.1ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.49645ea7e5457aa6f7f8efb624443b46.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.7ms preprocess, 15.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.8b512b7335b5ac2c8eaeeabfdd5f6cfe.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.6ms preprocess, 13.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.9ad164dec1813c2c340edbea7c708623.jpg: 640x640 1 Pothole, 17.4ms Speed: 5.1ms preprocess, 17.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.f292c69a3527d66afcd1d90cbc407403.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.0ms preprocess, 12.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-414_jpg.rf.fc284ebbea85aba65954b5ffd5bba933.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.4ms preprocess, 13.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.07d30e4d9626ec899dbd247e6c4e21db.jpg: 640x640 2 Potholes, 14.9ms Speed: 3.5ms preprocess, 14.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.15538500fefc45a35362e69715c61b93.jpg: 640x640 2 Potholes, 12.4ms Speed: 3.6ms preprocess, 12.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.1dec288a56e0eda47f9f37095b2d3fb2.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.1ms preprocess, 12.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.34b0484e3a81c02d313ea16d52c61d02.jpg: 640x640 2 Potholes, 15.5ms Speed: 3.1ms preprocess, 15.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.51b596281cf622731057b890c63d4b86.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.7ms preprocess, 12.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.88ef9414b626ed338a69efa2f2dd9139.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.7ms preprocess, 13.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.999e7df076220fc5441ae291c642669e.jpg: 640x640 2 Potholes, 12.2ms Speed: 3.5ms preprocess, 12.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.a1a3dee0aafef279803c3582a8b93929.jpg: 640x640 2 Potholes, 13.4ms Speed: 3.4ms preprocess, 13.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.b0f635e9c5589f2e30808bfc8839b1bb.jpg: 640x640 2 Potholes, 16.0ms Speed: 3.5ms preprocess, 16.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-415_jpg.rf.da3db819501a75d107f88935f892b708.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.7ms preprocess, 14.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-416_jpg.rf.618ef008a636ab8bd1f03f2204f07f76.jpg: 640x640 2 Potholes, 19.1ms Speed: 3.5ms preprocess, 19.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-416_jpg.rf.6ccf48f263b705942e926bcaecbddf11.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.9ms preprocess, 13.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-416_jpg.rf.81f2966dbc0d297d79baba9b17d75565.jpg: 640x640 2 Potholes, 12.3ms Speed: 3.1ms preprocess, 12.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-416_jpg.rf.843537db2b2e2470650a370de22b3970.jpg: 640x640 2 Potholes, 16.6ms Speed: 2.3ms preprocess, 16.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-416_jpg.rf.8754a5a4178a7ea916ada798019cd941.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.7ms preprocess, 14.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-416_jpg.rf.ce7152436d37fe6d5dd9b8586be8c428.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.8ms preprocess, 12.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-416_jpg.rf.e4d926b999bd7ad170fd74e69b934c1f.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.8ms preprocess, 12.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-416_jpg.rf.f20c0f9fb3e790c9a15d91db6233369b.jpg: 640x640 2 Potholes, 18.6ms Speed: 2.1ms preprocess, 18.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.0446dce3b782a581f8f5e71a24d4110f.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.1ms preprocess, 12.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.092616bfa3028f96b4e727fe24a9a227.jpg: 640x640 2 Potholes, 14.4ms Speed: 2.8ms preprocess, 14.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.2b629a41f55795bfa7c276f82a8e545f.jpg: 640x640 2 Potholes, 15.0ms Speed: 2.8ms preprocess, 15.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.4d1d50d8274196d53a414252e1f18df4.jpg: 640x640 1 Pothole, 13.5ms Speed: 4.6ms preprocess, 13.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.86678cb94f7eaddc563d6cbd65497846.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.6ms preprocess, 12.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.902db3bab96b552fef1f696f14027346.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.4ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.b5414c19417f16eca2ebd55bcdaf20b1.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.1ms preprocess, 12.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.cbbbc7a6754ed2873d2beccfcc0921f7.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.2ms preprocess, 13.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.cf0dd09419c3c7f21dd15c7e5ce515b1.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.1ms preprocess, 12.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.ea22e2325669318484a77e545e9dfbde.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.2ms preprocess, 16.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.f4132712d926431fb8c26c2ec5ad6c66.jpg: 640x640 (no detections), 12.2ms Speed: 3.1ms preprocess, 12.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-417_jpg.rf.f97cdc99b9dc81102e427d0f9846e4b6.jpg: 640x640 1 Pothole, 19.2ms Speed: 5.4ms preprocess, 19.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-418_jpg.rf.432f07513eeae5ebb7858377b8ca67e1.jpg: 640x640 8 Potholes, 12.2ms Speed: 3.6ms preprocess, 12.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-418_jpg.rf.5f1a61b25716d01604c001cd747ba088.jpg: 640x640 (no detections), 15.4ms Speed: 2.9ms preprocess, 15.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-418_jpg.rf.8a31f7c5d4388512204ed906d05d9843.jpg: 640x640 6 Potholes, 15.6ms Speed: 3.3ms preprocess, 15.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-419_jpg.rf.79e43db54811beb8ea3f92105e41a66f.jpg: 640x640 2 Potholes, 13.8ms Speed: 2.8ms preprocess, 13.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-419_jpg.rf.864bbdf367ca2bf5c688bf622d5f0715.jpg: 640x640 1 Pothole, 12.0ms Speed: 4.3ms preprocess, 12.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-419_jpg.rf.870b707cbb175b5ad9eae96e5ad15a76.jpg: 640x640 2 Potholes, 12.0ms Speed: 2.7ms preprocess, 12.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-419_jpg.rf.f1ac7a4bec91d8ad4fe85fe838f4ccd9.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.1ms preprocess, 12.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-420_jpg.rf.3006063839b5eeb17ffb9d20e7495c82.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.9ms preprocess, 12.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-420_jpg.rf.3a9854218ffe2a30df889339e20f02ec.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.7ms preprocess, 12.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-420_jpg.rf.453e1fc0fb3df9bf8725523c57d86bf7.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.8ms preprocess, 16.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-420_jpg.rf.466e2f0b310e2492467d0ed0e749bf24.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.9ms preprocess, 12.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-420_jpg.rf.99072bfc7f46f4f817ef748aabf363bc.jpg: 640x640 1 Pothole, 14.0ms Speed: 2.9ms preprocess, 14.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-421_jpg.rf.1a0c1fdd844d69e8e4968b722b301f5e.jpg: 640x640 5 Potholes, 14.1ms Speed: 2.8ms preprocess, 14.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-421_jpg.rf.1fa3cf6be38b3c9e8454e0b747afe7ed.jpg: 640x640 3 Potholes, 16.4ms Speed: 4.8ms preprocess, 16.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-421_jpg.rf.2e9854ce30473be417738a904bb2596a.jpg: 640x640 5 Potholes, 12.2ms Speed: 3.6ms preprocess, 12.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-421_jpg.rf.6c9bb82b18de33cc658fcc2884a8b56b.jpg: 640x640 3 Potholes, 14.4ms Speed: 2.9ms preprocess, 14.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-421_jpg.rf.b1cb6125ef77a73f0ac23d16b6ea4399.jpg: 640x640 4 Potholes, 12.8ms Speed: 5.5ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-421_jpg.rf.ecc3241ed298ae9570d5f4e446e22abc.jpg: 640x640 4 Potholes, 12.3ms Speed: 2.9ms preprocess, 12.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-421_jpg.rf.f77054b4a298e4dc94e4ae5cabdc5b2e.jpg: 640x640 7 Potholes, 14.8ms Speed: 3.3ms preprocess, 14.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.01262e22e64c5f2f3787ec58dd17e59e.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.0ms preprocess, 14.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.020551c9bcefcd52dc58f9c3bcea1fbb.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.6ms preprocess, 13.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.0ef98480c7d216d54829acebdbb6e080.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.7ms preprocess, 15.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.158ff3b8065a31368ead7aaa83ca0b1d.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.7ms preprocess, 12.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.1ad37ee935883a200f3a5e0a53c86d7c.jpg: 640x640 1 Pothole, 16.7ms Speed: 2.9ms preprocess, 16.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.317e33a2c8ce941766fad114e86ece7b.jpg: 640x640 1 Pothole, 20.7ms Speed: 2.9ms preprocess, 20.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.3a637875cb4301091b64fd74a3931663.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.1ms preprocess, 12.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.3d327059702c06b3bb5783eccab53486.jpg: 640x640 (no detections), 12.7ms Speed: 2.3ms preprocess, 12.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.3e90229f489be534db4854e6eabe0e35.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.6ms preprocess, 12.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.60d0622e738ba1d380096fe6e4d693d3.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.4ms preprocess, 15.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.a31fbb0d78aed93262d72c73fad6ba82.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.9ms preprocess, 13.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.b1ad8b516a49967ee6b04b2c47ea8281.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.9ms preprocess, 13.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.b4a1ab2c2646606ccb97b6ea69d22fdf.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.8ms preprocess, 14.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-422_jpg.rf.c84a7032f374325fd7449d843f578e5e.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.7ms preprocess, 12.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-423_jpg.rf.27be7c8cf0e1bfec3a6cd26a3e027b75.jpg: 640x640 (no detections), 14.7ms Speed: 3.0ms preprocess, 14.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-423_jpg.rf.4e73d2323f44dc9a7e7eb9028563044d.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.8ms preprocess, 13.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-423_jpg.rf.6076ab0528d10c7602ba92cb64319c5a.jpg: 640x640 1 Pothole, 16.5ms Speed: 2.7ms preprocess, 16.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-423_jpg.rf.7c93f2ece5a81be2ae998f22501bf1b5.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.2ms preprocess, 13.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-423_jpg.rf.ac1fbab5d2fb84ecc5dd6a384cc0b60d.jpg: 640x640 1 Pothole, 16.0ms Speed: 2.9ms preprocess, 16.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-423_jpg.rf.b983781d2b0e7ddcbe1b9d7d128b6275.jpg: 640x640 (no detections), 12.0ms Speed: 3.6ms preprocess, 12.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-423_jpg.rf.c9af1ecfa7668e1853ebed6088783925.jpg: 640x640 1 Pothole, 15.8ms Speed: 6.5ms preprocess, 15.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-423_jpg.rf.dfe456619e0ef1d7b17055edfde0924d.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.0ms preprocess, 16.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-424_jpg.rf.3d386606c90ccfa43994163825766881.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.6ms preprocess, 12.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-424_jpg.rf.64aa353c93d7d1b83d5bf390c152addc.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.6ms preprocess, 14.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-424_jpg.rf.e23f112d6cb8d8d8f68e2ea84a962215.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.9ms preprocess, 11.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-425_jpg.rf.4fb5776e28e65ca00ae03017b28ea803.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.9ms preprocess, 12.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-425_jpg.rf.5343bbb6fd81c2b37a2ac50bd7748a06.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.0ms preprocess, 15.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-425_jpg.rf.90d914d8baabb46de1af948a8d6b3e0f.jpg: 640x640 2 Potholes, 11.9ms Speed: 4.0ms preprocess, 11.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-425_jpg.rf.f221fe58b16f47912df02f80b73eed15.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.7ms preprocess, 12.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-426_jpg.rf.55d9bcd474c9b317592c7a2f84520861.jpg: 640x640 2 Potholes, 13.5ms Speed: 3.5ms preprocess, 13.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-426_jpg.rf.78b83b478a33a2f0a9dac8ccfabf407c.jpg: 640x640 2 Potholes, 15.4ms Speed: 4.8ms preprocess, 15.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-426_jpg.rf.833f0e96c3ea0aa576dac2ee51cd479c.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.4ms preprocess, 12.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-426_jpg.rf.8ebc066344e21e1ff1f21f88760a24c8.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.2ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-426_jpg.rf.9a2fffa937f9a7c68d9bce660b37fa13.jpg: 640x640 2 Potholes, 16.0ms Speed: 2.6ms preprocess, 16.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-426_jpg.rf.b82c4d0ffd71aa25f80e64043bbe7c48.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.4ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-426_jpg.rf.ba1ed4ce5376225badc1439b50527eec.jpg: 640x640 (no detections), 16.7ms Speed: 3.9ms preprocess, 16.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-426_jpg.rf.f7d5399706adc5a7a36f88896c4332e1.jpg: 640x640 2 Potholes, 13.9ms Speed: 3.3ms preprocess, 13.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.3214f4fc7a256d09441b9cd28e9b9a0d.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.9ms preprocess, 15.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.3db53e680c61cc29c48f06beac73b88c.jpg: 640x640 1 Pothole, 12.0ms Speed: 1.8ms preprocess, 12.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.499634efb23d9c2519367049a7182456.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.7ms preprocess, 14.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.6ba8aee7b170288189f80deb78cdad46.jpg: 640x640 1 Pothole, 21.8ms Speed: 4.5ms preprocess, 21.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.6c8314922d7f1e24060abbc00b10cd62.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.2ms preprocess, 11.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.6ebb108a959507c2eaf12dd7f871ddce.jpg: 640x640 1 Pothole, 13.5ms Speed: 7.3ms preprocess, 13.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.7b95d47e0b06308e1eb1a17944ad6301.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.1ms preprocess, 12.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.7d62fd271a1c0cca4fe172c76dfbb74d.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.9ms preprocess, 13.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.7d89621c9bceca779e0634b174cd5514.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.5ms preprocess, 12.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.a4f38e8a223b64e64f811ac7ccf6597f.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.9ms preprocess, 12.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.a868dafac5d375b9c18aedf38111f920.jpg: 640x640 1 Pothole, 11.9ms Speed: 2.8ms preprocess, 11.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.e316e99d98632715b7db252ccac621f0.jpg: 640x640 2 Potholes, 16.3ms Speed: 5.7ms preprocess, 16.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.ef3e0b4ae791d1cdd40d50e2e6a0440c.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.3ms preprocess, 12.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-427_jpg.rf.fb390ed4f3df4702a29ee1d1bb6dffb8.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.1ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.098193f309ee961a3f734513dd9d03b2.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.9ms preprocess, 11.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.149a6feaffab823d46f2884539f257fc.jpg: 640x640 9 Potholes, 14.7ms Speed: 5.6ms preprocess, 14.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.2b42c94f0be83382507822cb79188171.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.8ms preprocess, 11.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.317cbca1fd8e487df4699dff62efec5e.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.1ms preprocess, 14.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.33337f7871b2f1e4792e7f169e8d379c.jpg: 640x640 2 Potholes, 14.9ms Speed: 2.7ms preprocess, 14.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.38e272d9a887001960a6b729472ac176.jpg: 640x640 9 Potholes, 15.8ms Speed: 3.7ms preprocess, 15.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.3df3ddcfbd4915f15c2edf9f974a9a74.jpg: 640x640 8 Potholes, 12.1ms Speed: 2.4ms preprocess, 12.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.42e9517ab4f45cf20c9eeaa610208181.jpg: 640x640 9 Potholes, 11.8ms Speed: 3.0ms preprocess, 11.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.68ac57fcc8f572defd4f39cb9e34f130.jpg: 640x640 8 Potholes, 13.2ms Speed: 2.6ms preprocess, 13.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.816274ecee81b3cdc1fae304f9d5d7ac.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.1ms preprocess, 12.5ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.8bfc49014558d5a59d27da3f72933b83.jpg: 640x640 10 Potholes, 11.8ms Speed: 3.0ms preprocess, 11.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.9d6eedf92311b1629b729b67d1d9f1cc.jpg: 640x640 8 Potholes, 11.8ms Speed: 2.7ms preprocess, 11.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.a225109c58868dbe20edc08265e09758.jpg: 640x640 9 Potholes, 12.1ms Speed: 2.6ms preprocess, 12.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.dff3a3bed0455a2c2f0e7cdc36a401a1.jpg: 640x640 9 Potholes, 11.7ms Speed: 2.6ms preprocess, 11.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.e8d0a062f5cdb5f5b9ca7ec1b71892b4.jpg: 640x640 11 Potholes, 13.5ms Speed: 3.5ms preprocess, 13.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-428_jpg.rf.f60a788aab195f56e6094e81006f5fb1.jpg: 640x640 8 Potholes, 15.7ms Speed: 2.8ms preprocess, 15.7ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-429_jpg.rf.22818d029ba710bcf017107484894a35.jpg: 640x640 2 Potholes, 13.7ms Speed: 2.6ms preprocess, 13.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-429_jpg.rf.45808d043cdaad1971030c6b86a89283.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.7ms preprocess, 11.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-429_jpg.rf.bb4665a8e4d76168dfa32130741b70f6.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.4ms preprocess, 11.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-42_jpg.rf.1bda37fe1edff053b9137f267471eba8.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.7ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-42_jpg.rf.204a0ce069f980a0d7045de61e025df1.jpg: 640x640 2 Potholes, 12.1ms Speed: 3.8ms preprocess, 12.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-42_jpg.rf.72fc3e1843076ba63ccd32d14c983680.jpg: 640x640 4 Potholes, 11.6ms Speed: 3.2ms preprocess, 11.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-42_jpg.rf.a43db50e089159beb25055887fedcee2.jpg: 640x640 2 Potholes, 14.8ms Speed: 2.6ms preprocess, 14.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-42_jpg.rf.af42b7afb4313049b04415cdff83e610.jpg: 640x640 2 Potholes, 11.5ms Speed: 2.3ms preprocess, 11.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.155bd6188732ace9050c1228502bc318.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.4ms preprocess, 12.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.186c3341b3a5e041d9bfb79462f2c84a.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.5ms preprocess, 16.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.4c8222993ceb8c82565a4b7566b59052.jpg: 640x640 1 Pothole, 19.8ms Speed: 3.0ms preprocess, 19.8ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.5c4bbd9019826fd40ebe46fb3cf7bbed.jpg: 640x640 (no detections), 11.4ms Speed: 2.3ms preprocess, 11.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.67ddc28d23d4c3a2d0fc347a4a9b3ef4.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.5ms preprocess, 11.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.a05bdf52a3ec73cc57c84ba37519a215.jpg: 640x640 2 Potholes, 11.6ms Speed: 3.3ms preprocess, 11.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.afaf06db65208bbfe5dba4a52228257e.jpg: 640x640 1 Pothole, 19.0ms Speed: 4.0ms preprocess, 19.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.b34e098d5ce6afb64910f6a134e10058.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.7ms preprocess, 11.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.cf4c55d5b9adbcfccba1e796c3cac668.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.9ms preprocess, 12.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.d80986fac2a3f0b71c1d3c0dc46056c6.jpg: 640x640 1 Pothole, 11.5ms Speed: 4.2ms preprocess, 11.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.ed39b0c55bf90b8ec6def85c1b70f5c3.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.9ms preprocess, 15.9ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-430_jpg.rf.f16a3c234afb540180cdd0bdc76e15d4.jpg: 640x640 3 Potholes, 18.2ms Speed: 2.8ms preprocess, 18.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-431_jpg.rf.1cc3ed0702c61b2e7a9501a7532f51a9.jpg: 640x640 5 Potholes, 11.4ms Speed: 3.6ms preprocess, 11.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-431_jpg.rf.72c14d35ed7860d9e374aa2e117c7fe1.jpg: 640x640 5 Potholes, 13.2ms Speed: 2.7ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-431_jpg.rf.7fac9865e9c153f704df1aeb824c41cd.jpg: 640x640 2 Potholes, 13.8ms Speed: 2.8ms preprocess, 13.8ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-431_jpg.rf.93ab486cc3a617d5bb7350e44a59797a.jpg: 640x640 (no detections), 15.0ms Speed: 4.0ms preprocess, 15.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-431_jpg.rf.cca2bf0e02ef03e19ab9ba1897b0f186.jpg: 640x640 5 Potholes, 11.5ms Speed: 2.8ms preprocess, 11.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-431_jpg.rf.fa3de7b122b1cf29d43c8afd344401cb.jpg: 640x640 5 Potholes, 11.9ms Speed: 2.3ms preprocess, 11.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-432_jpg.rf.241710e83d376fdb9125071b0fc52fad.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.1ms preprocess, 14.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-432_jpg.rf.5f8092037e57c9b1ba44677941d3f797.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.7ms preprocess, 11.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-432_jpg.rf.7f8477735f354b3c373f7f0aa9c61a6e.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-432_jpg.rf.839504ff6601fcf0d9c3be5fe2f4be25.jpg: 640x640 1 Pothole, 13.7ms Speed: 7.3ms preprocess, 13.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-432_jpg.rf.a28f05768795b5fb0891d737b26955dc.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.3ms preprocess, 15.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.03cd9fbb2ff6c98f68b307efbe055720.jpg: 640x640 2 Potholes, 14.5ms Speed: 3.0ms preprocess, 14.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.11b13959a776619140a9d4df45fa328b.jpg: 640x640 2 Potholes, 11.3ms Speed: 2.9ms preprocess, 11.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.15d21db01188638a700b1c901b2c7384.jpg: 640x640 2 Potholes, 17.6ms Speed: 3.2ms preprocess, 17.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.17324e3d2045ab9abcdb7e8a8725c692.jpg: 640x640 2 Potholes, 14.6ms Speed: 3.3ms preprocess, 14.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.2461cfd94c59a03e4f9679ba795bac9d.jpg: 640x640 1 Pothole, 14.7ms Speed: 3.0ms preprocess, 14.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.24ff13b76202e319b236689d1f2e20ed.jpg: 640x640 2 Potholes, 11.6ms Speed: 2.4ms preprocess, 11.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.3d719341f586de7b6f7f13a20e0f8367.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.3ms preprocess, 13.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.68c144b492f8642f9c701d3f8cb6ed02.jpg: 640x640 2 Potholes, 15.0ms Speed: 2.9ms preprocess, 15.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.7ba9a1d3b7f792f65ca584f451b97995.jpg: 640x640 2 Potholes, 14.3ms Speed: 2.8ms preprocess, 14.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.8e13d28184afac31dc60d378a1dbb910.jpg: 640x640 2 Potholes, 12.0ms Speed: 3.4ms preprocess, 12.0ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-433_jpg.rf.b6d98c9fdd731de24528e37ba97f9e4a.jpg: 640x640 2 Potholes, 13.7ms Speed: 2.4ms preprocess, 13.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.027c63b57132be041006057c9350fa06.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.0ms preprocess, 11.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.473a105d2485d34b9a4640e8a96b10e2.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.2ms preprocess, 11.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.4ca00b51afab0610be255f8378a01d71.jpg: 640x640 1 Pothole, 17.4ms Speed: 3.0ms preprocess, 17.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.6cb19d6dc48debbb9c7c2921de277a78.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.0ms preprocess, 12.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.700ff7cef1ab84a4d29ae4bb130f09e1.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.4ms preprocess, 14.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.8ad64a16c5880402d20960b2613d06e3.jpg: 640x640 1 Pothole, 11.4ms Speed: 3.2ms preprocess, 11.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.a88496992d48c06141e712815e907ad5.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.1ms preprocess, 15.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.d1a9ec3d04fb041f3058211569a4eee8.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.6ms preprocess, 14.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.d2726931ae520de2d24ab7eaceda3460.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.8ms preprocess, 12.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-434_jpg.rf.e5411c3b523b0c84044009a7c88e62ee.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.9ms preprocess, 15.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-435_jpg.rf.86c294ef8ee4f1bda8c42ed5c27ea93c.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.0ms preprocess, 11.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-435_jpg.rf.ed3a38e86300a9c98d520cdf4f024469.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.5ms preprocess, 11.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.027cbd645e0ef6153591bb646ea71b2b.jpg: 640x640 4 Potholes, 12.5ms Speed: 3.2ms preprocess, 12.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.10eebc896f5fda454797b782283324d1.jpg: 640x640 2 Potholes, 12.0ms Speed: 2.6ms preprocess, 12.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.1bc69267d0c84d15d516d4b1e7f2d998.jpg: 640x640 6 Potholes, 14.2ms Speed: 3.0ms preprocess, 14.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.2152a81aa9314e14db06bb20c16b81af.jpg: 640x640 4 Potholes, 14.6ms Speed: 3.5ms preprocess, 14.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.483fcf8f658583e8cc8d2a0de5f7af81.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.9ms preprocess, 11.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.5a7288d897dce82b8c835b4867ddb154.jpg: 640x640 4 Potholes, 12.0ms Speed: 3.7ms preprocess, 12.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.980824607ed653a33712c4a97de784da.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.4ms preprocess, 14.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.b6e0da1be8a096f92bd3c9419fd87b0e.jpg: 640x640 6 Potholes, 12.0ms Speed: 3.0ms preprocess, 12.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-436_jpg.rf.f659c98bf42eda491399856dd448b423.jpg: 640x640 6 Potholes, 15.5ms Speed: 3.0ms preprocess, 15.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.029ef9c14ac4be0277e48248aab90f77.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.9ms preprocess, 12.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.1292ccb241043f99e57f969189daf02f.jpg: 640x640 (no detections), 11.8ms Speed: 2.9ms preprocess, 11.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.3f952fca6fa4242096f83407f1f45ab3.jpg: 640x640 1 Pothole, 18.0ms Speed: 3.7ms preprocess, 18.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.6a24588cbbd2b501cb7335dc29f4d833.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.0ms preprocess, 12.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.8301bf985a862ffbd74b79bf36805a10.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.6ms preprocess, 12.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.89c017adf0ca80e6912aa52a060790ae.jpg: 640x640 1 Pothole, 17.8ms Speed: 4.1ms preprocess, 17.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.96cda9292e7888240e3faae5d87e7714.jpg: 640x640 (no detections), 11.8ms Speed: 3.1ms preprocess, 11.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.a88fe0445f77862943be1ee976b89150.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.6ms preprocess, 14.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.ae883a0e728436741f82edbd8914828d.jpg: 640x640 (no detections), 13.7ms Speed: 2.7ms preprocess, 13.7ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.ba517e6d1462b19c19ba2bec7e4f379d.jpg: 640x640 1 Pothole, 19.3ms Speed: 2.8ms preprocess, 19.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.c990813a96b9d644fa86111a9853b3b0.jpg: 640x640 1 Pothole, 20.1ms Speed: 2.8ms preprocess, 20.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.ddfa94bdf4b07c7e7f7f3450416bba60.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.2ms preprocess, 12.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-437_jpg.rf.deb446e59756c8e08a7d3116fbdec545.jpg: 640x640 (no detections), 12.1ms Speed: 4.3ms preprocess, 12.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.138f0b5524d97b63609bc508ac122811.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.9ms preprocess, 15.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.1dff0ec023ff4d415d7bb3c71a4a736c.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.6ms preprocess, 14.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.498f27d4deedb48dac3bca9ecc2b8b77.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.9ms preprocess, 14.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.709a66e96998feb82599285e552019f8.jpg: 640x640 1 Pothole, 14.8ms Speed: 3.2ms preprocess, 14.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.8868cafc8ba24219122e3660cfe65c3e.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.9ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.953582e6f39f9ca890bd48a1c48326d5.jpg: 640x640 1 Pothole, 16.9ms Speed: 2.8ms preprocess, 16.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.9b1351afa6ab5dd46bb04598af3c534f.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.2ms preprocess, 17.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.c1199c0b080df905a667a2da13309c6f.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.6ms preprocess, 12.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.cd4a8b3c159a4c10d01bb2b1c47d7452.jpg: 640x640 2 Potholes, 11.9ms Speed: 2.7ms preprocess, 11.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.e169cb2ce862068902ec2b5fecc22405.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.8ms preprocess, 12.6ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-438_jpg.rf.f803e210b382a9711ef731ce275ca3c4.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.2ms preprocess, 14.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-439_jpg.rf.017f8fcecf20cc78adc3c4aed145f448.jpg: 640x640 2 Potholes, 14.1ms Speed: 2.7ms preprocess, 14.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-439_jpg.rf.2836db7658dcfb28bfaaa20b4c0aad9b.jpg: 640x640 3 Potholes, 12.0ms Speed: 1.9ms preprocess, 12.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-439_jpg.rf.a5c6f0adaf06c3706c0a142fcb44da02.jpg: 640x640 2 Potholes, 19.0ms Speed: 4.5ms preprocess, 19.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-439_jpg.rf.b83c7e7fc515cc1e0e1375ca72c8afaf.jpg: 640x640 3 Potholes, 17.7ms Speed: 4.2ms preprocess, 17.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-43_jpg.rf.ff0f3e0236ede3eb493ce1ac89ae5e67.jpg: 640x640 3 Potholes, 12.1ms Speed: 3.0ms preprocess, 12.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.237192f905d63657941ae081b2958fd2.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.4ms preprocess, 12.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.4775f265e80295a8efcdccb8cba87e98.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.5ms preprocess, 14.5ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.486711eb51470869ae7357a64f7fcd53.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.6ms preprocess, 12.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.5425b09a22de681d291535d69563c194.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.3ms preprocess, 12.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.835c790de4948fd32c172932a8693353.jpg: 640x640 1 Pothole, 12.3ms Speed: 6.0ms preprocess, 12.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.bf462442abda802a459b661ddfceac9e.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.dc5d72f281c08370e22833c67172dc58.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.1ms preprocess, 14.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.ed086b12b6a26846b75f2d5a5fd4afff.jpg: 640x640 1 Pothole, 18.4ms Speed: 5.2ms preprocess, 18.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-440_jpg.rf.f1ed36e581e8161eb80d4d85783d6061.jpg: 640x640 1 Pothole, 14.0ms Speed: 2.6ms preprocess, 14.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-441_jpg.rf.09f1d27120ac3b25c8c68bdf1e70c68f.jpg: 640x640 2 Potholes, 12.0ms Speed: 2.0ms preprocess, 12.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-441_jpg.rf.51bfc3e8afa3219e2e8ecb27a9ec634c.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.5ms preprocess, 15.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-441_jpg.rf.a8d3162492911662552a7365200e96c2.jpg: 640x640 3 Potholes, 14.5ms Speed: 3.0ms preprocess, 14.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-441_jpg.rf.be373751a049285a74381f0af936a3d3.jpg: 640x640 (no detections), 19.0ms Speed: 3.3ms preprocess, 19.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-441_jpg.rf.ef6cae9320f4b423d62fecffd2fbed5c.jpg: 640x640 1 Pothole, 19.1ms Speed: 3.4ms preprocess, 19.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-441_jpg.rf.ffa2c16165807783ee335fb6179642dc.jpg: 640x640 3 Potholes, 13.1ms Speed: 3.0ms preprocess, 13.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-442_jpg.rf.48aaa1ea76eed9012c66173383460f4d.jpg: 640x640 1 Pothole, 25.4ms Speed: 3.1ms preprocess, 25.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-442_jpg.rf.5ac8958512487c8e20ea778c331c6236.jpg: 640x640 1 Pothole, 17.4ms Speed: 3.2ms preprocess, 17.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-442_jpg.rf.7f0e76249089903a821770266f34494e.jpg: 640x640 1 Pothole, 13.9ms Speed: 3.0ms preprocess, 13.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-443_jpg.rf.2374a1801aa46662586204a4a770f5ec.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.9ms preprocess, 12.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-443_jpg.rf.265289f984121cbd695b020f05b3168d.jpg: 640x640 6 Potholes, 12.3ms Speed: 3.4ms preprocess, 12.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-443_jpg.rf.7faf21b92d56e306ddbd966799ea7da9.jpg: 640x640 5 Potholes, 12.6ms Speed: 2.6ms preprocess, 12.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-444_jpg.rf.26add6a28c624a4dad28af8fe2e8302e.jpg: 640x640 6 Potholes, 12.2ms Speed: 2.9ms preprocess, 12.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-444_jpg.rf.31bb7267de95e9b6ed53a038e385419e.jpg: 640x640 6 Potholes, 12.5ms Speed: 4.2ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-444_jpg.rf.5eef0356122846a9a0d77529f24e5b60.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.2ms preprocess, 12.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-444_jpg.rf.66665f0816a68bd01ed5ced7a0df9a11.jpg: 640x640 5 Potholes, 12.5ms Speed: 2.5ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-444_jpg.rf.8a07cf7d761df7eade62458d9ffac75e.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.5ms preprocess, 12.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-444_jpg.rf.b7164289ac9a9f4b45ab457d9ad777ac.jpg: 640x640 6 Potholes, 14.8ms Speed: 3.0ms preprocess, 14.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.0a8c0366ee09af041fcf27999150536f.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.0ms preprocess, 15.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.418a11ba8cf48c86761348065c7ebd7d.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.4ms preprocess, 12.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.4dac823234f2c7b6666eede9a88ad7f8.jpg: 640x640 2 Potholes, 13.7ms Speed: 2.9ms preprocess, 13.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.5261212982e19b841a9fba75cb515502.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.2ms preprocess, 12.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.891ccf47eb487a091130f1e082691649.jpg: 640x640 1 Pothole, 17.8ms Speed: 3.6ms preprocess, 17.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.978ed2a120dbd3c956eab5a450df8670.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.5ms preprocess, 13.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.bcb50b5ff421f936fe7f6178fbfbfe2f.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.6ms preprocess, 13.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.c8d614c526bd7322f9e55ecf0a64218c.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.3ms preprocess, 12.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.d0e62968d323ac368dce6baf3cd1e461.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.7ms preprocess, 12.8ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.e51a41b4c45cbff2faea958f05049358.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.2ms preprocess, 12.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.ecae666b85526f56ef658c8da6dd1bd7.jpg: 640x640 1 Pothole, 12.5ms Speed: 4.7ms preprocess, 12.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-445_jpg.rf.f0b7e5e1aca5ea640c5b667fffc7e507.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.0ms preprocess, 13.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-446_jpg.rf.1bb4796286303a5e805f7ed48c7dc7b0.jpg: 640x640 11 Potholes, 14.7ms Speed: 3.2ms preprocess, 14.7ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-446_jpg.rf.3c0b089b39266727b8ef90e0163e843b.jpg: 640x640 12 Potholes, 15.7ms Speed: 3.2ms preprocess, 15.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-446_jpg.rf.3f3468495e0987d9cfaf95b12c4ece70.jpg: 640x640 2 Potholes, 12.5ms Speed: 3.6ms preprocess, 12.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-446_jpg.rf.91b2e9acffe606c2c9000deb2a78a656.jpg: 640x640 12 Potholes, 14.0ms Speed: 2.9ms preprocess, 14.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-446_jpg.rf.c2934ba3935018a96555c1ade702c5dc.jpg: 640x640 3 Potholes, 14.4ms Speed: 3.1ms preprocess, 14.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-447_jpg.rf.664759ccc0cea90d7afaada0bb2bbcb1.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.6ms preprocess, 12.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-447_jpg.rf.8605d0df501cb40add743ddcb19a0ca8.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.7ms preprocess, 12.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-447_jpg.rf.867dfee078bbb4e25005c1071d004811.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.6ms preprocess, 12.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-447_jpg.rf.b1668ef2604aae8ae83d6f0b2abd7882.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.9ms preprocess, 15.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-447_jpg.rf.b23294d5d1421a03621cd3475b5f3b48.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.1ms preprocess, 12.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-448_jpg.rf.4c0a8d7e673b5e733933d356132a50df.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.3ms preprocess, 12.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-448_jpg.rf.76c7c0bd47649aeccc59309ee04d3842.jpg: 640x640 1 Pothole, 11.7ms Speed: 5.0ms preprocess, 11.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-448_jpg.rf.86dac1ee500e5d7d89af35078c34adda.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.0ms preprocess, 12.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-448_jpg.rf.db2ca4848492a7a76c88f8a4daa79192.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.0ms preprocess, 12.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-448_jpg.rf.ed7ea46f8c529381720be8bacf282768.jpg: 640x640 1 Pothole, 23.8ms Speed: 2.9ms preprocess, 23.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-448_jpg.rf.fa5c965c4faf874645cb1a98d38432b9.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.7ms preprocess, 13.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-449_jpg.rf.0023abd0108f0451fca9ba136cd66831.jpg: 640x640 3 Potholes, 12.8ms Speed: 3.1ms preprocess, 12.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-449_jpg.rf.38dea581dc1a2381fcf1f458ecbe021a.jpg: 640x640 3 Potholes, 14.1ms Speed: 3.6ms preprocess, 14.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-449_jpg.rf.3e472f9bdbb7108f14b887c6619f797d.jpg: 640x640 3 Potholes, 11.9ms Speed: 2.8ms preprocess, 11.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-449_jpg.rf.a70608ddad016562c3e7c700e08353bb.jpg: 640x640 4 Potholes, 18.5ms Speed: 3.3ms preprocess, 18.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-44_jpg.rf.116cf9932716ba058bc9b1c865a9ad25.jpg: 640x640 2 Potholes, 18.0ms Speed: 4.1ms preprocess, 18.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-44_jpg.rf.299e24a7c15a049036499cf0cc378955.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.9ms preprocess, 14.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-44_jpg.rf.2e801101812ee12462ff0730c5c4bdea.jpg: 640x640 1 Pothole, 17.9ms Speed: 2.9ms preprocess, 17.9ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-44_jpg.rf.45819695e64af1f907094625448fde78.jpg: 640x640 2 Potholes, 15.6ms Speed: 4.0ms preprocess, 15.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-44_jpg.rf.5b6f04659b649c23fc92e2dcf1677ed2.jpg: 640x640 2 Potholes, 17.2ms Speed: 3.4ms preprocess, 17.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-44_jpg.rf.863b404e5e9e402d419fc19f60ab1db1.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.7ms preprocess, 15.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.0c766bbe36c82efba1ceb207b6d341c2.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.6ms preprocess, 17.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.0cd4cb4b70acc3dbf82ac014f58dff38.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.1ms preprocess, 12.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.12fd1a9a37e9f9972e146f371ed41a1c.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.7ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.1f8e3098922454dd266f261106fec521.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.3ms preprocess, 13.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.2846ed48a471e46db300b18aa780bd02.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.6ms preprocess, 15.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.3c9a738e652585dc29618314fc24c80e.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.7ms preprocess, 11.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.3d3b613d2f7a39ef9abab79c1597a100.jpg: 640x640 1 Pothole, 19.2ms Speed: 3.1ms preprocess, 19.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.48dabcbe7485416ba0e024961070969c.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.5ms preprocess, 14.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.51deabcc5e974653bb79241fed124865.jpg: 640x640 1 Pothole, 18.1ms Speed: 3.8ms preprocess, 18.1ms inference, 9.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.52e9335fe5b6f7714ce71746c5882e1f.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.1ms preprocess, 11.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.711f854d41dbd579264856b9ffd07e84.jpg: 640x640 1 Pothole, 14.2ms Speed: 3.1ms preprocess, 14.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.8ec45ef40512bcbc42cc6fff666cfdb2.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.6ms preprocess, 11.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.b2b6fb920fa314364f4ca8958723b61c.jpg: 640x640 1 Pothole, 17.3ms Speed: 4.4ms preprocess, 17.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.dd1a0d117176fadfc2ce9f7b89955d7d.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.0ms preprocess, 11.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.f06babef2b1cce00bf8c3a035e5bf833.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.7ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-450_jpg.rf.f85809edc56c41042fb68cd298180e1f.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.9ms preprocess, 12.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-451_jpg.rf.2055cd70f6c410cfcbce2537bd5c9263.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.8ms preprocess, 12.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-451_jpg.rf.312ddb13dac7d8c709012cc4b9af0f04.jpg: 640x640 2 Potholes, 12.3ms Speed: 2.6ms preprocess, 12.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-451_jpg.rf.48be09e5070b1b0e3235d18820f72149.jpg: 640x640 2 Potholes, 15.2ms Speed: 2.6ms preprocess, 15.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-451_jpg.rf.d0b6496cbea9057f7c57d35bec861bab.jpg: 640x640 2 Potholes, 13.7ms Speed: 3.5ms preprocess, 13.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-451_jpg.rf.fb788203bf357afdd18bd9386fabddc5.jpg: 640x640 2 Potholes, 19.7ms Speed: 3.7ms preprocess, 19.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.16ff9cc2959feb2384acc7c02b5af6ca.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.7ms preprocess, 11.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.2931f555a0c31098715d9f7689b1f198.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.3ms preprocess, 12.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.557791e0dd7094bb91ef6afc3e6e0280.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.8ms preprocess, 11.5ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.5939ef8b60044e2772624696d2e635e1.jpg: 640x640 1 Pothole, 19.0ms Speed: 5.2ms preprocess, 19.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.5d17419a815bfa492abc9a82e02c318f.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.4ms preprocess, 15.9ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.6760d2c13d36d06047865c658164619a.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.8ms preprocess, 12.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.72b7dd34cd3dcbbe6887b875afacf041.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.7ms preprocess, 12.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.7636647922b9940ac28cebfe1b91b96f.jpg: 640x640 1 Pothole, 19.5ms Speed: 2.5ms preprocess, 19.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.7b3a8fa70f2e0acdbd5c5e0ccf4c1e66.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.7ms preprocess, 12.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.9e134f24c9383e8b1020184fee1fe5f3.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.8ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-452_jpg.rf.e868ed35d0e4ef5a2ce0dccd321e79dd.jpg: 640x640 1 Pothole, 14.1ms Speed: 4.4ms preprocess, 14.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-453_jpg.rf.4346b390b19a1d6bd5bf26cd331c8525.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.5ms preprocess, 11.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-453_jpg.rf.c7a3049e0bc2d8597b8117652b488736.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.8ms preprocess, 11.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-453_jpg.rf.d7e8313051179be65d393acf8794fcff.jpg: 640x640 2 Potholes, 17.2ms Speed: 2.7ms preprocess, 17.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.1004405c489ed783952173e591070495.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.8ms preprocess, 12.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.127dc855a5c43d43cc1c9a17a40d6fd1.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.7ms preprocess, 13.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.5f8b75945ae5e0a9bc0a1f3dc8f85e7c.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.4ms preprocess, 13.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.92c786480bb0634bd7e7d8a58e8398e7.jpg: 640x640 1 Pothole, 13.4ms Speed: 9.4ms preprocess, 13.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.a44e87b391d0ee799a01d0938effd0ef.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.9ms preprocess, 13.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.ae4e7847dae229e23a2d3f9e9f6006eb.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.1ms preprocess, 12.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.af28ee2e12babc98bce463b878db764e.jpg: 640x640 1 Pothole, 19.2ms Speed: 4.0ms preprocess, 19.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.ba7b7f93ffea6182096142c8375f199a.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.9ms preprocess, 12.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.bcad80aba64e63382ceef874991b61ac.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.4ms preprocess, 16.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.c9c54fb883285cf1ba3694d141719b21.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.1ms preprocess, 14.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.e7de242088abcbe7d33b21a22b441266.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.9ms preprocess, 14.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-455_jpg.rf.ea16ad972dd533e397d1f620239bf93b.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.0ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-456_jpg.rf.5ada3db8cd99a756489bd839832611a5.jpg: 640x640 2 Potholes, 16.3ms Speed: 3.4ms preprocess, 16.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-456_jpg.rf.76ffd37c3c40bb7794d3b85a4addd82b.jpg: 640x640 1 Pothole, 15.8ms Speed: 2.8ms preprocess, 15.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-456_jpg.rf.a40378c192f9082aaf027b3d3bdb6c2f.jpg: 640x640 2 Potholes, 19.4ms Speed: 2.6ms preprocess, 19.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-456_jpg.rf.e535fd40891615987fb595a339ce6a85.jpg: 640x640 2 Potholes, 14.8ms Speed: 2.8ms preprocess, 14.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-457_jpg.rf.1ce1316f1bdf919ac6f1b8a18f3e8ae0.jpg: 640x640 (no detections), 12.1ms Speed: 2.8ms preprocess, 12.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-457_jpg.rf.1e5ade200334d1424df86ca5245b6e66.jpg: 640x640 (no detections), 12.1ms Speed: 3.1ms preprocess, 12.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-457_jpg.rf.230c725be5a8df44525133de218af4b3.jpg: 640x640 2 Potholes, 13.1ms Speed: 3.0ms preprocess, 13.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-457_jpg.rf.42be9b4e8dd71605f9ca01f359e1dec0.jpg: 640x640 3 Potholes, 14.9ms Speed: 6.8ms preprocess, 14.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-457_jpg.rf.de21c7e2fb71ff0082964544403a588d.jpg: 640x640 3 Potholes, 19.4ms Speed: 4.5ms preprocess, 19.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-458_jpg.rf.0d6ef25e29a61051aa79cf1e98ca778a.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.0ms preprocess, 15.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-458_jpg.rf.4bb9ee1d19affc28aed16c6ce8665e08.jpg: 640x640 1 Pothole, 14.7ms Speed: 3.8ms preprocess, 14.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-459_jpg.rf.09233ad443d8ebe40adc0b3df53f0bd0.jpg: 640x640 1 Pothole, 12.4ms Speed: 4.4ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-459_jpg.rf.48ffc55874cfd961843f5c806d3862f3.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.8ms preprocess, 12.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-459_jpg.rf.c7b4743ee6e497a554c79ca0e055f45a.jpg: 640x640 2 Potholes, 13.4ms Speed: 3.1ms preprocess, 13.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-45_jpg.rf.5082be746f3cee7076da308a27efe8f8.jpg: 640x640 1 Pothole, 14.0ms Speed: 5.0ms preprocess, 14.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-45_jpg.rf.682a5e6051f7d0d420769f4bb595553f.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.9ms preprocess, 13.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-45_jpg.rf.9b1c8674d3f1736b4d8fcc93b026566b.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.0ms preprocess, 12.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-45_jpg.rf.b121fd1d1936da7e144262fcf909f755.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.3ms preprocess, 12.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-45_jpg.rf.f0f6a79c7aebe0378dac94b11b6683d8.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.8ms preprocess, 12.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-460_jpg.rf.14248bb941da1bddc72dad2d2d11ed1d.jpg: 640x640 2 Potholes, 12.4ms Speed: 3.1ms preprocess, 12.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-460_jpg.rf.1a38a84a4b772d7579a965eef9e0120b.jpg: 640x640 (no detections), 12.4ms Speed: 6.9ms preprocess, 12.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-460_jpg.rf.606603a91996614774c1ec3c162bae53.jpg: 640x640 2 Potholes, 20.7ms Speed: 3.8ms preprocess, 20.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-460_jpg.rf.7d5e93c8e6e2d4859531b26cb645f752.jpg: 640x640 2 Potholes, 17.4ms Speed: 3.3ms preprocess, 17.4ms inference, 6.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-460_jpg.rf.a05d6fbb5ec4beadb09b8cca252a3623.jpg: 640x640 2 Potholes, 12.4ms Speed: 3.4ms preprocess, 12.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-460_jpg.rf.cf4be992d3274f990003ff324d028c3f.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.0ms preprocess, 13.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-460_jpg.rf.dc16e655d62ba6eec427171172d4eed6.jpg: 640x640 (no detections), 14.9ms Speed: 3.4ms preprocess, 14.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-460_jpg.rf.ec29028ec5a794205e7c9e1eb05caba1.jpg: 640x640 2 Potholes, 19.7ms Speed: 4.1ms preprocess, 19.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-461_jpg.rf.a296046136e208edbdac3e2c41581d43.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.4ms preprocess, 15.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-461_jpg.rf.a4108c7d829bff11395b0386ece03625.jpg: 640x640 (no detections), 12.3ms Speed: 3.1ms preprocess, 12.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.3b5328ba74f3d71381496708bb4f3c6b.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.7ms preprocess, 12.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.3e1a1997559988b31d3b31afad7b6282.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.8ms preprocess, 15.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.4a830562afb2794dedf570647f83478c.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.8ms preprocess, 13.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.505ec1715f35c1b3126822e777b3c61e.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.9ms preprocess, 15.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.8963207dafdc3d86fae69a93b46e9e13.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.3ms preprocess, 12.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.ab1e17c012505dad365d112a83f1fb6e.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.0ms preprocess, 12.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.af8518f51b6d048df2a4dcdb847e24f5.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.9ms preprocess, 12.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.cb344e8eb5d1c1eda946fbae503f8185.jpg: 640x640 2 Potholes, 23.4ms Speed: 3.9ms preprocess, 23.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-462_jpg.rf.da37789a1d5b2c79273ce77abfb927b6.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.9ms preprocess, 12.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-463_jpg.rf.9585a2531f8ba019b3b63b1164d805cb.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.1ms preprocess, 15.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-463_jpg.rf.bb2952bf69d95306b7e137d915ea0bb9.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.3ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-463_jpg.rf.f8eb8ccf0a934a774da98ec4201a428f.jpg: 640x640 1 Pothole, 12.7ms Speed: 4.2ms preprocess, 12.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-464_jpg.rf.17c205213b5954855038dcb05f763bbd.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.9ms preprocess, 15.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-464_jpg.rf.37a22f8f951578d267be1ac6f59c58f8.jpg: 640x640 1 Pothole, 17.4ms Speed: 2.4ms preprocess, 17.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-464_jpg.rf.5f0d310f215ee3bb131d84505de3ded9.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.1ms preprocess, 12.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-464_jpg.rf.76703d6d9b55b343a8806730d3d246b2.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.2ms preprocess, 15.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-465_jpg.rf.17c565ed72a01ad8827b583dbd937fb4.jpg: 640x640 2 Potholes, 16.3ms Speed: 3.0ms preprocess, 16.3ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-465_jpg.rf.2d33bf62b355d8ff7db28b095b6891a5.jpg: 640x640 3 Potholes, 15.0ms Speed: 3.0ms preprocess, 15.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-465_jpg.rf.4f55917338aff7cfc3cf5221e69e089b.jpg: 640x640 2 Potholes, 13.7ms Speed: 3.0ms preprocess, 13.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-465_jpg.rf.71550886504b7e2e23c342a8de06935a.jpg: 640x640 4 Potholes, 14.8ms Speed: 2.7ms preprocess, 14.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-465_jpg.rf.87f6f10b0b4e2bd695e7eb92a60ed646.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.2ms preprocess, 12.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-465_jpg.rf.de594deae4586b03499de1b396184bb3.jpg: 640x640 3 Potholes, 12.7ms Speed: 3.2ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-465_jpg.rf.e6011d4ce0c27b9e27edce23ed124df8.jpg: 640x640 3 Potholes, 17.2ms Speed: 3.3ms preprocess, 17.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-465_jpg.rf.eb026c2a4066e8b46a56d3046d927fbd.jpg: 640x640 2 Potholes, 12.6ms Speed: 3.2ms preprocess, 12.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.082d0a5a3ee30580511a40e2836af308.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.0ms preprocess, 12.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.58e34f34a65229d7e0182402e50e5f29.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.0ms preprocess, 16.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.711822f5c17d0510279088359e4375df.jpg: 640x640 1 Pothole, 14.3ms Speed: 4.2ms preprocess, 14.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.8311cee4c63fadd2f3d05137ed540eec.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.8a110972fb738018f88e35f72737af19.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.4ms preprocess, 15.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.8ca2bc36141da60dbdfa01e3098c4528.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.6ms preprocess, 12.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.9ea6062247e5eb08144669320a653c93.jpg: 640x640 (no detections), 12.5ms Speed: 2.9ms preprocess, 12.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.a51a6adf9640bd04cc866705446a001c.jpg: 640x640 1 Pothole, 16.6ms Speed: 2.8ms preprocess, 16.6ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.a8334c0b4afc7cbe9e60687d1deaaa4f.jpg: 640x640 1 Pothole, 18.8ms Speed: 2.7ms preprocess, 18.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-466_jpg.rf.dc66bfbb500fc97b2149f5e788a94bc3.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.8ms preprocess, 12.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.036019eb092c8cb16220d65f0d9d6537.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.4ms preprocess, 13.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.130369d20f5e5e62d54fbe69a21f79aa.jpg: 640x640 1 Pothole, 15.6ms Speed: 5.6ms preprocess, 15.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.1d13552079d81f978bb4fd4f0bbdfcef.jpg: 640x640 1 Pothole, 18.4ms Speed: 2.9ms preprocess, 18.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.38c75d1261f0d7a600e12ec7ae3ed0e1.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.1ms preprocess, 13.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.7cf780128da2da1cd7eb411983d1e25e.jpg: 640x640 (no detections), 18.0ms Speed: 3.9ms preprocess, 18.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.8b2cd1e38ee936521caf893d422e3487.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.5ms preprocess, 12.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.a9f688f277e1038a05d5484aba575ac6.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.2ms preprocess, 15.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.d54a77648226bddf17946d37cce2a364.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.8ms preprocess, 12.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-467_jpg.rf.f52adc0361900ed3ac6450698c1ae843.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.7ms preprocess, 12.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.0432f9256e2d4f448e18c95b5928dbe1.jpg: 640x640 1 Pothole, 21.1ms Speed: 3.1ms preprocess, 21.1ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.06cf98bf1114d1bd1182b2c9b572cd3b.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.9ms preprocess, 14.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.100ed38b267f469bf33a155358f219e7.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.7ms preprocess, 12.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.1e7470ef7e92179c9254f4f255975856.jpg: 640x640 1 Pothole, 17.8ms Speed: 2.4ms preprocess, 17.8ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.60caabcf958384a96c11fef3a4b8fc0b.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.0ms preprocess, 12.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.659938f793455fa422f363ee90abe2ef.jpg: 640x640 1 Pothole, 13.8ms Speed: 6.7ms preprocess, 13.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.683545cc34079b51d7d907d084c36efd.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.2ms preprocess, 12.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.6eb3dbbd4ba9147fa8bbd45d461a4ac0.jpg: 640x640 (no detections), 13.0ms Speed: 2.5ms preprocess, 13.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.859cfa65362ffd25ccb698f473784cbb.jpg: 640x640 (no detections), 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-468_jpg.rf.b9a2cb91b162165a93e5e7ea37f09755.jpg: 640x640 (no detections), 13.4ms Speed: 2.6ms preprocess, 13.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.15e50b2532b76dfb323191f4170ed622.jpg: 640x640 1 Pothole, 18.9ms Speed: 3.1ms preprocess, 18.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.16e7df9d022a3fedd8e6a32c90d94547.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.7ms preprocess, 12.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.1e435e6100865138f382a576513ab518.jpg: 640x640 2 Potholes, 12.0ms Speed: 3.7ms preprocess, 12.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.83eb290a114e9bc46e7d2021802bbd4c.jpg: 640x640 (no detections), 13.6ms Speed: 2.8ms preprocess, 13.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.969b609836e2a681d08acee7fc0fb97c.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.2ms preprocess, 12.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.ad55146e95d7712ccce2387af1598e35.jpg: 640x640 4 Potholes, 18.4ms Speed: 2.8ms preprocess, 18.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.de76438dc6137aa0309ab68aff956eab.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.dee0bfd3d8faa66494646c530ad7058d.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.6ms preprocess, 12.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.e847e716af446bf219620e44a04905b3.jpg: 640x640 2 Potholes, 17.4ms Speed: 3.6ms preprocess, 17.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-469_jpg.rf.f29fc3aec9a6709790338121f1c5949d.jpg: 640x640 2 Potholes, 11.9ms Speed: 2.5ms preprocess, 11.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-46_jpg.rf.daa0b74f0ad1c0ac84f06efacc0b9374.jpg: 640x640 2 Potholes, 12.0ms Speed: 3.0ms preprocess, 12.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-46_jpg.rf.e69f32af9ff306ab081f07011d604749.jpg: 640x640 2 Potholes, 13.0ms Speed: 4.1ms preprocess, 13.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-470_jpg.rf.6d0761dd61fa148ac1f20219a7ab62a8.jpg: 640x640 2 Potholes, 11.8ms Speed: 2.9ms preprocess, 11.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-470_jpg.rf.9f06f913cb9b19a3b448d6aed9b81b4e.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.3ms preprocess, 15.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-470_jpg.rf.a6269df6b5efb76fc3de878eec105b5f.jpg: 640x640 1 Pothole, 17.0ms Speed: 4.8ms preprocess, 17.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-470_jpg.rf.acebc1cf7c45a8a9c1816c872b77ee62.jpg: 640x640 (no detections), 13.5ms Speed: 2.7ms preprocess, 13.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-471_jpg.rf.0b673c991a50eb8f691699515771a939.jpg: 640x640 5 Potholes, 12.6ms Speed: 2.0ms preprocess, 12.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-471_jpg.rf.83a185b572261f1d5a14990a0284d7e4.jpg: 640x640 19 Potholes, 18.4ms Speed: 4.2ms preprocess, 18.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-471_jpg.rf.b05f2af1baf077ed99d5395de345b199.jpg: 640x640 19 Potholes, 11.9ms Speed: 2.8ms preprocess, 11.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-471_jpg.rf.ebb5309d761ccc5c5072397bc508d214.jpg: 640x640 3 Potholes, 15.1ms Speed: 2.9ms preprocess, 15.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-472_jpg.rf.72c4d31110dd17c7baba98e0f3ac5025.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.1ms preprocess, 15.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-472_jpg.rf.7bbcc7a204897d349298b5e614c06a85.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.9ms preprocess, 15.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-472_jpg.rf.7cf86cb80ebc49d7e3f8514eb6c3de4c.jpg: 640x640 1 Pothole, 16.0ms Speed: 2.9ms preprocess, 16.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-472_jpg.rf.bbdc9110ed04a75eca91c1b7a45aaf65.jpg: 640x640 1 Pothole, 12.0ms Speed: 4.6ms preprocess, 12.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.25a346c59c220ef76a184d6efe7c0aeb.jpg: 640x640 2 Potholes, 14.8ms Speed: 2.5ms preprocess, 14.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.45f8b7b30709cb07f816b1e5e4be7495.jpg: 640x640 3 Potholes, 14.4ms Speed: 2.7ms preprocess, 14.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.6ba1659f86547ceae6e3d29b14293e0c.jpg: 640x640 3 Potholes, 12.5ms Speed: 2.7ms preprocess, 12.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.70e98f5f6e7d2d5998037dd7a22cf70d.jpg: 640x640 2 Potholes, 11.9ms Speed: 2.1ms preprocess, 11.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.8f799cff6c299275c51871934d2ae2f1.jpg: 640x640 3 Potholes, 11.7ms Speed: 2.7ms preprocess, 11.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.a0e0f05de2cd0686a56b338b8a7eb166.jpg: 640x640 2 Potholes, 19.7ms Speed: 2.0ms preprocess, 19.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.d243eab6f38c0224b48751ba3daac579.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.0ms preprocess, 14.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.f3e74ec0669204738fd3f2a0a34a83ae.jpg: 640x640 3 Potholes, 17.4ms Speed: 2.9ms preprocess, 17.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-474_jpg.rf.fe5c33061adfbc7c43c45a58e2b05f4b.jpg: 640x640 3 Potholes, 15.2ms Speed: 2.8ms preprocess, 15.2ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-475_jpg.rf.134908f152502a697568f058f3f24795.jpg: 640x640 2 Potholes, 12.0ms Speed: 3.2ms preprocess, 12.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-475_jpg.rf.359c51dcefcbc14619cd8e10bd47f5f2.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.2ms preprocess, 16.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-475_jpg.rf.4e37eb2700c8c7fdc1ab7e1da34f56a6.jpg: 640x640 2 Potholes, 11.9ms Speed: 3.2ms preprocess, 11.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-475_jpg.rf.b7fad5c970d3e8112928a1dcad07706e.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.8ms preprocess, 11.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-475_jpg.rf.e9c8631d57d5d096e461d5627e1e9791.jpg: 640x640 2 Potholes, 15.4ms Speed: 3.4ms preprocess, 15.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-475_jpg.rf.f5ed9226777cbda8e431341b2356a7f6.jpg: 640x640 3 Potholes, 12.3ms Speed: 3.4ms preprocess, 12.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-476_jpg.rf.78e02aeddf3242fea7dcb87b2d3bbe6e.jpg: 640x640 4 Potholes, 14.5ms Speed: 5.5ms preprocess, 14.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-477_jpg.rf.019302f65dc2bc53113474b5741056c0.jpg: 640x640 2 Potholes, 11.7ms Speed: 2.0ms preprocess, 11.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-477_jpg.rf.6f0f4fa503b0f1c2333432128929a248.jpg: 640x640 3 Potholes, 12.0ms Speed: 2.8ms preprocess, 12.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-477_jpg.rf.721c8a0b44edaae243eb04731f3e638b.jpg: 640x640 1 Pothole, 19.6ms Speed: 2.2ms preprocess, 19.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-477_jpg.rf.79fc3272505a4e602bcc9a98a30dc09b.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.5ms preprocess, 12.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-477_jpg.rf.8576c188a56dd5704eb3115a05dc0681.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.7ms preprocess, 12.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-478_jpg.rf.310a904ce35d67830bc6f4210b5cc479.jpg: 640x640 2 Potholes, 18.5ms Speed: 2.9ms preprocess, 18.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-478_jpg.rf.9eaee97a6a3104aedd073c5e780d7654.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-478_jpg.rf.cca5feddb629d59ec07ac07bb144c7de.jpg: 640x640 1 Pothole, 12.0ms Speed: 3.0ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-478_jpg.rf.d3c064af598d907d9bbe082b1cf5fd32.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.1ms preprocess, 11.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-478_jpg.rf.e87233cae2e78f59852d41f52db7506c.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.1ms preprocess, 14.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-478_jpg.rf.eb2e4334103ba495017ed10fcdcb76fe.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.9ms preprocess, 14.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-479_jpg.rf.1e1fb5fd7903e2041ffc78919f7fcb65.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.5ms preprocess, 16.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-479_jpg.rf.3c55a22a632df5c8dcbb2eef67cfafea.jpg: 640x640 2 Potholes, 14.0ms Speed: 3.4ms preprocess, 14.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-479_jpg.rf.412d9c7fde00f2234857297691f0b8e2.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.1ms preprocess, 15.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-479_jpg.rf.5ae25fde372c700de0a34a4d3bfa5cd5.jpg: 640x640 2 Potholes, 11.7ms Speed: 2.8ms preprocess, 11.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-479_jpg.rf.89b8725c234f68ccc7d6e04e05ee4bac.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.4ms preprocess, 14.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-479_jpg.rf.babbb933917c54c57b34f6e2d040962e.jpg: 640x640 2 Potholes, 15.0ms Speed: 2.9ms preprocess, 15.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-479_jpg.rf.be4aa9c1563157ffd01ce7904dce7b5d.jpg: 640x640 1 Pothole, 19.5ms Speed: 3.0ms preprocess, 19.5ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-479_jpg.rf.e9368c61fcc0f1fcf7631a96a7da6b94.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.2ms preprocess, 11.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-47_jpg.rf.60d573865b8f2685c04d433ce23df144.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.9ms preprocess, 14.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-47_jpg.rf.68f4c965181b18d550d6b1c9ee5e552d.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.5ms preprocess, 12.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-47_jpg.rf.ffc6eab9192fa4e0d109089de293266a.jpg: 640x640 1 Pothole, 14.3ms Speed: 6.4ms preprocess, 14.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.1c9631c4373501cc3ac588002607c6e6.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.0ms preprocess, 13.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.1fc168bdc2e2072988225338d8b858b7.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.5ms preprocess, 14.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.28f49566f1abbdc8116101cc4ab70ec0.jpg: 640x640 1 Pothole, 18.0ms Speed: 3.5ms preprocess, 18.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.43ef9090640e1a604c952eb23310390f.jpg: 640x640 1 Pothole, 16.6ms Speed: 2.6ms preprocess, 16.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.4bbb7da8ad4a82fa9dad8f31acc54aee.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.0ms preprocess, 11.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.6373bf0a78475e6e83117dc5da3f3754.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.0ms preprocess, 11.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.6d72b0ccc48a098af80bb69620c52acb.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.8ms preprocess, 12.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.9b408fe12700d46d30e9e326420ad280.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.3ms preprocess, 14.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.b1ab116d50c0efd8f0cbaff62d705eac.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.6ms preprocess, 12.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.d3896dd292c85223c352e71c3a5b300f.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.6ms preprocess, 11.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.d3adeb5361e449e6684f104a04a62979.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.d528b619fc912e2e992920b2318f8c02.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.9ms preprocess, 12.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-480_jpg.rf.e37f47d1948988c8cd63bc2c12c16029.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.5ms preprocess, 12.9ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-481_jpg.rf.02e26d3b235204d369f32a97f78cf9a7.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.1ms preprocess, 15.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-481_jpg.rf.55453e012942832432b135c55b853d5f.jpg: 640x640 1 Pothole, 17.3ms Speed: 3.7ms preprocess, 17.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-481_jpg.rf.7655c7fdf827df73aa29d9fcd38ec1cb.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.0ms preprocess, 14.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-481_jpg.rf.89dcb2c4289678d88323d1b79b30880a.jpg: 640x640 (no detections), 17.8ms Speed: 3.7ms preprocess, 17.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-481_jpg.rf.a7056cd05ad6455351e03292d50bad9c.jpg: 640x640 1 Pothole, 19.2ms Speed: 3.8ms preprocess, 19.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-481_jpg.rf.c10372da3457e44f237d7d3605fef0e9.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-482_jpg.rf.07a2a457b82c7b85885aa2969cb5afb6.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.7ms preprocess, 12.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-482_jpg.rf.1aa0a2269871ef9ef26ed17fea800d89.jpg: 640x640 (no detections), 13.2ms Speed: 3.1ms preprocess, 13.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-482_jpg.rf.1de9e0f50baf1c9aebd460c5eaee0aa6.jpg: 640x640 5 Potholes, 14.3ms Speed: 2.3ms preprocess, 14.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-482_jpg.rf.866b8ca13ce495506212546f1cd51dee.jpg: 640x640 4 Potholes, 12.2ms Speed: 2.7ms preprocess, 12.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-482_jpg.rf.88c57231e4519a9c6cf46b21c5a91fd2.jpg: 640x640 4 Potholes, 12.3ms Speed: 2.8ms preprocess, 12.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-482_jpg.rf.a40a01fa602089ac8e57642a7345cbca.jpg: 640x640 5 Potholes, 15.7ms Speed: 2.5ms preprocess, 15.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-482_jpg.rf.ba54559e7630e47ab5e26bf77434e74a.jpg: 640x640 (no detections), 12.3ms Speed: 2.6ms preprocess, 12.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-482_jpg.rf.fa0dc3866a9c39720de7405183f1c27a.jpg: 640x640 5 Potholes, 13.9ms Speed: 2.7ms preprocess, 13.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-483_jpg.rf.251ce1130ce9dbf8bf4554ed9506c7eb.jpg: 640x640 1 Pothole, 19.5ms Speed: 3.6ms preprocess, 19.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-483_jpg.rf.5ec21d2f112a57ada67cadff1c507f30.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.8ms preprocess, 12.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-483_jpg.rf.92d62dd4c640634af51df19d26910b81.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.0ms preprocess, 13.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-483_jpg.rf.c14a2e4cfc1a791e4f7a7ff8d90eef7b.jpg: 640x640 1 Pothole, 12.4ms Speed: 4.4ms preprocess, 12.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.02987ca1283405b4ee167b5ec3d561b6.jpg: 640x640 1 Pothole, 15.2ms Speed: 4.3ms preprocess, 15.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.0ef1fdc1dabf6633b81d468478132756.jpg: 640x640 1 Pothole, 16.9ms Speed: 4.0ms preprocess, 16.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.1edc5be1104468d92fe9fca542d43cc7.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.5ms preprocess, 12.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.38bf606de48d01319e3b3c1f1c8aa848.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.0ms preprocess, 13.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.4c5d30c7519964b48fa9e9ac804f4113.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.9ms preprocess, 14.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.6a36fb07c3f063d8e5447c382e0797b6.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.3ms preprocess, 15.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.80f00c0fc4f77c64d952b9b3014b63a7.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.0ms preprocess, 13.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.a643653e02edaa85da53e95c0fc8556a.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.7ms preprocess, 12.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.bb5b2a7c4a7496f3fb8b71957940c9bc.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.8ms preprocess, 14.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.c1513eb2b247a072d9800ab94ede84bb.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.8ms preprocess, 12.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.c5b9a42abe983e06b28322db5911c11d.jpg: 640x640 1 Pothole, 18.2ms Speed: 2.7ms preprocess, 18.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.dbcaab5e867e681a224f9f816d32010c.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.4ms preprocess, 13.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-485_jpg.rf.f6bb0a647c6f507cc7d8856c1cf0860a.jpg: 640x640 1 Pothole, 13.9ms Speed: 3.2ms preprocess, 13.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-486_jpg.rf.031e715d80bd2201e2e4edc299c897f2.jpg: 640x640 6 Potholes, 19.5ms Speed: 2.8ms preprocess, 19.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-486_jpg.rf.259873ec75083af02c2624604ccc9c19.jpg: 640x640 4 Potholes, 12.2ms Speed: 3.0ms preprocess, 12.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-486_jpg.rf.6e846e96c38d931892a4410da82352bb.jpg: 640x640 4 Potholes, 13.5ms Speed: 3.5ms preprocess, 13.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-486_jpg.rf.72855b46537dee877a3af8df34c34c80.jpg: 640x640 4 Potholes, 12.8ms Speed: 3.9ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-486_jpg.rf.84c210f9f40a51d15e9465f2532b522b.jpg: 640x640 (no detections), 12.5ms Speed: 3.0ms preprocess, 12.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-486_jpg.rf.97654fe064546c99735637c5bce87771.jpg: 640x640 4 Potholes, 14.3ms Speed: 4.0ms preprocess, 14.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-486_jpg.rf.b3a09ba811ddcce6955fcd7b6d0252ec.jpg: 640x640 3 Potholes, 15.5ms Speed: 4.3ms preprocess, 15.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-486_jpg.rf.fa6d26e3dac06ffcd777bf622af11b71.jpg: 640x640 (no detections), 14.4ms Speed: 4.7ms preprocess, 14.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-487_jpg.rf.0be29ed36ced32867c87d177aeea6aca.jpg: 640x640 2 Potholes, 12.3ms Speed: 2.8ms preprocess, 12.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-487_jpg.rf.8dc8ace47becb5eb5e22f66bccc952a5.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.0ms preprocess, 13.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-487_jpg.rf.ab09c743e2671938d24f7991b197c6db.jpg: 640x640 1 Pothole, 18.4ms Speed: 2.8ms preprocess, 18.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-487_jpg.rf.afa70ce099674bef12dc223125b92e51.jpg: 640x640 2 Potholes, 15.8ms Speed: 3.2ms preprocess, 15.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-487_jpg.rf.c8616d78a74614f20adb7faca5b10820.jpg: 640x640 2 Potholes, 16.3ms Speed: 2.4ms preprocess, 16.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-487_jpg.rf.eb69bdb4aa391679a333849b4f3d2f41.jpg: 640x640 2 Potholes, 13.9ms Speed: 3.2ms preprocess, 13.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-487_jpg.rf.fc8137893bbef2a99291869c9bafa389.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.2ms preprocess, 13.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-488_jpg.rf.39abae64234ff003fb50d35c88268216.jpg: 640x640 3 Potholes, 16.0ms Speed: 7.6ms preprocess, 16.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-488_jpg.rf.abb1d850141275e4aafde741791c049c.jpg: 640x640 2 Potholes, 16.2ms Speed: 3.2ms preprocess, 16.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-488_jpg.rf.b7a1c8a083907babcb6b1f5b777cdf86.jpg: 640x640 2 Potholes, 13.5ms Speed: 3.2ms preprocess, 13.5ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-489_jpg.rf.14067e11e04878220aa521cfa0096099.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.2ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-489_jpg.rf.2ed8018f68a21b99d24dd69819afe53c.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.7ms preprocess, 15.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-489_jpg.rf.4ad792c8866283f695d2e911123fb844.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.8ms preprocess, 12.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-489_jpg.rf.7034f3feb43726633f501ed7f458ca9d.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.8ms preprocess, 12.7ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-489_jpg.rf.75edf420df0478eb10b9b6adaf355d26.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.8ms preprocess, 13.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-489_jpg.rf.8296836e498fc692bcd1858916d6c6a0.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.2ms preprocess, 12.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-489_jpg.rf.8562185888a006bed61b6df702ced214.jpg: 640x640 1 Pothole, 20.0ms Speed: 3.3ms preprocess, 20.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-489_jpg.rf.8c3a23906148eefd8b7e9ba887234502.jpg: 640x640 1 Pothole, 19.8ms Speed: 3.3ms preprocess, 19.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-48_jpg.rf.1cb15d57ce6d7ae66948defa4d3c43fe.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.8ms preprocess, 12.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-48_jpg.rf.41f4599b967f47a8e260021292a3b81e.jpg: 640x640 2 Potholes, 13.5ms Speed: 2.6ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-48_jpg.rf.53d2c0bc4f40c95f45478244ba5cc7a0.jpg: 640x640 1 Pothole, 19.2ms Speed: 3.3ms preprocess, 19.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-48_jpg.rf.af2973cace3ecafcc3087cfbe0d9f507.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.3ms preprocess, 12.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-48_jpg.rf.dca505efa652349462f3ba9b4dc542c9.jpg: 640x640 2 Potholes, 12.3ms Speed: 2.8ms preprocess, 12.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-490_jpg.rf.9f1c168b4d367b70ab1b3c70f931fc7c.jpg: 640x640 4 Potholes, 18.3ms Speed: 3.2ms preprocess, 18.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.02dd8e75e1c4b70cab510dda83775660.jpg: 640x640 (no detections), 15.3ms Speed: 3.2ms preprocess, 15.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.3f106f124deb4c5e9e10d8a766b5611a.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.0ms preprocess, 12.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.6edb3ad4be8a5a391d709882df35e102.jpg: 640x640 2 Potholes, 12.6ms Speed: 4.3ms preprocess, 12.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.703eaea4412fc8add3537b4921468e72.jpg: 640x640 (no detections), 13.1ms Speed: 3.4ms preprocess, 13.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.7aa9329befeb1fd81d53c8471c8db4ca.jpg: 640x640 2 Potholes, 14.6ms Speed: 3.4ms preprocess, 14.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.9bbe2fb983273345c1f33168c7f04277.jpg: 640x640 (no detections), 13.7ms Speed: 4.5ms preprocess, 13.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.a35484d8e09325d696be3725a4d418bf.jpg: 640x640 1 Pothole, 14.2ms Speed: 4.1ms preprocess, 14.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.e3b3c4895da9db1fcd5536e9b8e69317.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.5ms preprocess, 13.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.f3ac168db7afb30a0ef230b9c48e324b.jpg: 640x640 1 Pothole, 19.0ms Speed: 2.5ms preprocess, 19.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.f74f78b842dfe013ad68a58f2f4046d6.jpg: 640x640 (no detections), 12.6ms Speed: 2.4ms preprocess, 12.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-491_jpg.rf.fa141b409e8506dcb41b7bfa591a3052.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.9ms preprocess, 12.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-492_jpg.rf.1c3d2cba3eead46a339fb89a8d5df707.jpg: 640x640 5 Potholes, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-492_jpg.rf.3f11aac5deee21c4553e4b4467f624ac.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-492_jpg.rf.641ad0209065c2f2d00fa3a7bc37d3a5.jpg: 640x640 6 Potholes, 15.6ms Speed: 3.2ms preprocess, 15.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-492_jpg.rf.ddcecf9eaaa797af75d5fc538200479a.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.1ms preprocess, 12.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-492_jpg.rf.e6c3f9ea58401020bd5a55b62cfb3eb4.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.3ms preprocess, 13.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-492_jpg.rf.f9db3ab92246ab8373ec6d344ace7d77.jpg: 640x640 5 Potholes, 15.6ms Speed: 3.9ms preprocess, 15.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-493_jpg.rf.08d792914a2abd81fdf70271fe45ea31.jpg: 640x640 10 Potholes, 12.7ms Speed: 4.0ms preprocess, 12.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.121b93996ef0511ad7bb09e237d3bf48.jpg: 640x640 2 Potholes, 11.8ms Speed: 2.9ms preprocess, 11.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.19113a6243ab5973b7b6aa314ccda478.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.8ms preprocess, 12.1ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.349a9a9677b92138324a9f9645235fb7.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.4ms preprocess, 13.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.3c96c8ea24fe04b720ad0e0c6b4f4e91.jpg: 640x640 2 Potholes, 14.1ms Speed: 4.1ms preprocess, 14.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.40039f8b240db13ebc73b250b7caecf6.jpg: 640x640 2 Potholes, 13.8ms Speed: 5.8ms preprocess, 13.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.6840c3dd1fc52b9d49f2ec9ad81c6645.jpg: 640x640 2 Potholes, 12.1ms Speed: 2.8ms preprocess, 12.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.97786d894048d3aa87b7a2ca57b49530.jpg: 640x640 2 Potholes, 18.3ms Speed: 2.8ms preprocess, 18.3ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.9fe79077f58cb02e8f156d1abb42082a.jpg: 640x640 2 Potholes, 14.7ms Speed: 2.9ms preprocess, 14.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.cefb84ae5f1ff7d1de1aada39fb3a732.jpg: 640x640 2 Potholes, 13.7ms Speed: 3.2ms preprocess, 13.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-494_jpg.rf.e21795ad3f13bd1802f0640983942798.jpg: 640x640 2 Potholes, 11.8ms Speed: 3.8ms preprocess, 11.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-495_jpg.rf.1d93b06e3efcca752ab42dfcd10b1a5b.jpg: 640x640 (no detections), 12.2ms Speed: 3.5ms preprocess, 12.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-495_jpg.rf.384bb9ae21b6b3e70f9d96efdb05f809.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.5ms preprocess, 14.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-495_jpg.rf.4f39cc88e4bf928efda978e066158b7c.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.9ms preprocess, 12.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-495_jpg.rf.8c8fe191396d751c9c61f6592770d8ed.jpg: 640x640 (no detections), 11.9ms Speed: 2.8ms preprocess, 11.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-495_jpg.rf.9d61fb53ab527b9f7b329755265209d6.jpg: 640x640 (no detections), 14.6ms Speed: 2.8ms preprocess, 14.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-495_jpg.rf.a1d8b1c6831dd587272be210d10f94a3.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.7ms preprocess, 11.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-495_jpg.rf.dbf8981491ee70567a1fadf8947b89f9.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.0ms preprocess, 11.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-495_jpg.rf.e46c2cfb79e7b0a52096d2a180b82f33.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.8ms preprocess, 13.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-496_jpg.rf.559cbfb11fc59f0325aba78f75ab86e4.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.7ms preprocess, 11.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-496_jpg.rf.78cb1ef4b604c8aafc99a1a3005c8cbe.jpg: 640x640 1 Pothole, 18.1ms Speed: 3.0ms preprocess, 18.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-496_jpg.rf.91425d10423973bce55d74321b103f9c.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.7ms preprocess, 13.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-496_jpg.rf.a27e7edd26779d13b4bbbe517f18b98e.jpg: 640x640 1 Pothole, 14.7ms Speed: 7.0ms preprocess, 14.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-496_jpg.rf.bc2e83bf3bbea8fc6cdb90d835107d6b.jpg: 640x640 1 Pothole, 16.7ms Speed: 4.4ms preprocess, 16.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-496_jpg.rf.f1bee92734f121ca40ca29ec2f43f84d.jpg: 640x640 (no detections), 14.5ms Speed: 2.9ms preprocess, 14.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.073101e8aa2063f2323e9c8938858232.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.9ms preprocess, 11.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.119748659f49323a8fc01f9685bd919c.jpg: 640x640 1 Pothole, 18.3ms Speed: 7.2ms preprocess, 18.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.288538d86d1fea196ea8a4cd6d6b200f.jpg: 640x640 1 Pothole, 18.2ms Speed: 2.9ms preprocess, 18.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.28d1b1981b83ba637d9121f8a4c6ceca.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.1ms preprocess, 11.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.3c3f24877784ca5e3bbf6e5d7e3bd030.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.4ms preprocess, 11.9ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.421fd3ede9733a94516db24970773513.jpg: 640x640 2 Potholes, 14.5ms Speed: 3.9ms preprocess, 14.5ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.523c605d149b750490059965e4cf3ca7.jpg: 640x640 1 Pothole, 13.9ms Speed: 3.7ms preprocess, 13.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.69077affeab37061305875c0c31f31ef.jpg: 640x640 1 Pothole, 14.5ms Speed: 4.0ms preprocess, 14.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.8474296297341148e91159c61ead5143.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.4ms preprocess, 17.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.a61594c90709f8b20a34259a118cff45.jpg: 640x640 1 Pothole, 11.8ms Speed: 4.4ms preprocess, 11.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.c08f7b31c97260f5840f8b8bb1a91ac2.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.7ms preprocess, 12.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.c833eecdb4e0cd8c6b62b493c68629af.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.5ms preprocess, 11.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.caed71f0d7e8f7c7d6f98dbcf09825b3.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.9ms preprocess, 15.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.d3e9c9ee4f407fe3a5258e350633f754.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.2ms preprocess, 13.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.eae160249f897db64539f74dd7124d60.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.8ms preprocess, 12.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-497_jpg.rf.f469ad6b431760da20e52a9d7b725fdc.jpg: 640x640 1 Pothole, 12.3ms Speed: 1.9ms preprocess, 12.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-498_jpg.rf.0037013ab32230611017f5d4776ef5b0.jpg: 640x640 6 Potholes, 16.0ms Speed: 4.1ms preprocess, 16.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-498_jpg.rf.0400e2d3272b70624719ae03b85f7df0.jpg: 640x640 5 Potholes, 15.0ms Speed: 2.2ms preprocess, 15.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-498_jpg.rf.07aa1ee6025968b2a11266c7838652c8.jpg: 640x640 3 Potholes, 18.1ms Speed: 4.0ms preprocess, 18.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-498_jpg.rf.54adff32d276b63fdc9e78f734903ffb.jpg: 640x640 6 Potholes, 16.4ms Speed: 4.8ms preprocess, 16.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-498_jpg.rf.c08c2d87b32ea3556043c947a578709c.jpg: 640x640 5 Potholes, 11.8ms Speed: 3.1ms preprocess, 11.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-498_jpg.rf.ce5ffb78366b166c5afaa9e0a6ae4a32.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.9ms preprocess, 11.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-498_jpg.rf.ee9fa1af51d1c64892cf8ff33ab88a9c.jpg: 640x640 (no detections), 19.3ms Speed: 4.0ms preprocess, 19.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.249349d436a7a36d85fdd83c7037a006.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.1ms preprocess, 13.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.298e7203dd644218338a3347f798adff.jpg: 640x640 1 Pothole, 14.5ms Speed: 4.6ms preprocess, 14.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.38304c550963d6651f9581723908e4fc.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.6ms preprocess, 14.9ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.7e84c6689927e936ea55aef0914e5b28.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.8ms preprocess, 11.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.881f24d0d1db50f43875ff04f2805beb.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.2ms preprocess, 13.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.8cf3062cdd39cabeea464b43d11e24e3.jpg: 640x640 1 Pothole, 21.3ms Speed: 6.5ms preprocess, 21.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.a0da2a355d992c1bd195533bd276b829.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.9ms preprocess, 12.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.e935ab6376af8c5be9188680cf6b5ee9.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.3ms preprocess, 11.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-499_jpg.rf.edb7ec0edf8be5853dc1e1b1c2390b1b.jpg: 640x640 1 Pothole, 17.0ms Speed: 4.9ms preprocess, 17.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-49_jpg.rf.23cfcb4b0094fa249e5edc6a156fecc0.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.7ms preprocess, 12.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-49_jpg.rf.84ec428fb9c0e772e07ee64196299dfc.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.7ms preprocess, 12.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-49_jpg.rf.bdf4ec49794b1418577b908b522b52d3.jpg: 640x640 2 Potholes, 17.1ms Speed: 3.1ms preprocess, 17.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-4_jpg.rf.09f5441c50fb36db88b171f2052e8902.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.6ms preprocess, 16.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-4_jpg.rf.3d804a1e8184534e3a9310560d53c376.jpg: 640x640 1 Pothole, 11.8ms Speed: 3.6ms preprocess, 11.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-4_jpg.rf.6a5e734bf46ee32d9bc3c73bfb75a7c3.jpg: 640x640 1 Pothole, 20.6ms Speed: 2.8ms preprocess, 20.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-4_jpg.rf.da46039c699a10339eab366b7718ec80.jpg: 640x640 1 Pothole, 11.5ms Speed: 3.9ms preprocess, 11.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-4_jpg.rf.e06b4b6607c0c7c22a752b0b40807f91.jpg: 640x640 1 Pothole, 22.9ms Speed: 3.3ms preprocess, 22.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-4_jpg.rf.f29d8198cf0c6b18e05f5c1a00308ff4.jpg: 640x640 1 Pothole, 19.5ms Speed: 3.3ms preprocess, 19.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-500_jpg.rf.3d89d2db6b53ec2116aa766b6b7769d5.jpg: 640x640 (no detections), 12.1ms Speed: 2.9ms preprocess, 12.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-500_jpg.rf.41b512d5115b29d93a47449766ae8542.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.2ms preprocess, 11.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-500_jpg.rf.42a9d0be819620bb2af588c35c3d365a.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.9ms preprocess, 12.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-500_jpg.rf.a7b89f9c39dcd035d3e3af322e78b95c.jpg: 640x640 2 Potholes, 15.8ms Speed: 4.3ms preprocess, 15.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-500_jpg.rf.b125e9d0970faa44566201f65e46a0fd.jpg: 640x640 (no detections), 12.6ms Speed: 3.1ms preprocess, 12.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-500_jpg.rf.b759cdc095746a7d6d818b818565929b.jpg: 640x640 1 Pothole, 16.1ms Speed: 5.0ms preprocess, 16.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-500_jpg.rf.cb3b825eec3cdf962206ae9d1d52f777.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.5ms preprocess, 12.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-500_jpg.rf.cb3f3436a6cecfbc76010b1a83f15e80.jpg: 640x640 1 Pothole, 21.0ms Speed: 6.5ms preprocess, 21.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.8c9b710f10c8e36f6091090bda7057fc.jpg: 640x640 4 Potholes, 12.3ms Speed: 3.9ms preprocess, 12.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.913f0fdd9cb7678eed399f7244516eac.jpg: 640x640 3 Potholes, 12.4ms Speed: 3.4ms preprocess, 12.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.94107b3351fae868fa13448cf31b624a.jpg: 640x640 3 Potholes, 14.7ms Speed: 4.1ms preprocess, 14.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.99681b16d383774baf7fe24347b48baa.jpg: 640x640 2 Potholes, 14.0ms Speed: 3.1ms preprocess, 14.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.a3b54ed86b63824340bc35147cd7d2fc.jpg: 640x640 4 Potholes, 14.6ms Speed: 3.2ms preprocess, 14.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.bc9a1cba81d14eab39bc220f93740d42.jpg: 640x640 3 Potholes, 15.2ms Speed: 3.5ms preprocess, 15.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.c9f5af0113cc6fa20f3aea30789ca700.jpg: 640x640 (no detections), 12.3ms Speed: 2.8ms preprocess, 12.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.e9a0395b78195c374617bad0bca37184.jpg: 640x640 4 Potholes, 12.3ms Speed: 3.5ms preprocess, 12.3ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-501_jpg.rf.f539923f1e5aa1a521bb6f9a067130f4.jpg: 640x640 4 Potholes, 13.1ms Speed: 2.4ms preprocess, 13.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.02ce926c4d4a5350d5e88fe1130311b1.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.1ms preprocess, 14.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.145bf86c080f7e8a3782014cba188793.jpg: 640x640 5 Potholes, 12.3ms Speed: 4.7ms preprocess, 12.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.42dbb59bb78d83a9dfd28fb3ef1b1d88.jpg: 640x640 5 Potholes, 12.3ms Speed: 2.8ms preprocess, 12.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.4a3a0efa4e3f118a9e8a7f3e2c2ffb8e.jpg: 640x640 6 Potholes, 12.3ms Speed: 3.5ms preprocess, 12.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.a81b3a47f2baf8d00d6ccb03dc608a4e.jpg: 640x640 1 Pothole, 15.0ms Speed: 6.2ms preprocess, 15.0ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.aa5636e4573af167f069dec437eca0f4.jpg: 640x640 5 Potholes, 12.7ms Speed: 2.9ms preprocess, 12.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.d48370bcb521441a3fa18de0f866e160.jpg: 640x640 5 Potholes, 12.6ms Speed: 3.2ms preprocess, 12.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.e8a2c38d58702be29bf570fb066a5746.jpg: 640x640 6 Potholes, 12.8ms Speed: 3.9ms preprocess, 12.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.ea6e4ba15f38928aa6c25b55bfd7af97.jpg: 640x640 5 Potholes, 12.3ms Speed: 3.0ms preprocess, 12.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-502_jpg.rf.f6f6ffbdb979ee24ab539ac71b5dfe7f.jpg: 640x640 7 Potholes, 12.7ms Speed: 3.4ms preprocess, 12.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.134f1ecf025d31c004fcad4c31c74b91.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.1ms preprocess, 12.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.6afe954b63483df3792682f68de5cc5e.jpg: 640x640 3 Potholes, 13.3ms Speed: 3.2ms preprocess, 13.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.727fe730ae6479616a54d675362e4ffe.jpg: 640x640 3 Potholes, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.754480d855050f08ca2e11e8da829e2f.jpg: 640x640 3 Potholes, 13.1ms Speed: 3.2ms preprocess, 13.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.79a5f966a72c4ada9409a8f574cf7c8d.jpg: 640x640 2 Potholes, 16.8ms Speed: 3.4ms preprocess, 16.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.97ffffa16837f08b113e9a7b803d90c5.jpg: 640x640 3 Potholes, 14.3ms Speed: 3.2ms preprocess, 14.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.9b15291e1d62bb3301d52e82a95e8ec9.jpg: 640x640 1 Pothole, 20.6ms Speed: 5.0ms preprocess, 20.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.c79cc44b197caf5e2fd0fd13faa1ceda.jpg: 640x640 3 Potholes, 12.8ms Speed: 2.8ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-504_jpg.rf.d1a79114acd33b7c5bb271f6d3790c2e.jpg: 640x640 2 Potholes, 12.5ms Speed: 3.3ms preprocess, 12.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-505_jpg.rf.52969dd14ab71f96e93bf68937a0fe2d.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.7ms preprocess, 12.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-505_jpg.rf.5fc0e4e27697496db8a81a9b6774d732.jpg: 640x640 2 Potholes, 13.6ms Speed: 2.8ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-505_jpg.rf.61c0bbabd13e6aadec5a409c8a61b2c4.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.3ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-505_jpg.rf.be63f1386808c050657ac6768a0b4b09.jpg: 640x640 1 Pothole, 12.6ms Speed: 4.4ms preprocess, 12.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-505_jpg.rf.eb95a4c41de76f5a9cc8dd13e21675c2.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.2ms preprocess, 15.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-506_jpg.rf.1478f1562c7b9b047e5fd1e47753ccc0.jpg: 640x640 1 Pothole, 16.9ms Speed: 4.0ms preprocess, 16.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-506_jpg.rf.7a17972b49fe31a5ec6aaa9ecd80389b.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.6ms preprocess, 12.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-506_jpg.rf.9dedc510a22345017350b655b6be7039.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.7ms preprocess, 12.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-506_jpg.rf.d06501036f7091314ab1c9f4d3a13557.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.3ms preprocess, 13.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-507_jpg.rf.04064d3dc4e3dfe018f46d6836cbc061.jpg: 640x640 9 Potholes, 14.5ms Speed: 3.4ms preprocess, 14.5ms inference, 6.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-507_jpg.rf.097ad3d7933ce4c5fa93099d928b8406.jpg: 640x640 3 Potholes, 15.2ms Speed: 2.5ms preprocess, 15.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-507_jpg.rf.5e4c1342478c52ebc66185cbd6d020b5.jpg: 640x640 7 Potholes, 13.2ms Speed: 3.1ms preprocess, 13.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-507_jpg.rf.6765eebfb17084131eb44bdc28de929d.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.9ms preprocess, 12.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-507_jpg.rf.c361681d3d34e968dda9f637098eae18.jpg: 640x640 5 Potholes, 13.4ms Speed: 2.7ms preprocess, 13.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-507_jpg.rf.c51894b4d9f53c8a8e5c1fbdeb08f9b4.jpg: 640x640 2 Potholes, 13.6ms Speed: 5.4ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-509_jpg.rf.1b3edd39e379a52b9af3eb8ce771855b.jpg: 640x640 11 Potholes, 20.2ms Speed: 5.1ms preprocess, 20.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-509_jpg.rf.94b6b16134343c4c4227444a21a598b9.jpg: 640x640 11 Potholes, 12.5ms Speed: 3.7ms preprocess, 12.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-509_jpg.rf.9adce65181de279aeddb5711e9766876.jpg: 640x640 11 Potholes, 13.0ms Speed: 6.3ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-50_jpg.rf.58281d7666ddb11c172b605d5c4fef3b.jpg: 640x640 (no detections), 14.5ms Speed: 3.0ms preprocess, 14.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-50_jpg.rf.87dfb08c34bdb6d82c01448cca847551.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.9ms preprocess, 14.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-50_jpg.rf.cebe8b01576ba92b23f9c69a4797722c.jpg: 640x640 1 Pothole, 13.8ms Speed: 8.7ms preprocess, 13.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.01e28279b8b2f3046d79e081a5c8b734.jpg: 640x640 6 Potholes, 13.2ms Speed: 2.7ms preprocess, 13.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.0d0b7223fa57e21fa67396bdb0b380ae.jpg: 640x640 6 Potholes, 16.7ms Speed: 3.4ms preprocess, 16.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.1ae3edd791d2fdf42f4be189639274c3.jpg: 640x640 18 Potholes, 12.9ms Speed: 3.0ms preprocess, 12.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.3c5137d031b4cfbe32b6646eab4073fb.jpg: 640x640 18 Potholes, 13.6ms Speed: 2.7ms preprocess, 13.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.412351310b92bbefd8000a31070f71b4.jpg: 640x640 18 Potholes, 12.7ms Speed: 5.7ms preprocess, 12.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.8c4df7ad0cd439dab2543f1381de3380.jpg: 640x640 20 Potholes, 15.9ms Speed: 2.6ms preprocess, 15.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.9db3e599ff0c1bae7e685373d8cfcc34.jpg: 640x640 20 Potholes, 12.6ms Speed: 3.0ms preprocess, 12.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.b4cd08e782b6e90c4eef3050a603730d.jpg: 640x640 18 Potholes, 12.7ms Speed: 4.1ms preprocess, 12.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.c7726930a76bdbf08018c1b3c542aa1d.jpg: 640x640 18 Potholes, 12.6ms Speed: 3.3ms preprocess, 12.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-510_jpg.rf.d67bc852ea2ead42d95a6af4b5f68f32.jpg: 640x640 13 Potholes, 12.6ms Speed: 3.1ms preprocess, 12.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-511_jpg.rf.bd35ba8ff426dddaa6edc6b52fe9b770.jpg: 640x640 1 Pothole, 15.3ms Speed: 5.2ms preprocess, 15.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-511_jpg.rf.e84fb73cf505c731e1483a2af71a7580.jpg: 640x640 1 Pothole, 15.2ms Speed: 4.3ms preprocess, 15.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-512_jpg.rf.05e8ba984b03cde4634e960d5488a3d1.jpg: 640x640 4 Potholes, 14.2ms Speed: 3.2ms preprocess, 14.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-512_jpg.rf.109ea52f7aeb3c8ac126bedf73439cf0.jpg: 640x640 2 Potholes, 12.8ms Speed: 4.0ms preprocess, 12.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-512_jpg.rf.669bc68de3e8ef54c7820c5e753c4d6e.jpg: 640x640 3 Potholes, 12.9ms Speed: 3.6ms preprocess, 12.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.11b953a7f20cae70616e863acbcee451.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.9ms preprocess, 14.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.48397b2c1d737687b2b04a9926476abf.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.7ms preprocess, 14.9ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.5046f6bc5c4c03fef46d40c5135d339b.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.4ms preprocess, 12.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.6cc4a9c5a5a2dc240254fb6ee6d3cc57.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.8ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.74b595a1b2ad30533ed60501b0763eeb.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.5ms preprocess, 17.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.7afac795d4a1934e8dc424e69214ef98.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.7ms preprocess, 14.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.7b8d560758ec8450190c8e1241f46e56.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.6ms preprocess, 15.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.819feb7665f465e98078ea92ce5e68f6.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.2ms preprocess, 13.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.838c096268c96f0457d034e71ffbcffb.jpg: 640x640 1 Pothole, 14.9ms Speed: 4.0ms preprocess, 14.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.98fab7ed21266d84e5ac9267d50b0a9b.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.1ms preprocess, 15.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.d78c0f0484518697a4758f2db912fe7a.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.3ms preprocess, 13.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-513_jpg.rf.da25c9a1a7ecbc7698d9c09c0684a78e.jpg: 640x640 1 Pothole, 18.1ms Speed: 2.8ms preprocess, 18.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-514_jpg.rf.0b704d62bea5edffd06c40a98948c297.jpg: 640x640 4 Potholes, 13.9ms Speed: 2.6ms preprocess, 13.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-514_jpg.rf.0ba75cd0ebd58936e56af4348878c848.jpg: 640x640 1 Pothole, 21.3ms Speed: 5.0ms preprocess, 21.3ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-514_jpg.rf.0d95a7f7883818617131ae9dc5b5ff9c.jpg: 640x640 1 Pothole, 17.5ms Speed: 2.8ms preprocess, 17.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-514_jpg.rf.1abb51e93f25135730c93ce8fe9b651a.jpg: 640x640 4 Potholes, 12.9ms Speed: 3.4ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-514_jpg.rf.3be89a6bb44748d1dcdea5424f92d645.jpg: 640x640 (no detections), 12.9ms Speed: 2.8ms preprocess, 12.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-514_jpg.rf.757251641d1861da54bbea3abeaffa9a.jpg: 640x640 5 Potholes, 19.5ms Speed: 4.9ms preprocess, 19.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-514_jpg.rf.8f5a94e2d818404672ab15f88cf340aa.jpg: 640x640 4 Potholes, 13.7ms Speed: 4.7ms preprocess, 13.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-514_jpg.rf.f13ca35cc9d409c6a153f6d490d471fb.jpg: 640x640 5 Potholes, 13.9ms Speed: 2.9ms preprocess, 13.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-515_jpg.rf.712eff35a03ea9a4d16469d47413c412.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.9ms preprocess, 13.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-515_jpg.rf.a08729f7e398d74ba6ca12386415d911.jpg: 640x640 1 Pothole, 16.7ms Speed: 2.9ms preprocess, 16.7ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-515_jpg.rf.b1da976c4831c09c7a0c0f857a889a2a.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.6ms preprocess, 13.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-515_jpg.rf.d83db8a4ca059d4cc9f816dab8408908.jpg: 640x640 1 Pothole, 13.9ms Speed: 4.0ms preprocess, 13.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-515_jpg.rf.e52eccd975338cc8c270ff2b14bfdf63.jpg: 640x640 1 Pothole, 15.8ms Speed: 2.6ms preprocess, 15.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-515_jpg.rf.e67ca6e3234b3f2aafada2efd02d9cf3.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.4ms preprocess, 12.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-515_jpg.rf.ebc746a1dd621161233f1a7fe423d7e1.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.7ms preprocess, 12.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-515_jpg.rf.ffe27f7c03ead9d72295c7ed8c94053e.jpg: 640x640 1 Pothole, 18.1ms Speed: 2.7ms preprocess, 18.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.00faa966d2a52f09490f3851ba0dd4f1.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.4ms preprocess, 13.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.05105b8a6df4901ba04a5af4f8cdd5a7.jpg: 640x640 3 Potholes, 17.7ms Speed: 3.0ms preprocess, 17.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.1ce9418f09f993930a1d76a4e88d31a8.jpg: 640x640 3 Potholes, 13.3ms Speed: 2.8ms preprocess, 13.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.2434a81b2fa0ae07a3d39c795e68001d.jpg: 640x640 3 Potholes, 20.9ms Speed: 3.0ms preprocess, 20.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.2db9e80d9cb00045d8211da3bc353c30.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.667ea881cf2eb21eedb562516e426ad1.jpg: 640x640 3 Potholes, 15.8ms Speed: 8.6ms preprocess, 15.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.94726297bb223132d7d96e1430201555.jpg: 640x640 2 Potholes, 17.3ms Speed: 4.4ms preprocess, 17.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.b54ca4b1418f345bc381a2d4191c34b3.jpg: 640x640 2 Potholes, 14.5ms Speed: 3.4ms preprocess, 14.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.c74871798bd08a49603462ac0d3768f1.jpg: 640x640 2 Potholes, 14.4ms Speed: 2.8ms preprocess, 14.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.ce8b73b128057046fa30945ee10bd3db.jpg: 640x640 3 Potholes, 14.4ms Speed: 3.0ms preprocess, 14.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-516_jpg.rf.d6d4d20cbdb8faaaa28708f0fdf1ae0a.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.2ms preprocess, 14.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.1418de0db9e77293650274d36c4e0485.jpg: 640x640 3 Potholes, 16.3ms Speed: 3.2ms preprocess, 16.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.5c66163f594038b8d4fa62bba6c5583f.jpg: 640x640 3 Potholes, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.7235135b68c1ff13e6f1131c435e061b.jpg: 640x640 (no detections), 18.0ms Speed: 3.3ms preprocess, 18.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.77cfbaa0d93680e6b863f07ef91beb43.jpg: 640x640 (no detections), 18.9ms Speed: 3.5ms preprocess, 18.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.9a8a7d36a197be556d727ecf360e01a5.jpg: 640x640 (no detections), 27.3ms Speed: 3.1ms preprocess, 27.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.b79c74cf682b63086f0ce017831f4188.jpg: 640x640 2 Potholes, 13.2ms Speed: 2.7ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.dbdd288ca21dab8d099ff94e84e20c65.jpg: 640x640 2 Potholes, 13.0ms Speed: 3.1ms preprocess, 13.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.e63db4c1e8cd7bda3fec422dc71eb5c9.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.7ms preprocess, 15.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.f47e8e45d7a445e6c0767d6ec01cbd53.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.2ms preprocess, 12.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.fc4ecfc16247ecaf1d16f43864306244.jpg: 640x640 3 Potholes, 13.0ms Speed: 3.5ms preprocess, 13.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-517_jpg.rf.fc9ced9362e7b10851ff6d1989cc4f57.jpg: 640x640 2 Potholes, 14.0ms Speed: 2.5ms preprocess, 14.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.172e7c2989ff0fcec35f29d62f3abe07.jpg: 640x640 1 Pothole, 16.1ms Speed: 6.5ms preprocess, 16.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.1c4035017d7840aad02606e700a07b0b.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.9ms preprocess, 15.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.38201ab08fe6c23649f1a969880b0bf7.jpg: 640x640 2 Potholes, 18.4ms Speed: 7.1ms preprocess, 18.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.44bcb9f7a210e108a020f0db98a8f299.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.9ms preprocess, 12.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.4760988a2667003eebb8493f114c8fab.jpg: 640x640 1 Pothole, 17.9ms Speed: 3.2ms preprocess, 17.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.61d7e653f344b3efb8a8dac10ceb1d33.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.0ms preprocess, 14.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.87b04df4649ab13f50148be760907416.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.3ms preprocess, 12.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.8d1e1bc9a0e6c72c80fcd9421256cd7a.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.5ms preprocess, 15.2ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.ac9bec8519fc4b716501238481140e1e.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.4ms preprocess, 13.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.c7f6adbab9e5b4f594385a17bd35c7ae.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.7ms preprocess, 13.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.cb7800e8c4a584dde1648e71092344e1.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.0ms preprocess, 13.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.d1ec87672a04848fc8f9ce9b5325920e.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.7ms preprocess, 13.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.d7cfdc74ddd5c2180937de23ea028949.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.9ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.dc7404c53c203a6516a0ab9415826395.jpg: 640x640 1 Pothole, 18.0ms Speed: 3.1ms preprocess, 18.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.e069d0bdb520e33e1ddb36ea1a6cf44a.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.2ms preprocess, 14.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-518_jpg.rf.fc7a62af04f189114f5e3e05ecdbde24.jpg: 640x640 1 Pothole, 18.4ms Speed: 4.5ms preprocess, 18.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-519_jpg.rf.2e3921571867e587198db9bb4f0de6dd.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.8ms preprocess, 14.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-519_jpg.rf.451519c8cba0558ce8b52447e2146930.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.5ms preprocess, 13.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-519_jpg.rf.f7844da6579802bf72a1a0a97afd8e9b.jpg: 640x640 8 Potholes, 12.8ms Speed: 2.6ms preprocess, 12.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-51_jpg.rf.188a8aab198af43020c70b7a6e8d753b.jpg: 640x640 2 Potholes, 18.9ms Speed: 4.5ms preprocess, 18.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-51_jpg.rf.6087e524f9a9d46567c124296cb25e75.jpg: 640x640 3 Potholes, 13.5ms Speed: 3.5ms preprocess, 13.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-51_jpg.rf.ad250709c5688d1189e6cc90ad2eb4db.jpg: 640x640 3 Potholes, 13.0ms Speed: 3.4ms preprocess, 13.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-51_jpg.rf.be0d3c5608aee42551db15539ddf7f21.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.5ms preprocess, 14.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-51_jpg.rf.bf821f6de83ff0e03f731483f4f4c724.jpg: 640x640 4 Potholes, 17.7ms Speed: 3.7ms preprocess, 17.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-51_jpg.rf.c53e72d10676f0df52db02ad22999900.jpg: 640x640 2 Potholes, 13.2ms Speed: 4.3ms preprocess, 13.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-51_jpg.rf.d38c640c89b2506db7708b1e2c7ed95c.jpg: 640x640 2 Potholes, 13.9ms Speed: 3.0ms preprocess, 13.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-520_jpg.rf.03ecadbcc07081d65283cb1f14ceab46.jpg: 640x640 1 Pothole, 14.7ms Speed: 3.1ms preprocess, 14.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-520_jpg.rf.3766acc4263d3bccc72a15a3ddf74635.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.6ms preprocess, 12.9ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-520_jpg.rf.55ba23b9900a0d7a1deab566afd8f570.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.4ms preprocess, 13.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-520_jpg.rf.6d44b5b5d15c5bc2df2662cf524a073e.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.6ms preprocess, 12.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-520_jpg.rf.c12bab68f195c03ca3bc2a465a41e9da.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.8ms preprocess, 12.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-520_jpg.rf.ca063227fcc77c3cd0b3d12a512293e6.jpg: 640x640 1 Pothole, 23.1ms Speed: 2.5ms preprocess, 23.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-521_jpg.rf.1dbe4cababef9ceab05f3366f52e0799.jpg: 640x640 2 Potholes, 12.8ms Speed: 4.2ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-521_jpg.rf.3387728a66d245d322d86233f1eb9730.jpg: 640x640 1 Pothole, 14.4ms Speed: 6.7ms preprocess, 14.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-521_jpg.rf.6610288dc0d961b07e4d145d5a831fab.jpg: 640x640 1 Pothole, 17.3ms Speed: 4.4ms preprocess, 17.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-521_jpg.rf.75adc87b67e4973eb569f7cef6d528d3.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.2ms preprocess, 12.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-521_jpg.rf.a76a5d7bac6d86272ac5f15abdcb88b4.jpg: 640x640 1 Pothole, 16.1ms Speed: 4.9ms preprocess, 16.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-521_jpg.rf.b079657ed4b139bd37bef5a542ce2beb.jpg: 640x640 1 Pothole, 19.1ms Speed: 4.6ms preprocess, 19.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-521_jpg.rf.efeaeb8f28668d9c87f0a4ab2296dae0.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.3ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-521_jpg.rf.fba9474d27df68b0a1f306321c90e508.jpg: 640x640 2 Potholes, 16.0ms Speed: 3.2ms preprocess, 16.0ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-522_jpg.rf.0562cd06e9630f10c36e4347e2743ad0.jpg: 640x640 4 Potholes, 13.1ms Speed: 3.0ms preprocess, 13.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-522_jpg.rf.15951775a69d59aabf0c9a36b80dc057.jpg: 640x640 (no detections), 12.4ms Speed: 2.0ms preprocess, 12.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-522_jpg.rf.84e7d3eb5cf345faf36afe248ce48eab.jpg: 640x640 3 Potholes, 22.9ms Speed: 2.7ms preprocess, 22.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-522_jpg.rf.ac0634b22f2125ecb2fdf3408e58ddd5.jpg: 640x640 2 Potholes, 13.8ms Speed: 2.6ms preprocess, 13.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-522_jpg.rf.b09e0255b43b017760ccc33ab4db7b96.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.2ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-522_jpg.rf.b53179ee35b6dbb4c78114f0a710b2fc.jpg: 640x640 3 Potholes, 17.1ms Speed: 2.6ms preprocess, 17.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.26d44a527f998bdc3d076121979e1fc9.jpg: 640x640 1 Pothole, 16.6ms Speed: 2.8ms preprocess, 16.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.63e09cdcc38eb8eb7bc2d0f924dd4ab3.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.0ms preprocess, 12.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.67cffabd4971a35c10d1c0c2a692c29e.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.5ms preprocess, 14.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.80a0c5d4194967a20cf31ea92853a5e1.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.81237a21e8783954fcb1a88b651ccfdd.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.5ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.b2c6b7e3c84340f9c11048b791466e12.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.9ms preprocess, 16.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.b5d83ab0b806e8ffd3584213b1580306.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.6ms preprocess, 12.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.c49025715c881196727eb8065c483353.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.5ms preprocess, 12.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.dc347330a40e2c5e134e55c4516cb76b.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.8ms preprocess, 14.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-523_jpg.rf.de422e5c9ee5084eb671cdd6d3113219.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.6ms preprocess, 12.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-524_jpg.rf.339b626c596964bc7faa92a760628a21.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.1ms preprocess, 14.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-524_jpg.rf.780add2d0806c469f169d81f932aba3c.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.0ms preprocess, 15.3ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-524_jpg.rf.e388211f36de770d0e087800c591422b.jpg: 640x640 5 Potholes, 13.2ms Speed: 2.8ms preprocess, 13.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-525_jpg.rf.58b6ebfc2573f0a9869da92a9a2432aa.jpg: 640x640 2 Potholes, 14.3ms Speed: 2.5ms preprocess, 14.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-525_jpg.rf.a233e998d0e059400f9cd5b2b5da4745.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.9ms preprocess, 13.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-526_jpg.rf.63f2e507a87139c117aea24097e642af.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.6ms preprocess, 13.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-526_jpg.rf.80bb3138ac8d27382d1e08347e7b7e71.jpg: 640x640 (no detections), 12.6ms Speed: 3.3ms preprocess, 12.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-527_jpg.rf.3c3b468fc826df87488954ecc048f49a.jpg: 640x640 1 Pothole, 18.0ms Speed: 4.4ms preprocess, 18.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-527_jpg.rf.e4b0c47542835b3f3aa230cf95e3b6ee.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.4ms preprocess, 12.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.0ac11a7b230344d596bb1299ae4dcf71.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.6ms preprocess, 15.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.0af1395bce5da0b5100de5183bb82de9.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.5ms preprocess, 12.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.10c46b0da95523ad8b58baddb918f190.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.1ms preprocess, 12.9ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.2ce86fbe2a54f81deeedb84d6a6a5df6.jpg: 640x640 1 Pothole, 13.6ms Speed: 6.1ms preprocess, 13.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.3f76aae47ed2268c306bc88ea1b2434e.jpg: 640x640 1 Pothole, 14.0ms Speed: 4.1ms preprocess, 14.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.433233de3e027831a04ef8115b589f3c.jpg: 640x640 1 Pothole, 21.6ms Speed: 3.4ms preprocess, 21.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.534ce45172d788bc98f6e8421f9a5225.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.4ms preprocess, 14.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.6ad2d2d7bb95606d38832766f4f135f1.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.0ms preprocess, 15.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.838e1977ade3d3d3acf3df16866de9ef.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.3ms preprocess, 14.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.970872400d7e94e7a6ced52b879c7102.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.8ms preprocess, 13.9ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.d96f7c2072257d0362c4548a830db463.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.8ms preprocess, 15.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-528_jpg.rf.dea4ad6214a57c446f2a24267056e449.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.9ms preprocess, 12.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-529_jpg.rf.09202b943010217f02ead79a1143b58b.jpg: 640x640 3 Potholes, 12.8ms Speed: 3.4ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-529_jpg.rf.4f33d20bd05e8a0ec5e912a64c14a1b6.jpg: 640x640 4 Potholes, 14.4ms Speed: 4.0ms preprocess, 14.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-529_jpg.rf.541e3082d3b944565ce858a8eef6609f.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.5ms preprocess, 14.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-529_jpg.rf.55ccea101a46c67e8f100a214ebacb31.jpg: 640x640 2 Potholes, 12.9ms Speed: 5.1ms preprocess, 12.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-529_jpg.rf.5e108c1eb50dbd8f63a533c32e56adab.jpg: 640x640 2 Potholes, 14.8ms Speed: 5.2ms preprocess, 14.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-529_jpg.rf.f66e4de5a2922c2828ff7f9f66984cd5.jpg: 640x640 2 Potholes, 17.2ms Speed: 8.6ms preprocess, 17.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-52_jpg.rf.1f31cfdf57d2fedf79bcf91c5c70a968.jpg: 640x640 2 Potholes, 14.2ms Speed: 3.2ms preprocess, 14.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-52_jpg.rf.483e0038d5fbeb5c742c6082dfac8c76.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.4ms preprocess, 13.0ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-52_jpg.rf.66b8e6b4bc98c0b13f253ab552ce8299.jpg: 640x640 3 Potholes, 17.6ms Speed: 3.1ms preprocess, 17.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-52_jpg.rf.6d89d1ee96efa36da1d65489691d128e.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.9ms preprocess, 13.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-52_jpg.rf.84e57e6ab4ca03a859e64e7522a59f2a.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.6ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-52_jpg.rf.94693e0acecf85ae86dc2616a3391a7b.jpg: 640x640 1 Pothole, 16.9ms Speed: 2.7ms preprocess, 16.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-52_jpg.rf.d3ab9702c4fb724f74750f965a0cc1c1.jpg: 640x640 1 Pothole, 12.7ms Speed: 1.9ms preprocess, 12.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-530_jpg.rf.241077f685202edf231b16fd728c22c9.jpg: 640x640 3 Potholes, 12.7ms Speed: 2.7ms preprocess, 12.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-530_jpg.rf.2d6124c12910d48106195df3e47c0905.jpg: 640x640 8 Potholes, 14.8ms Speed: 2.9ms preprocess, 14.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-530_jpg.rf.5c973e5f755c664a1b515e893d41505f.jpg: 640x640 8 Potholes, 12.8ms Speed: 3.9ms preprocess, 12.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-530_jpg.rf.60e02a97a8c531ff3772b5f08a3eefda.jpg: 640x640 9 Potholes, 15.2ms Speed: 4.7ms preprocess, 15.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-530_jpg.rf.7f7084a5663379e5d066705d53ed4705.jpg: 640x640 6 Potholes, 12.7ms Speed: 3.4ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-530_jpg.rf.a9408dbd5381b5bb2b0e6d4f9b72ff2c.jpg: 640x640 7 Potholes, 15.9ms Speed: 5.7ms preprocess, 15.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-530_jpg.rf.da28a166213d8b15755900215ab85476.jpg: 640x640 9 Potholes, 12.9ms Speed: 2.6ms preprocess, 12.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-530_jpg.rf.de0c5b1a616f8b9b46f7621b768d2e65.jpg: 640x640 6 Potholes, 16.0ms Speed: 4.7ms preprocess, 16.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.0e3b48038c8fb5c425132e322028b8ed.jpg: 640x640 11 Potholes, 12.7ms Speed: 3.4ms preprocess, 12.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.1c15baf34157db661efb74c2a5e2d75f.jpg: 640x640 9 Potholes, 16.7ms Speed: 6.3ms preprocess, 16.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.28818394eba08d8f7bf92a266a2ff2c4.jpg: 640x640 2 Potholes, 14.9ms Speed: 2.8ms preprocess, 14.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.35f8c9e6a292148293eaa5b07ecf9907.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.1ms preprocess, 12.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.37292b2ac60fb9b955e09672229dc1b2.jpg: 640x640 4 Potholes, 15.3ms Speed: 2.6ms preprocess, 15.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.471b6c3d71826b23507e921b21bdc2c8.jpg: 640x640 9 Potholes, 12.6ms Speed: 3.5ms preprocess, 12.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.693f16d9d62961869a13170630727858.jpg: 640x640 11 Potholes, 18.7ms Speed: 2.8ms preprocess, 18.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.9475f496cfd41c9f8dbafb6f3c8b8b4f.jpg: 640x640 9 Potholes, 12.5ms Speed: 2.5ms preprocess, 12.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.afadbbc17677245fb6ddbd3b514e11a8.jpg: 640x640 9 Potholes, 12.6ms Speed: 2.3ms preprocess, 12.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.cab1a7a70c40279de7ae17230634d977.jpg: 640x640 2 Potholes, 19.9ms Speed: 4.0ms preprocess, 19.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.cf4d8ff3cc4f546350d60edab7a4b65f.jpg: 640x640 11 Potholes, 12.7ms Speed: 3.2ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.e4f5dafc70f07b1c8af88d646d4af807.jpg: 640x640 7 Potholes, 13.1ms Speed: 3.2ms preprocess, 13.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-531_jpg.rf.f9df1913117a0786fe664e94714d23ba.jpg: 640x640 9 Potholes, 12.7ms Speed: 3.8ms preprocess, 12.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-532_jpg.rf.9e1d971eee6ab050b300a8cbf544b89d.jpg: 640x640 2 Potholes, 14.5ms Speed: 5.5ms preprocess, 14.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-533_jpg.rf.3095fbccfca6b4184b8d42eefa419545.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.1ms preprocess, 12.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-533_jpg.rf.de07d1dbd25d133288585a84400e370f.jpg: 640x640 1 Pothole, 22.7ms Speed: 3.5ms preprocess, 22.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-533_jpg.rf.f0e5fa00e046e74bbad383947ac60eee.jpg: 640x640 2 Potholes, 15.4ms Speed: 2.6ms preprocess, 15.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-534_jpg.rf.11eeed672d7af5d9b51b3fbe0077feac.jpg: 640x640 6 Potholes, 12.6ms Speed: 2.9ms preprocess, 12.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-534_jpg.rf.21585eed4791350f9ce7864805d13d5c.jpg: 640x640 6 Potholes, 15.9ms Speed: 3.2ms preprocess, 15.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-534_jpg.rf.22be0b318eab0e1d5cfc96faab08f94b.jpg: 640x640 1 Pothole, 20.6ms Speed: 2.6ms preprocess, 20.6ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-534_jpg.rf.43069803b3126ad8553020a9fc6b8800.jpg: 640x640 4 Potholes, 12.5ms Speed: 2.6ms preprocess, 12.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-534_jpg.rf.5e413e4ddd31d4f8248096af5bd45c8c.jpg: 640x640 4 Potholes, 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-534_jpg.rf.ca03eadce3b180279d40348994431b4b.jpg: 640x640 1 Pothole, 21.1ms Speed: 4.2ms preprocess, 21.1ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-534_jpg.rf.dd837fcd30d3ca7fe5af35c336ec49ef.jpg: 640x640 6 Potholes, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-535_jpg.rf.7c7e8ce4ca894729952c98b3397ccba0.jpg: 640x640 2 Potholes, 13.2ms Speed: 2.7ms preprocess, 13.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-535_jpg.rf.b88b3b3703ca21c344552ddc58250fae.jpg: 640x640 5 Potholes, 12.8ms Speed: 3.2ms preprocess, 12.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-535_jpg.rf.ba27e7fcc40f7b691a6d7be117463738.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.3ms preprocess, 14.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-535_jpg.rf.c261f73b96cd90b104c60343ea3ea240.jpg: 640x640 5 Potholes, 16.1ms Speed: 4.0ms preprocess, 16.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-535_jpg.rf.cf403e4d5f15f1157cc241caa63c2d68.jpg: 640x640 6 Potholes, 15.2ms Speed: 3.1ms preprocess, 15.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-535_jpg.rf.cf69e82fe0941cda5c94ed4869e49d8e.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.7ms preprocess, 16.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-535_jpg.rf.cfec6c24358fae1c96c9159ed17a2463.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.9ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-536_jpg.rf.93d6ac61684c3fc5c1750649b7d2c08f.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-536_jpg.rf.c2d6f3473e750e6833c5dbcb0705109f.jpg: 640x640 1 Pothole, 18.6ms Speed: 3.0ms preprocess, 18.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-536_jpg.rf.e918a9d21e3db4e12a22f557bdd3f029.jpg: 640x640 1 Pothole, 17.3ms Speed: 2.9ms preprocess, 17.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-536_jpg.rf.f2c43f7573d475868853e7fb767ea210.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.0ms preprocess, 12.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.03438a15cc9a0535112110c7b5d2527d.jpg: 640x640 1 Pothole, 17.5ms Speed: 2.6ms preprocess, 17.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.3cf1a92862e36da9690c60ab99176b87.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.7ms preprocess, 14.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.418ba695a1765bb723f6d99ee4a57dbb.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.2ms preprocess, 15.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.434799cac9db53545a9760d870a991aa.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.8ms preprocess, 13.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.745cc537b25dde954cd8f7d9660611a4.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.5ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.7c31ec41a6a0ab5cd81c35dec434a5e9.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.6ms preprocess, 12.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.8e9e0188aa7af2c2af33f7033e00e06c.jpg: 640x640 2 Potholes, 12.7ms Speed: 4.1ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.b444c7cfb298ed143806982ea8051611.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.2ms preprocess, 12.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.bf049d24151d311aa679e17587a2d28f.jpg: 640x640 2 Potholes, 13.0ms Speed: 3.5ms preprocess, 13.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.c1c1fd7051fec8791a91fe58c18cc0d7.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.1ms preprocess, 12.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-537_jpg.rf.e5dd8464796a34e0fff57e5a26dd6a2e.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.1ms preprocess, 13.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.0f92854d45605fd06501e9c055fb3657.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.2ms preprocess, 13.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.3333d8bd9bdcad554c6446bec3b5ed49.jpg: 640x640 2 Potholes, 13.6ms Speed: 3.5ms preprocess, 13.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.363dbd78ec740954a0f8e341f68c9cfe.jpg: 640x640 1 Pothole, 20.7ms Speed: 6.0ms preprocess, 20.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.5b9af3d1616e5b26ec18d712fb1ad19a.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.7ms preprocess, 13.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.6b8b7e9d8ef8add807b7af4564fc383c.jpg: 640x640 1 Pothole, 16.4ms Speed: 5.7ms preprocess, 16.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.7c93d726917883a9c084250e96bae74f.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.7ms preprocess, 13.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.7e30aad3bd922ebc15fe6a979048d256.jpg: 640x640 1 Pothole, 17.4ms Speed: 6.2ms preprocess, 17.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.8918914a04fdd3fa2cdd74bd300ba6a3.jpg: 640x640 2 Potholes, 12.7ms Speed: 1.9ms preprocess, 12.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.bd75deec4879167887c61947ac38ffa0.jpg: 640x640 2 Potholes, 13.1ms Speed: 6.4ms preprocess, 13.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.c75e054c09bd813debe4e1e36143d02d.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.0ms preprocess, 12.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.ce5819caccce5dbbd33136bb6dc2d163.jpg: 640x640 1 Pothole, 17.3ms Speed: 4.6ms preprocess, 17.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-538_jpg.rf.db6005feef5866cf1a5426064117b55c.jpg: 640x640 2 Potholes, 13.8ms Speed: 2.8ms preprocess, 13.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-539_jpg.rf.38553f11bc3a0d66eb21b16e73ea8152.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.9ms preprocess, 15.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-539_jpg.rf.8a10843ed0ba634eb8befe5d248d5d7e.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.7ms preprocess, 12.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-539_jpg.rf.bb1217541c4c4616d5b4e0c14c516e3c.jpg: 640x640 4 Potholes, 16.6ms Speed: 4.1ms preprocess, 16.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-539_jpg.rf.bc9d1c0c0d57c4e96f3593cb5f23a0e2.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.5ms preprocess, 13.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-539_jpg.rf.c4dde422442a9f912f323211e0e8675e.jpg: 640x640 4 Potholes, 12.9ms Speed: 3.4ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-539_jpg.rf.edbd24601333d572604ec30fbf301e2a.jpg: 640x640 4 Potholes, 15.1ms Speed: 3.4ms preprocess, 15.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-539_jpg.rf.f22de82afc54408c0afd5e01f21aa52c.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.5ms preprocess, 12.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-53_jpg.rf.5e38764933962608236aab865191811c.jpg: 640x640 2 Potholes, 14.4ms Speed: 4.1ms preprocess, 14.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-53_jpg.rf.74283b33ea465567490dba552b753d26.jpg: 640x640 2 Potholes, 24.1ms Speed: 3.5ms preprocess, 24.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-53_jpg.rf.a6e023d763022ad826ca948a1854bd9c.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.1ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-53_jpg.rf.b1811a8055c222f4ab0291553778f7cd.jpg: 640x640 2 Potholes, 13.1ms Speed: 3.4ms preprocess, 13.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-53_jpg.rf.c655a43190ceaf9b597a36bc1b733494.jpg: 640x640 2 Potholes, 21.0ms Speed: 6.3ms preprocess, 21.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-53_jpg.rf.effd920cca808b505387be6725ec0ae1.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.5ms preprocess, 13.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-540_jpg.rf.1d4d0b8cad9d9cd927d6529a80116570.jpg: 640x640 2 Potholes, 13.1ms Speed: 3.1ms preprocess, 13.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-540_jpg.rf.358dcdf374579e37560376615d021241.jpg: 640x640 1 Pothole, 14.2ms Speed: 4.7ms preprocess, 14.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-540_jpg.rf.4d076b4b36a684c8662ecf362dac8cc6.jpg: 640x640 2 Potholes, 14.9ms Speed: 3.7ms preprocess, 14.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-540_jpg.rf.84219b58ebb3c93961c264f05eef3c8e.jpg: 640x640 2 Potholes, 16.8ms Speed: 2.7ms preprocess, 16.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-540_jpg.rf.fae816350a1e66e7c085e24bf8a1f413.jpg: 640x640 2 Potholes, 13.6ms Speed: 3.0ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-541_jpg.rf.0b824e029947f90894caeb1c07467d50.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-541_jpg.rf.0fce94ff3f9090b597f7b9280c1b3a09.jpg: 640x640 2 Potholes, 14.7ms Speed: 2.2ms preprocess, 14.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-541_jpg.rf.44336d1d330cb071ac61fa7e63ee513f.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.5ms preprocess, 14.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-541_jpg.rf.49dc286447250a0082b55d3542def7c5.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.7ms preprocess, 15.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-541_jpg.rf.5cbcf5fa35ccee70610b780e2cac00e1.jpg: 640x640 2 Potholes, 17.2ms Speed: 3.5ms preprocess, 17.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-541_jpg.rf.c3b5be7eb1f003d0597bd72beb2e9814.jpg: 640x640 2 Potholes, 14.6ms Speed: 3.4ms preprocess, 14.6ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-542_jpg.rf.20329d71b4105c71b8839655452dd008.jpg: 640x640 2 Potholes, 14.6ms Speed: 3.6ms preprocess, 14.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-542_jpg.rf.2b2f9ae3f9891618c68fd6f372f021e0.jpg: 640x640 2 Potholes, 15.2ms Speed: 2.9ms preprocess, 15.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-542_jpg.rf.76f0dc5a198e3842cf1864f139317201.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.7ms preprocess, 14.4ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-542_jpg.rf.7ba7ac1e68e6e689c80c925c185c3f2f.jpg: 640x640 1 Pothole, 17.7ms Speed: 3.2ms preprocess, 17.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-542_jpg.rf.8426fd03212dfddb708a55ea10869b37.jpg: 640x640 2 Potholes, 15.9ms Speed: 10.2ms preprocess, 15.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-542_jpg.rf.a52167fe3951fe56faea55c158bd963d.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.3ms preprocess, 14.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-542_jpg.rf.adb994a01fd6e5301d7f8195e681e755.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.2ms preprocess, 12.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.07317888be29cff71f3ad2f39d40bda3.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.5ms preprocess, 12.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.1b309703a0fa20889d32966972de9eab.jpg: 640x640 (no detections), 13.7ms Speed: 3.0ms preprocess, 13.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.373723121ac68895c47d035aa022667b.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.6ms preprocess, 12.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.4776dc0cd4f4d609e7d62ffe31ab8f8c.jpg: 640x640 1 Pothole, 17.0ms Speed: 3.7ms preprocess, 17.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.a83266dfb2d41d4f083292909bfa3683.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.6ms preprocess, 13.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.b0c5f027b44797992f92e9a5297a033a.jpg: 640x640 1 Pothole, 14.9ms Speed: 4.0ms preprocess, 14.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.b5d9d7283a74125548150783df6e2b87.jpg: 640x640 1 Pothole, 21.1ms Speed: 2.9ms preprocess, 21.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.d6493ff04aa4de50c41ad5d7ce75400d.jpg: 640x640 2 Potholes, 12.7ms Speed: 4.9ms preprocess, 12.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-543_jpg.rf.fbcd6895b43c53f40d77229be48d2042.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.0a8e75754de7ca9d736e0ec5d76817af.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.8ms preprocess, 12.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.0f13e9a2bcaa828a63fd74f194eb1b86.jpg: 640x640 1 Pothole, 14.1ms Speed: 4.1ms preprocess, 14.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.26e08d412ff0879e4133cb7e0c9828fe.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.4ms preprocess, 14.3ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.512086fa531d10afcc9db3f01d0fa2e7.jpg: 640x640 1 Pothole, 19.7ms Speed: 3.4ms preprocess, 19.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.5f5962fcbb9b67378a9839f9dad2b2f1.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.6ms preprocess, 15.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.6dcf609ce01ffaac743a4acf0eb90617.jpg: 640x640 1 Pothole, 13.9ms Speed: 3.0ms preprocess, 13.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.7cc2cf07f54d1ca53fd5bf2e7b0a439c.jpg: 640x640 1 Pothole, 14.7ms Speed: 3.6ms preprocess, 14.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.7cc30b15d7398a41d5a0f99a75fdec99.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.7d268dbf3953bd8a272253822719822f.jpg: 640x640 1 Pothole, 17.1ms Speed: 3.3ms preprocess, 17.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.921b1516811b2bc51e91c6698df282aa.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.7ms preprocess, 15.5ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.a4b32738e611b3ae9baf9026ec26f817.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.4ms preprocess, 12.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.a685a7912e0daa8d508773d281134ddd.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.beab251892b385790207a9513c6c387e.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.c1d366a36c6b4b014f48b84e3cf6ed89.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.9ms preprocess, 15.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.de22ca49dd325dd1cd1627220beea7fa.jpg: 640x640 (no detections), 15.4ms Speed: 3.4ms preprocess, 15.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-544_jpg.rf.f6955542990eb9e4215b85e70b520674.jpg: 640x640 1 Pothole, 14.8ms Speed: 7.7ms preprocess, 14.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.048f87c0ee5f17b07f81c9549e141e81.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.5ms preprocess, 12.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.0d0a62af36a1de42faf4a07c6faec667.jpg: 640x640 2 Potholes, 19.7ms Speed: 2.7ms preprocess, 19.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.50ba4145697ce43b8cf6dbb53def3109.jpg: 640x640 2 Potholes, 14.2ms Speed: 3.2ms preprocess, 14.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.5853405ee24ed10b1f4c43199a3d8bb2.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.1ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.6c1b76e672c40db817d0bd05a2b4da0d.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.8ms preprocess, 12.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.6db5f8d7a8551eea4cff5a4964b4cfbd.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.2ms preprocess, 14.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.820ba160a9f75cfc0ad44d3f12973719.jpg: 640x640 1 Pothole, 21.1ms Speed: 3.4ms preprocess, 21.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.878dcbc363360d7e0cb52dc5155100d9.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.0ms preprocess, 12.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.c896bb08b8e3d9f8f584ba3a2a17e5e4.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.3ms preprocess, 12.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.d3249fabc93d16a635773e64f015bbbb.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.9ms preprocess, 15.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-545_jpg.rf.f8f6246d534cd5d6e4c95f7cdfd4a274.jpg: 640x640 2 Potholes, 13.6ms Speed: 4.0ms preprocess, 13.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.0b9b4f1d0484a398b697cc136dfedc16.jpg: 640x640 3 Potholes, 13.7ms Speed: 2.9ms preprocess, 13.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.45881579235ca1e3e6b2e30c46dfb388.jpg: 640x640 (no detections), 17.4ms Speed: 4.2ms preprocess, 17.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.591383d64e7ba4682ce11fe85994ec0e.jpg: 640x640 1 Pothole, 18.2ms Speed: 2.9ms preprocess, 18.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.5aa4fa291e273571c5f3348a4fa1714a.jpg: 640x640 1 Pothole, 15.5ms Speed: 9.1ms preprocess, 15.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.6eb7d8da1f44671475ddc8fc6165d44d.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.2ms preprocess, 13.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.84ecebd8e2b2ee6f27143cd0f1f5b4f0.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.6ms preprocess, 12.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.8840a37a897d50ea735338c9e182173a.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.2ms preprocess, 13.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.a3a23d4bfc7e8193e869d72e54f9b42a.jpg: 640x640 1 Pothole, 19.1ms Speed: 3.4ms preprocess, 19.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.a968ac37933b00b97508169c29d7be73.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.7ms preprocess, 12.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.afd784d5a515019193a9147cfb6b1bfb.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.7ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-546_jpg.rf.d1fef40aa5488a78823899f71c5c502b.jpg: 640x640 (no detections), 12.6ms Speed: 2.0ms preprocess, 12.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-547_jpg.rf.21dd55708471d2e31f0d85d5122c75d7.jpg: 640x640 3 Potholes, 12.5ms Speed: 2.6ms preprocess, 12.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-547_jpg.rf.41a0681ddb68b6384e475306ac821b8a.jpg: 640x640 3 Potholes, 13.6ms Speed: 3.1ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-547_jpg.rf.5a2cab6419e932e575901be8f3974323.jpg: 640x640 3 Potholes, 12.5ms Speed: 2.7ms preprocess, 12.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-547_jpg.rf.8aef2e8e83af5f70212f960e83bb12c0.jpg: 640x640 3 Potholes, 17.5ms Speed: 2.5ms preprocess, 17.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-547_jpg.rf.c14e25d71438e71b3058861a65863c11.jpg: 640x640 3 Potholes, 12.4ms Speed: 2.7ms preprocess, 12.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-547_jpg.rf.cb602832c6936cde7101917a1a5d93be.jpg: 640x640 1 Pothole, 19.4ms Speed: 3.9ms preprocess, 19.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-547_jpg.rf.ccecac1fc7618e97cf13caae180ffef7.jpg: 640x640 2 Potholes, 12.3ms Speed: 2.9ms preprocess, 12.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-547_jpg.rf.d7b3c9a11d05c1c397c992926173c36b.jpg: 640x640 1 Pothole, 17.2ms Speed: 4.4ms preprocess, 17.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-548_jpg.rf.02293a75781c61284898586991d8116d.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.7ms preprocess, 15.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-548_jpg.rf.1e242dbcedf980de5dcc168c7582f012.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.2ms preprocess, 12.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-548_jpg.rf.3d97ae044695cb3d6e3f7adb5cd03af7.jpg: 640x640 2 Potholes, 14.8ms Speed: 3.5ms preprocess, 14.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-548_jpg.rf.58ead7d1e672905e19ab9e5006c5d997.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.9ms preprocess, 14.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-548_jpg.rf.776e574cced367f8f1d7337de1d26a67.jpg: 640x640 (no detections), 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-548_jpg.rf.be9fdecda6bface600029aa915f7b4e7.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.9ms preprocess, 12.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-549_jpg.rf.09a73b6268cdf75b4c34703557245ba2.jpg: 640x640 2 Potholes, 13.5ms Speed: 2.8ms preprocess, 13.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-549_jpg.rf.3e64d756b053a4b01f97de7f113620d3.jpg: 640x640 2 Potholes, 16.3ms Speed: 3.0ms preprocess, 16.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-549_jpg.rf.e204f9e928b6bea3d8e79f8393f8fca2.jpg: 640x640 3 Potholes, 13.7ms Speed: 2.8ms preprocess, 13.7ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.03289b151a1eef8353692d56bd2f0254.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.9ms preprocess, 16.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.0938aab343b7244d05e131429821633d.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.6ms preprocess, 12.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.36d7ac9f560da5c762eb6984e9909191.jpg: 640x640 1 Pothole, 13.5ms Speed: 5.7ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.3b79161ea7cad8b2975aebb2a63d2000.jpg: 640x640 1 Pothole, 18.3ms Speed: 4.7ms preprocess, 18.3ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.4e10a2801500a3c1b24b980f55b7eb03.jpg: 640x640 1 Pothole, 18.7ms Speed: 3.1ms preprocess, 18.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.58ebbb46abdfd505e825bdd6f0355789.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.8ms preprocess, 16.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.6cae814b7f6a55e9db6df49a031d6878.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.2ms preprocess, 12.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.6de4a179e93cccdebe1603e992f44fc8.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.4ms preprocess, 12.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.927e1332789eb8fe4e76db5ecde6c5f1.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.7ms preprocess, 17.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.9f47b67aa29ac93d2c3d397c65310936.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.0ms preprocess, 16.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.ef268967d679e685ce3bc57e35030577.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.3ms preprocess, 16.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-54_jpg.rf.fc55d5f792bcb2761563d01f89f24271.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.6ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-550_jpg.rf.0824db02326ed8b96760e65483a98bfb.jpg: 640x640 1 Pothole, 17.4ms Speed: 3.0ms preprocess, 17.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-550_jpg.rf.390ec08124d5a2e001dce5643826f124.jpg: 640x640 7 Potholes, 18.7ms Speed: 3.1ms preprocess, 18.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-550_jpg.rf.9c819a4b9cff54280cd70c5cfbf9c7fc.jpg: 640x640 7 Potholes, 17.7ms Speed: 2.3ms preprocess, 17.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-550_jpg.rf.f51e994757d5f9a7ca9d97b57053db4d.jpg: 640x640 2 Potholes, 14.3ms Speed: 4.0ms preprocess, 14.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-551_jpg.rf.2987b977bfa2e9693d4ac2d540f5a3a1.jpg: 640x640 10 Potholes, 16.3ms Speed: 4.9ms preprocess, 16.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-551_jpg.rf.612327a969d3916026c5482d68066939.jpg: 640x640 6 Potholes, 15.0ms Speed: 2.6ms preprocess, 15.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-551_jpg.rf.628824cff0d40aa788527eb45f4bd9c7.jpg: 640x640 (no detections), 11.8ms Speed: 3.9ms preprocess, 11.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-551_jpg.rf.9c3d19af9e4395a06c236e22b93bd803.jpg: 640x640 6 Potholes, 13.9ms Speed: 3.0ms preprocess, 13.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-551_jpg.rf.ae07a8ec1c93cd593b230bd52e01e51c.jpg: 640x640 10 Potholes, 20.7ms Speed: 2.6ms preprocess, 20.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-551_jpg.rf.eab892e3c9ada0861317a7296f78589b.jpg: 640x640 (no detections), 13.0ms Speed: 3.7ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.2e049beed333e26799100f1301bafad5.jpg: 640x640 14 Potholes, 15.4ms Speed: 3.7ms preprocess, 15.4ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.39c66a4063453b9302f7dce443b39268.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.6ms preprocess, 12.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.4689f3c144f10ad1e8ead5aeb80ff0e1.jpg: 640x640 1 Pothole, 11.8ms Speed: 2.8ms preprocess, 11.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.475f9145a419f5111b54719ace634496.jpg: 640x640 13 Potholes, 17.4ms Speed: 3.0ms preprocess, 17.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.71308955d43fd851b03926e90933e9f8.jpg: 640x640 14 Potholes, 14.3ms Speed: 2.9ms preprocess, 14.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.b436dde0b6f2af9ee10f3f700fef8eb8.jpg: 640x640 13 Potholes, 13.8ms Speed: 2.1ms preprocess, 13.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.b77f73a4423f00053bc9e1c871e4b5b5.jpg: 640x640 6 Potholes, 11.8ms Speed: 5.8ms preprocess, 11.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.b8d6d6efac51b130b3fa37ee96249f33.jpg: 640x640 3 Potholes, 18.3ms Speed: 3.1ms preprocess, 18.3ms inference, 6.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.b9379c96a873e8f38c0db11e69494950.jpg: 640x640 2 Potholes, 11.8ms Speed: 2.9ms preprocess, 11.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.d7f6af69a7d3c6d576642577ee786f12.jpg: 640x640 15 Potholes, 11.9ms Speed: 3.2ms preprocess, 11.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-552_jpg.rf.ff2503b61e8265a86df59a9eb186946f.jpg: 640x640 12 Potholes, 16.2ms Speed: 3.6ms preprocess, 16.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-553_jpg.rf.2bfb8c442ab2e24953c82ca71b177334.jpg: 640x640 (no detections), 11.9ms Speed: 2.1ms preprocess, 11.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-553_jpg.rf.a5c52e0d3e391c91ec6e26749e5362e0.jpg: 640x640 1 Pothole, 24.9ms Speed: 4.3ms preprocess, 24.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-553_jpg.rf.c699ae4b765e62c463f3bf69cc9fd9fb.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.5ms preprocess, 12.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.0881c7d9f80585835dc391ac2420adc3.jpg: 640x640 9 Potholes, 13.8ms Speed: 2.3ms preprocess, 13.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.1371209bc887e148ae6e82dc03c54f09.jpg: 640x640 9 Potholes, 21.0ms Speed: 2.5ms preprocess, 21.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.1a04a3893b15173596094b427a13cf96.jpg: 640x640 5 Potholes, 17.5ms Speed: 2.7ms preprocess, 17.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.4408a2f59938699b6214a9055566b2f1.jpg: 640x640 (no detections), 12.5ms Speed: 3.9ms preprocess, 12.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.472c2cfd814ba7f11c0a92d00715c68e.jpg: 640x640 12 Potholes, 15.9ms Speed: 3.3ms preprocess, 15.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.4f0357ceb03bc0ad5ed6578f756df3c9.jpg: 640x640 4 Potholes, 14.1ms Speed: 2.6ms preprocess, 14.1ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.7c934ae7759fecf4cb53496f2c2641cf.jpg: 640x640 10 Potholes, 17.9ms Speed: 4.0ms preprocess, 17.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.a3edf0bc0e408405e2ccd2bd26be4836.jpg: 640x640 6 Potholes, 12.3ms Speed: 2.7ms preprocess, 12.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-554_jpg.rf.d3b7b33664a728674361bc2630df4808.jpg: 640x640 10 Potholes, 12.4ms Speed: 2.3ms preprocess, 12.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-556_jpg.rf.131fe60b14e78aa1ffa78d82e8782e5d.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.7ms preprocess, 13.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-556_jpg.rf.2c6f2eb8387e530ab68963c738e8b9b7.jpg: 640x640 4 Potholes, 13.9ms Speed: 2.9ms preprocess, 13.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-556_jpg.rf.3b522a2baaf28d46a6b747be14f642f5.jpg: 640x640 4 Potholes, 16.4ms Speed: 3.1ms preprocess, 16.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-556_jpg.rf.f33d569d1e77454c7f3a8f46e0e064c7.jpg: 640x640 4 Potholes, 13.5ms Speed: 3.2ms preprocess, 13.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-557_jpg.rf.6a9914cef93a89cbc48d045ee2b6fd19.jpg: 640x640 2 Potholes, 14.9ms Speed: 2.9ms preprocess, 14.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-557_jpg.rf.a446d183fe6b13a9c2a6883764e4940c.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.8ms preprocess, 12.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-558_jpg.rf.32c1ddf6a20ac2296272fdb9f58fc4ce.jpg: 640x640 1 Pothole, 16.4ms Speed: 4.4ms preprocess, 16.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-558_jpg.rf.80bea88ee3307247fd2eb2afc9d9a44a.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.4ms preprocess, 13.1ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-559_jpg.rf.1be8f84828b4fa1ead867148370e8986.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.9ms preprocess, 16.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-559_jpg.rf.243eeb8f1835ac6f00f66b084817068b.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.4ms preprocess, 15.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-559_jpg.rf.331033434b4397d496b696fda8a779dc.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.9ms preprocess, 12.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-559_jpg.rf.65f03494776267500d47077651861860.jpg: 640x640 1 Pothole, 13.6ms Speed: 4.0ms preprocess, 13.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-559_jpg.rf.6a5a49f6508ba2ec5d618fd16f090dc0.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.1ms preprocess, 16.9ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-559_jpg.rf.9556cf29088d192b3e313370affea853.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.5ms preprocess, 15.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-559_jpg.rf.990f29904d254ef1ae03f768940038f1.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.6ms preprocess, 12.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-559_jpg.rf.a98106ae3462cf564b45e1283f7608c2.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.2ms preprocess, 12.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-55_jpg.rf.94499ae5f971128f8a88eeee209eeb70.jpg: 640x640 6 Potholes, 12.6ms Speed: 2.7ms preprocess, 12.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-55_jpg.rf.b542bc5d8c21aea7b3336463495e956f.jpg: 640x640 3 Potholes, 12.6ms Speed: 2.9ms preprocess, 12.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-55_jpg.rf.c593fbaa8fc3fa5cf2f54123161eb4e4.jpg: 640x640 1 Pothole, 24.6ms Speed: 2.3ms preprocess, 24.6ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-560_jpg.rf.70e093ffd04d1c7b43b27b1fc84a0945.jpg: 640x640 3 Potholes, 13.0ms Speed: 3.2ms preprocess, 13.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-560_jpg.rf.a93f6fc0d5088eef4e819c74200751f1.jpg: 640x640 3 Potholes, 15.1ms Speed: 3.4ms preprocess, 15.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-560_jpg.rf.cdc9ccddcf1ff0fe841af155224d980a.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.5ms preprocess, 12.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-560_jpg.rf.e6d5dd35ee18205f81b744d7010ec6aa.jpg: 640x640 3 Potholes, 16.2ms Speed: 3.2ms preprocess, 16.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-560_jpg.rf.f54978ccc5fca577e5948a3e7e53ea75.jpg: 640x640 3 Potholes, 15.0ms Speed: 3.5ms preprocess, 15.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-560_jpg.rf.ffbfcbab77de4ac30d67353ed45e5f5b.jpg: 640x640 3 Potholes, 19.0ms Speed: 3.8ms preprocess, 19.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-561_jpg.rf.752c76a202f74a4b8ae075de5c5e9919.jpg: 640x640 7 Potholes, 19.8ms Speed: 3.2ms preprocess, 19.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-561_jpg.rf.ebbd76f2d040e40b50402f7986a0ec91.jpg: 640x640 7 Potholes, 12.9ms Speed: 3.0ms preprocess, 12.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-561_jpg.rf.ed21538e0f516ca7c6929087ce3540af.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-561_jpg.rf.f3b099b8db7d5e0b17be56f082205730.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.9ms preprocess, 12.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-562_jpg.rf.03795b4a1730baae462679076eb199eb.jpg: 640x640 3 Potholes, 12.8ms Speed: 2.9ms preprocess, 12.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-562_jpg.rf.823b5cee1ca0a22951a7b2c768701266.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.0ms preprocess, 12.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-562_jpg.rf.ee50d6bd0a8cf16d7d2ba48046a832d2.jpg: 640x640 2 Potholes, 15.2ms Speed: 2.9ms preprocess, 15.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-562_jpg.rf.f5f74e413fbc0a9e75966dd6f1cfc2f5.jpg: 640x640 3 Potholes, 13.7ms Speed: 3.2ms preprocess, 13.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-562_jpg.rf.f70bfb184686067f27b24934feab4b61.jpg: 640x640 3 Potholes, 13.5ms Speed: 3.9ms preprocess, 13.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-562_jpg.rf.f850ef1a35d868d740ecd000997db48b.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.3ms preprocess, 13.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.0359744391b7e88047652e252104eb5a.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.8ms preprocess, 15.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.18fb03c3b0c7a9522b3d5481e551b19f.jpg: 640x640 3 Potholes, 21.6ms Speed: 3.8ms preprocess, 21.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.1f017ae13a36fe3e470c259a4c3d685c.jpg: 640x640 2 Potholes, 14.5ms Speed: 2.6ms preprocess, 14.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.20f9fd10644724050f8f350accb06312.jpg: 640x640 (no detections), 12.9ms Speed: 4.5ms preprocess, 12.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.6dec807d1a05d0aefda97c491d6d97ee.jpg: 640x640 1 Pothole, 18.7ms Speed: 3.0ms preprocess, 18.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.830b086b3510f3c71e0f61d0a28030fb.jpg: 640x640 2 Potholes, 15.9ms Speed: 5.2ms preprocess, 15.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.cc031698ba96b395969ff13d72cc96d2.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.dc0f0758bead0830c978360515661037.jpg: 640x640 1 Pothole, 14.7ms Speed: 3.3ms preprocess, 14.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-563_jpg.rf.ed95e7ee5ddf2414d92767eefefebe2b.jpg: 640x640 3 Potholes, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-564_jpg.rf.2f158ff8565d0b447e06a070d93aebf2.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.6ms preprocess, 13.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-564_jpg.rf.3b1d2d253a91a74f421d7216e6f9f49a.jpg: 640x640 5 Potholes, 21.1ms Speed: 3.8ms preprocess, 21.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-564_jpg.rf.6579b0445b35db97273453b9641c38e1.jpg: 640x640 9 Potholes, 17.6ms Speed: 3.0ms preprocess, 17.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-564_jpg.rf.c9b302f05fcd25c247752b975da5c2b5.jpg: 640x640 9 Potholes, 14.5ms Speed: 3.3ms preprocess, 14.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-564_jpg.rf.d3b4af5fbd7a18cf20df22baa703f51d.jpg: 640x640 9 Potholes, 20.8ms Speed: 2.7ms preprocess, 20.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.07dc1670353db7f3cae243dde54a88a0.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.8ms preprocess, 14.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.15c8ab7ad95f8dd6df59d7b3a1110f0b.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.5ms preprocess, 14.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.1e605e0cf60e7fd83217b802642eb1ea.jpg: 640x640 (no detections), 14.3ms Speed: 3.3ms preprocess, 14.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.5a82decfe18ffabd9704658a3e7b9584.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.0ms preprocess, 14.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.87f01e4a5de0e42b865f748c0259e82e.jpg: 640x640 (no detections), 14.4ms Speed: 2.1ms preprocess, 14.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.8b9e89397b84bccf95ef0f38be41caa3.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.9ms preprocess, 15.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.9b6768e858a301a83291abbbca87b47b.jpg: 640x640 (no detections), 14.2ms Speed: 2.6ms preprocess, 14.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.f150edda99c066fe86e559175fb3e722.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.8ms preprocess, 14.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-565_jpg.rf.ffbc0503056a791473b9e6967eb74482.jpg: 640x640 1 Pothole, 14.5ms Speed: 4.0ms preprocess, 14.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-566_jpg.rf.4dd3579b2201981b183575ebbd47ed72.jpg: 640x640 8 Potholes, 16.2ms Speed: 3.4ms preprocess, 16.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-566_jpg.rf.be88161d20fa0993fe131218a5d871fc.jpg: 640x640 3 Potholes, 14.5ms Speed: 4.0ms preprocess, 14.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-566_jpg.rf.d82b52bb2e25556e4d510b8526c46d2f.jpg: 640x640 5 Potholes, 12.7ms Speed: 3.5ms preprocess, 12.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-567_jpg.rf.494aee005b20ff3975865c55e7f02101.jpg: 640x640 1 Pothole, 12.5ms Speed: 4.8ms preprocess, 12.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-567_jpg.rf.4f9bc1b4ec14a9bdaa4d66af7e849bb9.jpg: 640x640 1 Pothole, 18.1ms Speed: 3.3ms preprocess, 18.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-567_jpg.rf.968510f760fb47e03ef13f8551656cfd.jpg: 640x640 1 Pothole, 17.3ms Speed: 6.5ms preprocess, 17.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-567_jpg.rf.aacab29e028b4e279c74fe24ad2abea0.jpg: 640x640 1 Pothole, 13.4ms Speed: 4.0ms preprocess, 13.4ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-568_jpg.rf.07391971247e5dc5b3e2cbd819a5fdc5.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.9ms preprocess, 12.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-568_jpg.rf.68cfded2f929e1310255b97d2a627d58.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-568_jpg.rf.7e56df50d400749d62fab2a5696e0d7e.jpg: 640x640 1 Pothole, 13.6ms Speed: 4.1ms preprocess, 13.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-568_jpg.rf.b5aaa2f84be43875b13690ce18143cf9.jpg: 640x640 2 Potholes, 14.6ms Speed: 2.4ms preprocess, 14.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-568_jpg.rf.bcc949de8caa110ba7b275e677b3b712.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.2ms preprocess, 14.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-568_jpg.rf.f2628959d97dbbe99e82f96d604ea566.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.8ms preprocess, 13.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.0f09bf18eaaec0ccbfea9795bd2d611f.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.4ms preprocess, 12.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.2de0c924bc7e1389d4f52d4532de1b5e.jpg: 640x640 2 Potholes, 12.3ms Speed: 3.1ms preprocess, 12.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.323a266d48657eabbeae5761acc0da2b.jpg: 640x640 (no detections), 13.7ms Speed: 2.8ms preprocess, 13.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.8af1f3e3c620032d330815df8f3a620f.jpg: 640x640 2 Potholes, 16.5ms Speed: 1.8ms preprocess, 16.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.971020440d36622aa7fb9f0a25fca6aa.jpg: 640x640 2 Potholes, 15.4ms Speed: 2.6ms preprocess, 15.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.e0f9ec942bf8038f99b81f11e41a189f.jpg: 640x640 2 Potholes, 16.9ms Speed: 2.2ms preprocess, 16.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.f3c104eb9719acf7608a63111bb81474.jpg: 640x640 2 Potholes, 15.1ms Speed: 3.3ms preprocess, 15.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.f93c047199876f0741ecf92da8f96fe6.jpg: 640x640 2 Potholes, 18.3ms Speed: 3.9ms preprocess, 18.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-569_jpg.rf.fea791e69ab147ca315f33a68e533e7c.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.7ms preprocess, 14.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-56_jpg.rf.31e03f78bfedf0bb69a26070e76d2478.jpg: 640x640 1 Pothole, 17.7ms Speed: 3.6ms preprocess, 17.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-56_jpg.rf.a43ef2118102902e31c2277842e73d38.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.3ms preprocess, 12.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-570_jpg.rf.28296c58b2c100c102cb1a59b70b8b6e.jpg: 640x640 2 Potholes, 14.5ms Speed: 3.3ms preprocess, 14.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-570_jpg.rf.72b92ba64734e9565b374294dbab973e.jpg: 640x640 3 Potholes, 12.9ms Speed: 2.7ms preprocess, 12.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-570_jpg.rf.7ae8773e6c71c5b3c3eab553356f49cc.jpg: 640x640 2 Potholes, 17.3ms Speed: 3.9ms preprocess, 17.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-570_jpg.rf.7dd7b7e2a61c02bd3fe3fce548809e10.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.7ms preprocess, 12.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-570_jpg.rf.a5fb4d4096e0483eb2bad0c8084ac337.jpg: 640x640 1 Pothole, 12.2ms Speed: 6.1ms preprocess, 12.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-570_jpg.rf.b75a4349b285362a1510aa40a60fbb17.jpg: 640x640 2 Potholes, 14.0ms Speed: 2.8ms preprocess, 14.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-570_jpg.rf.c793878088eeefc1657b660dcd0c17b5.jpg: 640x640 1 Pothole, 16.5ms Speed: 6.0ms preprocess, 16.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-571_jpg.rf.04abcd245156239c3062bdad9b9be21d.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.3ms preprocess, 15.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-571_jpg.rf.41a22a2092605e3769409eec2de0cfb6.jpg: 640x640 10 Potholes, 13.9ms Speed: 3.0ms preprocess, 13.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-571_jpg.rf.5f628b05f9a45593747d842ad86c4226.jpg: 640x640 11 Potholes, 14.9ms Speed: 2.7ms preprocess, 14.9ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-571_jpg.rf.602cfbbcac2990f5a6c5f12dae3b89f1.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.6ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-571_jpg.rf.6639a59f723ccea2b3764ad6505001e2.jpg: 640x640 10 Potholes, 14.0ms Speed: 3.7ms preprocess, 14.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-571_jpg.rf.72ec2758b48b1d0672249e38fb46ae66.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.6ms preprocess, 12.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-571_jpg.rf.935983a6daeb27a82d824d9d682530a3.jpg: 640x640 11 Potholes, 12.2ms Speed: 2.6ms preprocess, 12.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-571_jpg.rf.ae549ad6aef82c0b8157a0641f6e4a27.jpg: 640x640 (no detections), 13.7ms Speed: 3.9ms preprocess, 13.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-572_jpg.rf.0d1ac8fe461a6f988bf4fc24ea5de0f6.jpg: 640x640 3 Potholes, 12.7ms Speed: 3.3ms preprocess, 12.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-572_jpg.rf.41117e1e54bb22bc427bcfccd543c1e1.jpg: 640x640 1 Pothole, 18.5ms Speed: 2.9ms preprocess, 18.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-572_jpg.rf.45409e96cd71130a5c9d87e7fd480275.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.6ms preprocess, 12.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-572_jpg.rf.5b7809b26ced1e2046f8dbc041ac8fec.jpg: 640x640 1 Pothole, 12.2ms Speed: 3.6ms preprocess, 12.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-573_jpg.rf.10c7eb1cb5af4e2435b81a603e6b5768.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.3ms preprocess, 15.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-573_jpg.rf.e015290cf7a9af5144805a1490d85e41.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.9ms preprocess, 13.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-574_jpg.rf.3d16f8d884bf629296b10dcace640040.jpg: 640x640 12 Potholes, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-574_jpg.rf.3ef912a871bd810af22d1117e8c5f5ed.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.9ms preprocess, 12.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-574_jpg.rf.a39ec864e85cf7cdbd51ca98df1cc471.jpg: 640x640 9 Potholes, 20.2ms Speed: 3.0ms preprocess, 20.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-574_jpg.rf.cd6a2f7f3783481ea324867fbb2fdf6a.jpg: 640x640 10 Potholes, 15.9ms Speed: 4.1ms preprocess, 15.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-574_jpg.rf.f4330f4ae7b10d7a21481cecdca78d2c.jpg: 640x640 10 Potholes, 12.1ms Speed: 2.8ms preprocess, 12.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-576_jpg.rf.8901c4730350dbbc74fccfcf2a2dc47f.jpg: 640x640 2 Potholes, 19.5ms Speed: 4.3ms preprocess, 19.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-576_jpg.rf.bf4f3b1f57c7398a5d562615d2a27bee.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-576_jpg.rf.c35cbf33dec683098627d198698d65e7.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.7ms preprocess, 12.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-576_jpg.rf.cc314214f29e3a26b9f6daf1c87e3f67.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.7ms preprocess, 12.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-577_jpg.rf.56b4eaf1539dfadabb19636f57bfe5d6.jpg: 640x640 6 Potholes, 22.4ms Speed: 4.0ms preprocess, 22.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-577_jpg.rf.d37e9f0eef7e918f03f559e703a20754.jpg: 640x640 17 Potholes, 12.1ms Speed: 3.3ms preprocess, 12.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-577_jpg.rf.fe98031b3e21b2eed4315d664e5e01ac.jpg: 640x640 13 Potholes, 12.1ms Speed: 2.4ms preprocess, 12.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-578_jpg.rf.34e1d770f7b2604915f6e0d849c52df9.jpg: 640x640 1 Pothole, 14.8ms Speed: 5.4ms preprocess, 14.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-578_jpg.rf.66fc0ed8a5b6eba9c20dd0dad163f96e.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.3ms preprocess, 14.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-578_jpg.rf.8422dc2ca08ff5a54fd0ddce4af0c9b3.jpg: 640x640 1 Pothole, 16.5ms Speed: 7.6ms preprocess, 16.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-578_jpg.rf.8d695f8b3652cf6ebaa0c71758b0282e.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.2ms preprocess, 12.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-578_jpg.rf.a35bdd5503e3c26bd07f053be4c9a104.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.6ms preprocess, 12.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.0308ace430accc963398d43389b58545.jpg: 640x640 (no detections), 16.6ms Speed: 2.6ms preprocess, 16.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.107a131f636e1e9890d3126970ca104c.jpg: 640x640 (no detections), 16.7ms Speed: 3.0ms preprocess, 16.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.167bf7b9a1125500b6aca19a4c0a012c.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.7ms preprocess, 13.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.1a63a38bb232d32e0e37ee7e442bbf55.jpg: 640x640 (no detections), 19.4ms Speed: 3.8ms preprocess, 19.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.1d900ab898d84c689e6ab55138f814b2.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.1ms preprocess, 16.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.346747e033c5ec2305e0baab8808a45c.jpg: 640x640 2 Potholes, 17.3ms Speed: 3.8ms preprocess, 17.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.3ef66531c032857f25268596ef59429f.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.1ms preprocess, 13.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.5055ae38606b8b8d801c8473198755fe.jpg: 640x640 2 Potholes, 21.2ms Speed: 2.7ms preprocess, 21.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.59ca37869a3d9e8ee784208bb3e352cc.jpg: 640x640 (no detections), 13.8ms Speed: 2.7ms preprocess, 13.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.a3d46d5ec56e2f7c183e36a95cc0a1c2.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.9ms preprocess, 13.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.b2901afa4de607bba19863abd46de04c.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.bceb59d266251cb204dc5fc0b5fbc439.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.7ms preprocess, 15.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.cb6df403230c363168348ff4e7629595.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.0ms preprocess, 15.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.debcc3431184078652b82a7e56a172c8.jpg: 640x640 2 Potholes, 18.0ms Speed: 2.6ms preprocess, 18.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.f76f43a4d502f988b03691eef36f0748.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.2ms preprocess, 13.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-579_jpg.rf.fb946bdf558b5bd2236ff1a561c6fbca.jpg: 640x640 2 Potholes, 13.8ms Speed: 3.6ms preprocess, 13.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-57_jpg.rf.13bc8499b925599155fd702e63ed2275.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.2ms preprocess, 13.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-57_jpg.rf.3c3ab558d0ebd8e7aae1050c60e18fd9.jpg: 640x640 1 Pothole, 21.2ms Speed: 2.9ms preprocess, 21.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-57_jpg.rf.76bc5ed07b451f40743ff36c44eb792f.jpg: 640x640 2 Potholes, 14.6ms Speed: 3.1ms preprocess, 14.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-57_jpg.rf.8354cf4ec09396e59e1cfe99b52d1f22.jpg: 640x640 (no detections), 15.4ms Speed: 3.5ms preprocess, 15.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-57_jpg.rf.89208144724d2add80e74ab0407a7f2b.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.2ms preprocess, 16.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-57_jpg.rf.95ab2aec27ca707bf9575f2042f442be.jpg: 640x640 3 Potholes, 13.8ms Speed: 2.7ms preprocess, 13.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-57_jpg.rf.cc60fb9048d445f74f9535237bb5d87d.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.2ms preprocess, 13.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-57_jpg.rf.ff636a4d696bcc6beed688c0dbd7b685.jpg: 640x640 1 Pothole, 16.9ms Speed: 6.6ms preprocess, 16.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.110c8e0a86817e48bd47b953b6a281bd.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.4ms preprocess, 12.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.124450e8d1404039b8909e619ae285b9.jpg: 640x640 3 Potholes, 19.6ms Speed: 3.1ms preprocess, 19.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.1879ceda9009b9beee7343db295d1cbd.jpg: 640x640 3 Potholes, 13.0ms Speed: 3.7ms preprocess, 13.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.5202361e0013993b40672ce59a088e0c.jpg: 640x640 4 Potholes, 16.7ms Speed: 4.8ms preprocess, 16.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.7d370a06816bcf0fd2af6eb5dd3d8976.jpg: 640x640 3 Potholes, 12.9ms Speed: 2.7ms preprocess, 12.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.7fcf9b8ccec382b99e7c42851f0a2548.jpg: 640x640 3 Potholes, 12.9ms Speed: 5.7ms preprocess, 12.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.8c99c404945dc94b7b01dcf66cc0ba73.jpg: 640x640 3 Potholes, 13.2ms Speed: 5.6ms preprocess, 13.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.a0043019b62104aa777b7110276dd692.jpg: 640x640 3 Potholes, 15.3ms Speed: 2.8ms preprocess, 15.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-580_jpg.rf.ccfecadbfa7856c376394c8405c90717.jpg: 640x640 3 Potholes, 15.5ms Speed: 4.3ms preprocess, 15.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-581_jpg.rf.31115c6ee8331433e0e77511350bc07c.jpg: 640x640 8 Potholes, 14.4ms Speed: 2.8ms preprocess, 14.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-581_jpg.rf.bd2d03d50ff35049b2b30433ae66871e.jpg: 640x640 9 Potholes, 15.5ms Speed: 3.2ms preprocess, 15.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-581_jpg.rf.c1201fa3ec14ea55abc50b05b5edcd97.jpg: 640x640 3 Potholes, 14.7ms Speed: 6.9ms preprocess, 14.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-581_jpg.rf.c2d02b7c2a70ef45972b7df2da75f727.jpg: 640x640 9 Potholes, 14.6ms Speed: 2.7ms preprocess, 14.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-581_jpg.rf.ce78b88d7c0f9ef6863cf9749d1a70bc.jpg: 640x640 8 Potholes, 12.9ms Speed: 3.3ms preprocess, 12.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-581_jpg.rf.fc314f24f664517791536563a72bbe97.jpg: 640x640 2 Potholes, 15.3ms Speed: 2.8ms preprocess, 15.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-582_jpg.rf.f4a4e12c79d3a03619f9b92015dba207.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-583_jpg.rf.401aa0f2e2e87890b32bf0e553fb6caf.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.1ms preprocess, 15.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-583_jpg.rf.56e2f4a0435cdb0a23839ace74cc2b0e.jpg: 640x640 (no detections), 19.0ms Speed: 3.0ms preprocess, 19.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-583_jpg.rf.776a0c0b8ec9950dc34496bbdc366398.jpg: 640x640 1 Pothole, 17.1ms Speed: 3.4ms preprocess, 17.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-583_jpg.rf.9339dd442fe30646639db468fecbffe6.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.9ms preprocess, 13.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-583_jpg.rf.abe310a0a789545ac33838a26822a1f3.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.2ms preprocess, 13.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-583_jpg.rf.c0a85bb9d407a8b6e08642a5f34b233c.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.9ms preprocess, 15.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-583_jpg.rf.e3f1113a103f40509f679e064fdd0b1c.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.0ms preprocess, 13.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-583_jpg.rf.f40eeeb51451353673f86298a11941e7.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.6ms preprocess, 13.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.09987231432f41d8f4555907a5a8214a.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.9ms preprocess, 14.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.0f437084b317bab76ca46c434f579160.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.7ms preprocess, 12.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.1f2633b233d151a7cc56d504eabaaf02.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.8ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.1f520dd437705f477bb4adcea9c0087f.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.1ms preprocess, 13.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.29d038cd15f1c5451b10d56c767bf46f.jpg: 640x640 2 Potholes, 13.5ms Speed: 2.7ms preprocess, 13.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.3e1d526531fe76d9a58d8e7fceab64ee.jpg: 640x640 2 Potholes, 13.0ms Speed: 3.6ms preprocess, 13.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.5adca47848887e73ba34132924348cab.jpg: 640x640 3 Potholes, 14.7ms Speed: 2.6ms preprocess, 14.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.688ccc3a742fc5219f1ef32b824357fb.jpg: 640x640 2 Potholes, 13.7ms Speed: 3.2ms preprocess, 13.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.714e5f8448952ae52dd395fefb3d73d6.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.6ms preprocess, 12.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.7e3ab5c0890ed11fe37cf74804ed4ab8.jpg: 640x640 2 Potholes, 20.5ms Speed: 4.0ms preprocess, 20.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.940c715ac365df07bfb2beb8a394ce96.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.0ms preprocess, 12.7ms inference, 7.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.a1f698b8050c82bc0d10dde3b1a0d92b.jpg: 640x640 2 Potholes, 21.8ms Speed: 3.9ms preprocess, 21.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.b4507fb29b54823cebb68eabee2167fb.jpg: 640x640 2 Potholes, 12.6ms Speed: 3.3ms preprocess, 12.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-584_jpg.rf.e4bc625472a07e7e1bca75ef09b34cee.jpg: 640x640 3 Potholes, 22.3ms Speed: 3.0ms preprocess, 22.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.1cf3fc6be12c27d1502dc962b1573ab2.jpg: 640x640 2 Potholes, 13.4ms Speed: 3.2ms preprocess, 13.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.28650b27d93593729c252caf99836d18.jpg: 640x640 5 Potholes, 12.8ms Speed: 3.0ms preprocess, 12.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.420e296901d3474dedc4e499641ea4ea.jpg: 640x640 5 Potholes, 12.8ms Speed: 2.2ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.5446480d2521cff43bc8589fd5153a76.jpg: 640x640 5 Potholes, 14.2ms Speed: 3.1ms preprocess, 14.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.9858cc9e04a55da7c1e94877351fc639.jpg: 640x640 3 Potholes, 23.2ms Speed: 3.3ms preprocess, 23.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.9e898bdcb880df06c117a365a42ff5ed.jpg: 640x640 5 Potholes, 12.7ms Speed: 3.5ms preprocess, 12.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.d04ccd52ffea9f6c7fea942862f79e92.jpg: 640x640 2 Potholes, 12.6ms Speed: 3.5ms preprocess, 12.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.d54f85cfc6b6f56328c427b138446b84.jpg: 640x640 5 Potholes, 13.8ms Speed: 3.8ms preprocess, 13.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-585_jpg.rf.ff711aeb572b79ac7caffa775027ad11.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.2ms preprocess, 12.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-586_jpg.rf.0e5a0f26abf49e227ade4afa2ec7ef11.jpg: 640x640 1 Pothole, 24.4ms Speed: 2.7ms preprocess, 24.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-586_jpg.rf.107bf6ae0d8c5e00bcb9f5d111b8b081.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.9ms preprocess, 13.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-586_jpg.rf.19071e2eeced22c878b40912a48162a7.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-586_jpg.rf.34d58b43d9f334b8f5f1519f1fc6551f.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.4ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-586_jpg.rf.e83bf98b2506db323b539bb8d1e8b48a.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.6ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-587_jpg.rf.7b7c3a66c49782d5d65a0222a937d752.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.1ms preprocess, 12.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-587_jpg.rf.80b40d518ffc0ab0b7ca58d830975167.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-587_jpg.rf.ace414aa2e41a2f979644d0d0ee0e83d.jpg: 640x640 1 Pothole, 17.3ms Speed: 4.0ms preprocess, 17.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-587_jpg.rf.c7c3cac7d0cdf5177880ec7f3a258be9.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.5ms preprocess, 12.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-588_jpg.rf.9c9585bbfec26a809fc33059ede446c1.jpg: 640x640 (no detections), 16.7ms Speed: 6.4ms preprocess, 16.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-588_jpg.rf.c19955ca0d56d4e31cff776fc454093d.jpg: 640x640 1 Pothole, 18.7ms Speed: 3.5ms preprocess, 18.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-588_jpg.rf.c98f99dbf6aac48ee8b26f370dc0157d.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.4ms preprocess, 13.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-588_jpg.rf.d246bb22adb679fb99ecc9fd5e9027f2.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.3ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.2f04f6a6576a86737c8fdba7c04f782c.jpg: 640x640 1 Pothole, 14.4ms Speed: 7.3ms preprocess, 14.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.3e71ddb802a40b00dbb5694721393ebb.jpg: 640x640 11 Potholes, 12.6ms Speed: 2.7ms preprocess, 12.6ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.441a011fbb6017e9997c087f78bb82ae.jpg: 640x640 9 Potholes, 17.2ms Speed: 4.6ms preprocess, 17.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.552eb8a5c4abfbd713947af121f94a77.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.68002574b235e2dfa2a26b58e97c5368.jpg: 640x640 8 Potholes, 12.9ms Speed: 3.1ms preprocess, 12.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.ad4d5e9eebb6ad6acba43d002063e4e9.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.7ms preprocess, 12.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.c2ca998d1d4d7f81ab51932cf56c776e.jpg: 640x640 10 Potholes, 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.f678e4f583e3041732b3479806a15fa1.jpg: 640x640 2 Potholes, 16.4ms Speed: 5.1ms preprocess, 16.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-589_jpg.rf.feaec494eb084292d537817f7040acae.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.7ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-58_jpg.rf.00dcb4babe5525e7caa05ceef4574fef.jpg: 640x640 4 Potholes, 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-58_jpg.rf.48e1343c2707c234bc19726848c49d8d.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.6ms preprocess, 16.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-58_jpg.rf.60bb07d5feb2b83d948d66a01db4464b.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.6ms preprocess, 12.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-58_jpg.rf.7ddce0dff4a658ad4ffeaee17c4eb768.jpg: 640x640 2 Potholes, 13.1ms Speed: 5.6ms preprocess, 13.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-58_jpg.rf.d20225d623ee591092fc538878de64e2.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.6ms preprocess, 12.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-58_jpg.rf.de7c629ecc9002a734781fd662f9d9d0.jpg: 640x640 3 Potholes, 12.5ms Speed: 4.0ms preprocess, 12.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-590_jpg.rf.1282dc96d4098ad5de06fc91b3ebb60c.jpg: 640x640 1 Pothole, 17.0ms Speed: 3.6ms preprocess, 17.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-590_jpg.rf.22b2247fbc57a747735ebeb114b63694.jpg: 640x640 1 Pothole, 18.0ms Speed: 7.3ms preprocess, 18.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-590_jpg.rf.3ccce933d33e6640fd5ec37abb3202e1.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.6ms preprocess, 12.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-590_jpg.rf.5591a3c828f5e379fe68313288a9e040.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-590_jpg.rf.66f7296e3af81772cb600e5ceef956eb.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.1ms preprocess, 13.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-590_jpg.rf.b0f5ae1ce84173418ed3ba6ed124cb94.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.7ms preprocess, 14.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-590_jpg.rf.bacce0620a75c1a51f6961eaf1d7ede3.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.4ms preprocess, 14.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-590_jpg.rf.ce077bb9294c97fa897be106a032fb11.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.4ms preprocess, 14.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.0d42a915bbdce7bbf870cb61b7f8e2ee.jpg: 640x640 2 Potholes, 14.9ms Speed: 2.6ms preprocess, 14.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.394e993a0e3dab0670fb8255541b0ae4.jpg: 640x640 (no detections), 14.5ms Speed: 4.1ms preprocess, 14.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.396b8a2436832ed8db65196860721fd3.jpg: 640x640 2 Potholes, 14.0ms Speed: 2.9ms preprocess, 14.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.426a464f210fc39851a8a40d36f2f277.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.1ms preprocess, 12.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.77cbadca137db0999bdaf1536310c678.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.0ms preprocess, 12.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.97ce242a9e6640112a9b707eb95b242e.jpg: 640x640 2 Potholes, 17.2ms Speed: 3.3ms preprocess, 17.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.bd3ed8af54860f0df9fb2384e38a97e0.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.7ms preprocess, 12.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.d0a0a126a85f3aae7486049091704b7e.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.7ms preprocess, 12.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.dd07cccf128a0da7b624d17883b6cd27.jpg: 640x640 2 Potholes, 15.5ms Speed: 3.5ms preprocess, 15.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-591_jpg.rf.fe26904c3ca904641e538eb4951cc297.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.7ms preprocess, 12.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-592_jpg.rf.e4806b0cafb408885b0178beeabed811.jpg: 640x640 2 Potholes, 21.8ms Speed: 3.3ms preprocess, 21.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.3a0ba5779d602f843490e28f5352441a.jpg: 640x640 3 Potholes, 14.9ms Speed: 4.3ms preprocess, 14.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.498e1b238fabdf7db800227972923d4e.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.7ms preprocess, 12.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.54c4217f6d9f841cddc30aa8281e8c5c.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.9ms preprocess, 12.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.630a248de35927694933645baaa2f6b7.jpg: 640x640 3 Potholes, 16.4ms Speed: 2.2ms preprocess, 16.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.66722155f7b3ff155e2b8a2b0a84ac91.jpg: 640x640 3 Potholes, 12.9ms Speed: 2.6ms preprocess, 12.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.6eeb6ba3a911b347946cefb13ceeb28b.jpg: 640x640 3 Potholes, 13.0ms Speed: 2.9ms preprocess, 13.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.74bb6aca8a2b481789ad3f3f49fc8a09.jpg: 640x640 3 Potholes, 12.8ms Speed: 4.3ms preprocess, 12.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.86c4f3c3c8e932d63f3a4ab005d447cf.jpg: 640x640 3 Potholes, 12.7ms Speed: 2.2ms preprocess, 12.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.904a7591ede13a760e478816fe23d53d.jpg: 640x640 3 Potholes, 21.1ms Speed: 10.6ms preprocess, 21.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.9e4fce57029c641570485da907f29cab.jpg: 640x640 3 Potholes, 13.3ms Speed: 2.7ms preprocess, 13.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.b27409273254f8f34736592f8a3a3c25.jpg: 640x640 3 Potholes, 20.5ms Speed: 3.4ms preprocess, 20.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.b83898d0c00f9120e8345dbce5e12ce4.jpg: 640x640 3 Potholes, 16.3ms Speed: 2.3ms preprocess, 16.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.c3bf9e822535f509c8c79d636c9af776.jpg: 640x640 1 Pothole, 13.8ms Speed: 4.1ms preprocess, 13.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.e6681bda51cc272f39ecf278457f0c5a.jpg: 640x640 1 Pothole, 17.8ms Speed: 3.3ms preprocess, 17.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.e69eb8424e5a7ff9f3a85dfe99f07ac4.jpg: 640x640 1 Pothole, 16.5ms Speed: 3.6ms preprocess, 16.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-593_jpg.rf.ee320e012b6871273a707b980674ee50.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.4ms preprocess, 15.7ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-594_jpg.rf.07a8cdb0b28519b7eabded3faeb687b8.jpg: 640x640 3 Potholes, 12.8ms Speed: 2.5ms preprocess, 12.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-594_jpg.rf.3c610f03f9fa236d635a0419515a3134.jpg: 640x640 5 Potholes, 13.1ms Speed: 3.2ms preprocess, 13.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-594_jpg.rf.dbc34af88065e9ff186dbf0861388179.jpg: 640x640 (no detections), 15.1ms Speed: 4.1ms preprocess, 15.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-595_jpg.rf.25393518f0a905a63f66e54768ff51e1.jpg: 640x640 24 Potholes, 17.2ms Speed: 3.1ms preprocess, 17.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-595_jpg.rf.3a2d05d38fe14397b16f00fa2f98da7f.jpg: 640x640 5 Potholes, 25.7ms Speed: 3.4ms preprocess, 25.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-595_jpg.rf.4fb1536246d533ced5b20c149b3b5fb8.jpg: 640x640 27 Potholes, 13.0ms Speed: 3.1ms preprocess, 13.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-595_jpg.rf.6465f758ca307b2db4b8dc96a341114c.jpg: 640x640 27 Potholes, 13.0ms Speed: 3.1ms preprocess, 13.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-595_jpg.rf.a42057498ef3af5ac17004e5ee26aba6.jpg: 640x640 4 Potholes, 12.7ms Speed: 3.3ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-596_jpg.rf.750099212ca83ea0031bedb550a8a0d7.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.0ms preprocess, 15.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-596_jpg.rf.f4f70414d20c7889b2966c7af2c31dac.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.4ms preprocess, 12.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.0e2f6e162ddb47918f4a939a3fdbce3e.jpg: 640x640 2 Potholes, 18.3ms Speed: 2.6ms preprocess, 18.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.1208089c3a8881aa616ae7381b1b6a34.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.7ms preprocess, 12.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.1561be615e5ece458999b5c308e10e27.jpg: 640x640 2 Potholes, 13.3ms Speed: 3.2ms preprocess, 13.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.55d2fda9d4c378bc068b273a9b92dc7b.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.5ms preprocess, 12.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.58571b7777eb34357f8ce2578eccf927.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.2ms preprocess, 12.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.66a057b694395e2b6b852c1877e39b7b.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.0ms preprocess, 12.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.6a65a2c06637cd4e4bf3792907c2fe1a.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.1ms preprocess, 15.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.73d89e9e633a4286b9c5beccdce32368.jpg: 640x640 2 Potholes, 15.9ms Speed: 4.4ms preprocess, 15.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.7a6a6cc4af29d2737c760f6338296b54.jpg: 640x640 1 Pothole, 13.9ms Speed: 3.3ms preprocess, 13.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.9cfdd93da399cf1fc793452f86d6269e.jpg: 640x640 1 Pothole, 17.3ms Speed: 5.0ms preprocess, 17.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-597_jpg.rf.a3226bec334bff8bed0017f0edf21e8d.jpg: 640x640 2 Potholes, 13.9ms Speed: 4.5ms preprocess, 13.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-598_jpg.rf.2353a900870caf9a4564e7e6933182b0.jpg: 640x640 6 Potholes, 12.9ms Speed: 3.7ms preprocess, 12.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-598_jpg.rf.25d7c4309d49bd6f549a66482529392f.jpg: 640x640 5 Potholes, 16.9ms Speed: 3.4ms preprocess, 16.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-598_jpg.rf.4f06ac425dab66a2d37d522226109f89.jpg: 640x640 2 Potholes, 22.2ms Speed: 3.7ms preprocess, 22.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-598_jpg.rf.503b0a4a8a33b8a6d746ae367c20ac9f.jpg: 640x640 6 Potholes, 13.8ms Speed: 2.8ms preprocess, 13.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-598_jpg.rf.a4fef9a19ecf6d6adc4bcc876504933f.jpg: 640x640 5 Potholes, 13.7ms Speed: 2.8ms preprocess, 13.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-598_jpg.rf.a621cb6456d89c836212abff7b8e0768.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.6ms preprocess, 12.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-598_jpg.rf.c8beb2ad6bd71d9bcf1c1a630c6f3c38.jpg: 640x640 5 Potholes, 13.4ms Speed: 2.8ms preprocess, 13.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-598_jpg.rf.f2ba932d331d9a5fc306985ac68cef81.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.0ms preprocess, 12.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-599_jpg.rf.654e4ccce40aa2c397fc40e3da061a2e.jpg: 640x640 4 Potholes, 12.9ms Speed: 2.8ms preprocess, 12.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-599_jpg.rf.86add4758ec298727bd39c334f3b67a7.jpg: 640x640 15 Potholes, 12.9ms Speed: 2.5ms preprocess, 12.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-599_jpg.rf.d57f21c722e510d162fc878e16d4d9c1.jpg: 640x640 4 Potholes, 13.0ms Speed: 2.8ms preprocess, 13.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-59_jpg.rf.0f766345cfbe28e413c3e25b4e626f4f.jpg: 640x640 3 Potholes, 16.2ms Speed: 3.6ms preprocess, 16.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-59_jpg.rf.3b1f846c4b3104516a4118e717652053.jpg: 640x640 2 Potholes, 14.0ms Speed: 2.4ms preprocess, 14.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-59_jpg.rf.3fe707ad3b8f594f20c0b8d3d4b4fc98.jpg: 640x640 3 Potholes, 13.2ms Speed: 3.9ms preprocess, 13.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-59_jpg.rf.60e6c94479d66dc520f1c1f8b2a4efdb.jpg: 640x640 3 Potholes, 14.4ms Speed: 3.8ms preprocess, 14.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-59_jpg.rf.c2ac1f3ff17e877354eb8186d3a48696.jpg: 640x640 3 Potholes, 19.8ms Speed: 3.1ms preprocess, 19.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-59_jpg.rf.d78e3b544c8febe122511b55ad874099.jpg: 640x640 2 Potholes, 14.4ms Speed: 2.2ms preprocess, 14.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-59_jpg.rf.e208864dabbd9e270a1570c8501ca829.jpg: 640x640 2 Potholes, 14.3ms Speed: 2.9ms preprocess, 14.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-59_jpg.rf.f7c52153c9b43294d7fb63faa9c4586c.jpg: 640x640 3 Potholes, 14.4ms Speed: 2.9ms preprocess, 14.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-5_jpg.rf.28fb23bf97fd9c22230529d98a8ee58b.jpg: 640x640 3 Potholes, 14.5ms Speed: 3.0ms preprocess, 14.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-5_jpg.rf.3c124b857fe4ba7bd33147fb8978b72b.jpg: 640x640 3 Potholes, 15.1ms Speed: 3.7ms preprocess, 15.1ms inference, 7.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-5_jpg.rf.911d42b449b0a47cb1af9663ed776412.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.2ms preprocess, 14.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-5_jpg.rf.b119739beaec62be9a18692bd559566c.jpg: 640x640 3 Potholes, 14.5ms Speed: 3.1ms preprocess, 14.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-5_jpg.rf.b2edde4683c2b9ce397e8f2d0e1082ee.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.8ms preprocess, 14.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-5_jpg.rf.bbdb1ff73c912ece02a5a28ffbafe992.jpg: 640x640 2 Potholes, 14.8ms Speed: 4.2ms preprocess, 14.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-601_jpg.rf.0025b31e50701e5de38e53b3c553c40e.jpg: 640x640 2 Potholes, 14.7ms Speed: 2.9ms preprocess, 14.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-601_jpg.rf.5fb5ef66f3a0ec00b60e0b30c83b272f.jpg: 640x640 2 Potholes, 16.5ms Speed: 4.8ms preprocess, 16.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-601_jpg.rf.6ca46fecee01fa55c2d35d89b3f290c5.jpg: 640x640 2 Potholes, 17.3ms Speed: 3.1ms preprocess, 17.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-601_jpg.rf.93544026ff09ed3e7ee5ad6a11abe2f7.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.6ms preprocess, 15.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-601_jpg.rf.c0963bd4e988e6177531923201330068.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.4ms preprocess, 14.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-601_jpg.rf.ec44c1aa6f2afdbc80e022c4df59a280.jpg: 640x640 2 Potholes, 15.6ms Speed: 4.7ms preprocess, 15.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.0d3270836b37ac62b78cbde0dd045d67.jpg: 640x640 (no detections), 15.7ms Speed: 3.0ms preprocess, 15.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.3d1093c2587744fecce0962206b863e5.jpg: 640x640 (no detections), 19.0ms Speed: 3.9ms preprocess, 19.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.4016205f63815a64088e60f4da19d5c8.jpg: 640x640 1 Pothole, 14.8ms Speed: 3.5ms preprocess, 14.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.441c54580354014306aee06aa1579f8f.jpg: 640x640 1 Pothole, 14.8ms Speed: 3.3ms preprocess, 14.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.4b3f80d3e750783f913a42d07215ed67.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.6ms preprocess, 13.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.55d682ae23d4d8cd73342f5ab11bf8ef.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.9ms preprocess, 13.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.8589f38d0b2faacf6c34fd5e25504e02.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.0ms preprocess, 13.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.9c1371da7d55f243d30078ffafeb3deb.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.7ms preprocess, 12.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.a81d6a2b5cfe7c97130afc7cf780105f.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.3ms preprocess, 12.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.b2c929a3106691ad715bcf535b9e8d4a.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-602_jpg.rf.e52a5beb5db3915ff293846f38f511e1.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.7ms preprocess, 17.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-603_jpg.rf.135b00a12f6a235d3dd66781b5b2251c.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.7ms preprocess, 12.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-603_jpg.rf.2380b524ff0085e312bdd21a0b8adb9e.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.7ms preprocess, 12.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-603_jpg.rf.49293b53d80ffe5a1614814ca4cd4f54.jpg: 640x640 1 Pothole, 14.8ms Speed: 3.0ms preprocess, 14.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-603_jpg.rf.712a6e6e18da425408d351d7b7c2860c.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.7ms preprocess, 12.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-603_jpg.rf.8bb7adcace2a01da197dfefcc636e25e.jpg: 640x640 2 Potholes, 16.8ms Speed: 1.9ms preprocess, 16.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-603_jpg.rf.9c647faf6ed46979e7d68806873dcea5.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.7ms preprocess, 13.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-603_jpg.rf.cd55a28cc9b4fec38b72b1be8b919e08.jpg: 640x640 1 Pothole, 13.6ms Speed: 4.6ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-604_jpg.rf.2fbee5cc1c1e0752115cfcf47de2439a.jpg: 640x640 11 Potholes, 15.5ms Speed: 4.0ms preprocess, 15.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-604_jpg.rf.7093dd17b1e90ded82ed1c7d77037d83.jpg: 640x640 11 Potholes, 12.7ms Speed: 3.2ms preprocess, 12.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-604_jpg.rf.9b47fbb2e5dd233d56da94d1bbae6f50.jpg: 640x640 10 Potholes, 12.8ms Speed: 2.9ms preprocess, 12.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-604_jpg.rf.e3b5e2075e4a78f9a3bd552de425d977.jpg: 640x640 10 Potholes, 18.5ms Speed: 3.3ms preprocess, 18.5ms inference, 8.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-605_jpg.rf.422f28edbe2105f8ed9ce7e5b50bee2c.jpg: 640x640 1 Pothole, 19.4ms Speed: 3.0ms preprocess, 19.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-605_jpg.rf.844e57df1481ecdb4263f672e0694ca9.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.4ms preprocess, 12.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-605_jpg.rf.a11567b22a24a49f30594492daa08b06.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.4ms preprocess, 17.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-605_jpg.rf.b3d63093dce646717d28ed1ad0b8a81e.jpg: 640x640 1 Pothole, 19.8ms Speed: 3.5ms preprocess, 19.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-605_jpg.rf.c7d21eeacda1d7bb70466529ddb71677.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.9ms preprocess, 13.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-606_jpg.rf.0ec8584f69bb13996ae68f3283ce6e23.jpg: 640x640 1 Pothole, 18.6ms Speed: 2.8ms preprocess, 18.6ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-606_jpg.rf.8e4e9797c275e120054fd023947f2bd2.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.1ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.14351e8dc8893fcc25eb40bdc725e682.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.7ms preprocess, 15.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.1f5a93ea17bae0041ef1ec328b4d081b.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.339392a2bb2f008136110fd77b7d53cc.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.5ms preprocess, 13.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.4efb0761bae948fa5c1b08084cecd614.jpg: 640x640 1 Pothole, 18.3ms Speed: 1.9ms preprocess, 18.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.6a9b792d94928727bb1d4f1a048dcb5b.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.6ms preprocess, 12.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.88cde6024960bd587db4543272ee250d.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.4ms preprocess, 12.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.933700a75366d86e1bb02f30a5e1b4bc.jpg: 640x640 1 Pothole, 20.6ms Speed: 2.6ms preprocess, 20.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.9969e671fc4c60aaf7186042120d0244.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.0ms preprocess, 12.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.c04fce2db95d185f870f2190ab9b208b.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.1ms preprocess, 16.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.c7de05166b1cd7ec4350b68a3ea2736b.jpg: 640x640 1 Pothole, 13.9ms Speed: 5.0ms preprocess, 13.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.c94dbd4b2b976aa7ac8fbc856766811d.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.8ms preprocess, 14.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.ca6b38f0a284262a1234c9d6e893e11e.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.9ms preprocess, 12.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-607_jpg.rf.da805e34288993e383b79bb29370ac36.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.8ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-608_jpg.rf.263019563f6240197cd220a1cae075ab.jpg: 640x640 (no detections), 12.6ms Speed: 2.9ms preprocess, 12.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-608_jpg.rf.4ca753d8be7c26d58ab858cf81a193d9.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.1ms preprocess, 12.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-608_jpg.rf.a2b05482cf2775618e270dc4fc71419b.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.8ms preprocess, 15.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-608_jpg.rf.f49ce98f7c8cd3051d0a5aed57c89c7e.jpg: 640x640 1 Pothole, 12.6ms Speed: 4.0ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-609_jpg.rf.0a72872fedb225c74b2fe0551db7b716.jpg: 640x640 1 Pothole, 18.2ms Speed: 3.3ms preprocess, 18.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-609_jpg.rf.352b413cfd662fdb12b97038ab8c4c83.jpg: 640x640 7 Potholes, 14.0ms Speed: 2.7ms preprocess, 14.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-609_jpg.rf.6694c1b64a2f85a8d83d049550c2ddfd.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.1ms preprocess, 13.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-60_jpg.rf.00d33502f6a6c980a920febced7e163b.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.6ms preprocess, 12.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-60_jpg.rf.1549a55e6ce3f54b98504496a99308fa.jpg: 640x640 (no detections), 12.6ms Speed: 2.9ms preprocess, 12.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-60_jpg.rf.21096fbdfd3617ead2f3171fc7fe4b1d.jpg: 640x640 1 Pothole, 18.7ms Speed: 2.7ms preprocess, 18.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-60_jpg.rf.b2d3f0c15c921ac3933a0b250e3beaf8.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.0ms preprocess, 13.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-60_jpg.rf.d89b57b88098d5a34fa36f7afff7df1d.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.1ms preprocess, 12.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-60_jpg.rf.e4127caa3a34e8053990af496453eb33.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.5ms preprocess, 13.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-611_jpg.rf.0054da5098278c0f37e7f2ab3024873a.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.2ms preprocess, 13.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-611_jpg.rf.11216818c4a663cea386ce02ca7d7291.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.6ms preprocess, 12.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-611_jpg.rf.23abf4d0fad9af699c7ed08b113fabf5.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.6ms preprocess, 15.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-611_jpg.rf.4af592ab351d704e97f0d721671054f1.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.7ms preprocess, 15.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-611_jpg.rf.6b68729962f38c421a86da9c1dbe3cb1.jpg: 640x640 1 Pothole, 14.2ms Speed: 4.8ms preprocess, 14.2ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-611_jpg.rf.915672169c9dc2d7b31e237534ac1192.jpg: 640x640 1 Pothole, 15.2ms Speed: 4.3ms preprocess, 15.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-612_jpg.rf.1f20d4d7e535964eb459d145e407695a.jpg: 640x640 3 Potholes, 21.2ms Speed: 3.3ms preprocess, 21.2ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-612_jpg.rf.2368574ed57a01d6aa7e3ed2a68bb705.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.6ms preprocess, 12.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-612_jpg.rf.24e1877fbe957023dbb8adba2f5c4639.jpg: 640x640 4 Potholes, 16.4ms Speed: 3.4ms preprocess, 16.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-612_jpg.rf.35fe0fc8304fecb27f64ae49e0af9f2e.jpg: 640x640 4 Potholes, 16.5ms Speed: 2.9ms preprocess, 16.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-612_jpg.rf.4971d2e6eb99ce014d279b9c388cff6a.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.7ms preprocess, 14.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-612_jpg.rf.4cb817e98131c10af714c341c3e01a6d.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.0ms preprocess, 14.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-612_jpg.rf.543146506949c9f84e91d7c5f1331c54.jpg: 640x640 3 Potholes, 14.2ms Speed: 2.3ms preprocess, 14.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-612_jpg.rf.d10b542de5baf1422a64828e0c3eb68c.jpg: 640x640 3 Potholes, 14.8ms Speed: 3.9ms preprocess, 14.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-613_jpg.rf.0be9f9f43bd3816c8967ed22ec2abd26.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.7ms preprocess, 12.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-613_jpg.rf.0e9095cd204ff748e9e1ada0ae0af59b.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.4ms preprocess, 15.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-613_jpg.rf.3ff69c7d93b4b303b5b521ef5c3ba0d3.jpg: 640x640 1 Pothole, 12.2ms Speed: 2.3ms preprocess, 12.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-613_jpg.rf.4f532f0ada38e4d71e38e022e785ffc3.jpg: 640x640 1 Pothole, 17.9ms Speed: 7.0ms preprocess, 17.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-613_jpg.rf.7700497215fc65ac8cc03ccef8df7ae0.jpg: 640x640 2 Potholes, 12.3ms Speed: 3.5ms preprocess, 12.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-613_jpg.rf.862e3426dd4d96113900b9839de06e5c.jpg: 640x640 2 Potholes, 12.6ms Speed: 3.3ms preprocess, 12.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-613_jpg.rf.c0568e0fa8cea9f66de9c289c1c3aff6.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.8ms preprocess, 13.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-613_jpg.rf.d4406455b551c12b80c204c062d149b7.jpg: 640x640 1 Pothole, 13.9ms Speed: 4.9ms preprocess, 13.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-614_jpg.rf.06da455775e182b545497253f9a1fd5f.jpg: 640x640 2 Potholes, 14.5ms Speed: 3.1ms preprocess, 14.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-614_jpg.rf.21ecfece46ef713ff7223cc3d47c484b.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.0ms preprocess, 15.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-614_jpg.rf.3243defa640c3697224111b1a3b7bc4a.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.4ms preprocess, 17.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-614_jpg.rf.d65ed3c021242c06cc609085a330f729.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.6ms preprocess, 13.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-614_jpg.rf.d79a311ed9db4bad03bc54c7e4ed5756.jpg: 640x640 2 Potholes, 13.1ms Speed: 3.3ms preprocess, 13.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-614_jpg.rf.d84c80265d816c77ec908e56e1e3f7c3.jpg: 640x640 1 Pothole, 19.9ms Speed: 5.2ms preprocess, 19.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-614_jpg.rf.fc011484da861aceca2b9d74b3866af6.jpg: 640x640 2 Potholes, 13.6ms Speed: 3.2ms preprocess, 13.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.16cac26b58c8b6eca36e24b434d9059e.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.5ms preprocess, 12.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.427f21c0a517261d314a6445b39ac194.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.4ms preprocess, 12.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.5c02fcc5f002a17cf65bd44f63404137.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.1ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.76ab135eb15125aae2ff79e3b799bdd9.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.7ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.984d0e11a19659d099e14d428d2ea20d.jpg: 640x640 2 Potholes, 20.4ms Speed: 3.5ms preprocess, 20.4ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.9918a58d9b69361ae4115acbe4afceb8.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.8ms preprocess, 12.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.acbe52d5807f42ead96294646f23c1bc.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.0ms preprocess, 16.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.c4f410faf5e51c59dcca9a0c89999833.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.7ms preprocess, 12.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-615_jpg.rf.d48267c3f238e5f2db6529e637737082.jpg: 640x640 1 Pothole, 12.4ms Speed: 3.4ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-616_jpg.rf.0d2701c824bf1972f9fb15b0b8ab56d9.jpg: 640x640 4 Potholes, 21.4ms Speed: 6.8ms preprocess, 21.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-616_jpg.rf.32446b981ba4ad91f2a2706bddf4bac2.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-616_jpg.rf.802aac759d2aaa3096236b0521148092.jpg: 640x640 4 Potholes, 18.4ms Speed: 2.4ms preprocess, 18.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-616_jpg.rf.90e958f88abbdc202da083d66e2a6cac.jpg: 640x640 4 Potholes, 12.3ms Speed: 2.7ms preprocess, 12.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-616_jpg.rf.af16faa35d500c0f3ee7a1c937340949.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.6ms preprocess, 12.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-616_jpg.rf.b62c85cc018c8c2f9f5707119416cd0d.jpg: 640x640 3 Potholes, 16.4ms Speed: 7.4ms preprocess, 16.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-616_jpg.rf.f174b131d675a5a63046b4cdea750514.jpg: 640x640 4 Potholes, 12.7ms Speed: 3.0ms preprocess, 12.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.03c2187549998f15852b318a29836440.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.47d3d4fe3608abf220f218be5683c51c.jpg: 640x640 6 Potholes, 12.5ms Speed: 4.5ms preprocess, 12.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.4c3ad26537ec81dfd84da93617c2adde.jpg: 640x640 5 Potholes, 13.7ms Speed: 3.2ms preprocess, 13.7ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.52f6c2d361faa679e1b2cf9df03b253f.jpg: 640x640 5 Potholes, 16.8ms Speed: 4.8ms preprocess, 16.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.68d49ed59a7047bd585192d5782512e0.jpg: 640x640 5 Potholes, 12.3ms Speed: 3.6ms preprocess, 12.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.8339c489b3109358e2eabfd35992a4e2.jpg: 640x640 6 Potholes, 16.6ms Speed: 3.1ms preprocess, 16.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.85ba9ad26346a6e6793970090a5baf2c.jpg: 640x640 6 Potholes, 15.7ms Speed: 2.7ms preprocess, 15.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.927a59131809176ca20968f627044841.jpg: 640x640 6 Potholes, 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.927e1934634a2c4a52a5216f9fa9485e.jpg: 640x640 6 Potholes, 13.6ms Speed: 2.7ms preprocess, 13.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.95a6e9b0098ff7418d18d6448e6563c6.jpg: 640x640 2 Potholes, 13.9ms Speed: 2.6ms preprocess, 13.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.b28f2997c30c1c9fec935d0dc9b49b24.jpg: 640x640 5 Potholes, 12.3ms Speed: 2.8ms preprocess, 12.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.c996f441527760de450ddb69bdb0d6a1.jpg: 640x640 1 Pothole, 17.9ms Speed: 2.9ms preprocess, 17.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.cabdff95037c8522fd34e750ef25081c.jpg: 640x640 6 Potholes, 12.8ms Speed: 2.9ms preprocess, 12.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-617_jpg.rf.d61eacb96fdde2bb756e93d456cb46d2.jpg: 640x640 5 Potholes, 14.4ms Speed: 2.6ms preprocess, 14.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.3617a9da8ecd11f24814dce5b44f4b39.jpg: 640x640 5 Potholes, 21.7ms Speed: 5.2ms preprocess, 21.7ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.3e4176d4dd46919aaa66e99645c81604.jpg: 640x640 7 Potholes, 22.6ms Speed: 4.0ms preprocess, 22.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.5819fcf3a43903d25d08e31142828cf4.jpg: 640x640 5 Potholes, 12.5ms Speed: 2.9ms preprocess, 12.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.7f02928e6b3fadf87103078e6065e53c.jpg: 640x640 5 Potholes, 16.2ms Speed: 3.5ms preprocess, 16.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.91bc1c48db4a7a6e03ac5db38765d770.jpg: 640x640 2 Potholes, 16.4ms Speed: 3.5ms preprocess, 16.4ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.9e867c71c8718e34fa286aa398421dc3.jpg: 640x640 3 Potholes, 17.5ms Speed: 4.5ms preprocess, 17.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.a388f2c13d8896c735f23b4238464358.jpg: 640x640 4 Potholes, 13.1ms Speed: 3.5ms preprocess, 13.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.ab80ae4cff45ecb2991d2520e2c49402.jpg: 640x640 7 Potholes, 13.5ms Speed: 4.3ms preprocess, 13.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.b4e219a0bdd33d18501be01022971ebb.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.5ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.b97e58d28adc4bf62edc537418e00d31.jpg: 640x640 5 Potholes, 17.7ms Speed: 4.1ms preprocess, 17.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.bd01fe88a0fa73834cbeacc6ed7dc515.jpg: 640x640 4 Potholes, 12.9ms Speed: 3.0ms preprocess, 12.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-618_jpg.rf.f49bb1cee017fbd48eb070e26ee166a0.jpg: 640x640 4 Potholes, 13.8ms Speed: 2.6ms preprocess, 13.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-619_jpg.rf.064a5cd435e78f58b929132fb97ae460.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.3ms preprocess, 12.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-619_jpg.rf.200f8a03f6ea0328ed536d1c78a524ea.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.8ms preprocess, 12.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-619_jpg.rf.289dd19aad984ddc2d6bb8d5625fcafb.jpg: 640x640 2 Potholes, 16.7ms Speed: 2.7ms preprocess, 16.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-619_jpg.rf.622b52fd005a44fdc6b1df48ebbf9e78.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-619_jpg.rf.65747c428290c5ee82b71f4791aae710.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.7ms preprocess, 12.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-619_jpg.rf.8c6641ca92649241c09cabbb75ace816.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.6ms preprocess, 13.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-619_jpg.rf.998c4f4e8b273c9ce77280c80d5afa09.jpg: 640x640 1 Pothole, 17.0ms Speed: 5.8ms preprocess, 17.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-619_jpg.rf.dd106d879dcaf765787394c578482344.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.5ms preprocess, 15.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-61_jpg.rf.b7efcb1de30cb2a1f5bc3b654f505fcd.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.0ms preprocess, 13.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-61_jpg.rf.c81bfc19951735982b0cbb0b776d0d15.jpg: 640x640 2 Potholes, 24.1ms Speed: 3.6ms preprocess, 24.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.21f312fb4cc4c03c6a889614aad85b38.jpg: 640x640 (no detections), 16.8ms Speed: 4.1ms preprocess, 16.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.3ee7103463a614687add57b82c2cc415.jpg: 640x640 1 Pothole, 13.4ms Speed: 4.4ms preprocess, 13.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.4699d28723be75d9ad256211668014b0.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.8ms preprocess, 14.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.6202740f1951b0a8f070adcf719b7dbb.jpg: 640x640 (no detections), 14.8ms Speed: 3.6ms preprocess, 14.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.6f9531bb4bd10627f43b6ecfd01c967d.jpg: 640x640 1 Pothole, 17.4ms Speed: 2.7ms preprocess, 17.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.98f0750bd3d1c032898584bd4cfce24d.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.8ms preprocess, 15.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.a02e6c869bec0880e6367899d495c47d.jpg: 640x640 1 Pothole, 14.4ms Speed: 1.9ms preprocess, 14.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.b3257aafb9c70c42bdfb4c65f7cfce6e.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.4ms preprocess, 14.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.bc374725d5d5c44312dea973f960673e.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.6ms preprocess, 14.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.d00c159f8344c15fd9fb9fd16fad9f02.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.0ms preprocess, 15.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.d7d159309b3ad6513d05a52839214ec0.jpg: 640x640 1 Pothole, 16.6ms Speed: 4.7ms preprocess, 16.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.db8aad8bf4f177532a27aa33d9e56f02.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.6ms preprocess, 14.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.ea13beca17c2113e9f1e8954ca2b7f71.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.3ms preprocess, 14.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-620_jpg.rf.eeb4fdf9d1825c0d357cf6c8f0cdcadf.jpg: 640x640 2 Potholes, 14.8ms Speed: 3.8ms preprocess, 14.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-621_jpg.rf.0c8bddc4e10afaeb95c75fa6a27fea4d.jpg: 640x640 7 Potholes, 14.5ms Speed: 3.4ms preprocess, 14.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-621_jpg.rf.3269baa1484d905c384c3128d3eb0503.jpg: 640x640 6 Potholes, 16.1ms Speed: 4.8ms preprocess, 16.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-621_jpg.rf.58d7969878ebd3b09bb2da7ad724d4cd.jpg: 640x640 5 Potholes, 14.5ms Speed: 2.5ms preprocess, 14.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-621_jpg.rf.67cf578d8f302ac15347c151818a59f9.jpg: 640x640 6 Potholes, 14.4ms Speed: 3.7ms preprocess, 14.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-621_jpg.rf.70ebe97e576edef2142d52216e6946a4.jpg: 640x640 5 Potholes, 14.5ms Speed: 3.3ms preprocess, 14.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-621_jpg.rf.a3eaf25af1d6877c1da82bb7abbed63c.jpg: 640x640 (no detections), 14.6ms Speed: 3.6ms preprocess, 14.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-621_jpg.rf.d20f2d6153fd16632099083464426abe.jpg: 640x640 7 Potholes, 14.3ms Speed: 2.9ms preprocess, 14.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-621_jpg.rf.e16d34cf2f1d17519ebf123355c656b3.jpg: 640x640 (no detections), 13.6ms Speed: 7.5ms preprocess, 13.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.221a3eb7016e5ccc6385a1e0d0d22b8c.jpg: 640x640 9 Potholes, 16.2ms Speed: 3.8ms preprocess, 16.2ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.23761c767e2dcc8a45ecabe0eb939255.jpg: 640x640 10 Potholes, 14.6ms Speed: 4.1ms preprocess, 14.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.281161cbf23425703840b4856f8e30f2.jpg: 640x640 9 Potholes, 14.2ms Speed: 2.7ms preprocess, 14.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.299b5956c1c9945250e338f9b1c15999.jpg: 640x640 9 Potholes, 15.1ms Speed: 3.7ms preprocess, 15.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.5a77773d357f4d53c0a4e86e43ffef50.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.5ms preprocess, 13.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.5fe0ab044051af8a4b175ae74402b75e.jpg: 640x640 9 Potholes, 12.6ms Speed: 5.0ms preprocess, 12.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.77021b3f85bd43be080175f3f5751c5a.jpg: 640x640 2 Potholes, 15.1ms Speed: 2.9ms preprocess, 15.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.806a71cd6ef457df69abd5cd2054a0b0.jpg: 640x640 4 Potholes, 12.6ms Speed: 2.9ms preprocess, 12.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.8f819585002ba3278f804f9da52e0843.jpg: 640x640 4 Potholes, 19.2ms Speed: 2.9ms preprocess, 19.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.b385e84b473d82a51d22c345f0a8e04c.jpg: 640x640 3 Potholes, 12.9ms Speed: 2.8ms preprocess, 12.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.c8f8429afba000038237173a6ab5fb41.jpg: 640x640 10 Potholes, 15.4ms Speed: 3.1ms preprocess, 15.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.dc569bf7998d427b7d7d2c445dd1b4c4.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.5ms preprocess, 13.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.df77e0bb125c18e66b304adaf8a5eb39.jpg: 640x640 10 Potholes, 26.7ms Speed: 6.0ms preprocess, 26.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-622_jpg.rf.f0dec5d94967114d4943a08544098535.jpg: 640x640 10 Potholes, 13.1ms Speed: 3.1ms preprocess, 13.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.122c9178ebfaaecea6fb0432d3fd0ef5.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.6ms preprocess, 13.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.2341457ab16ef7e6f004f8d3e3603da2.jpg: 640x640 1 Pothole, 13.4ms Speed: 4.4ms preprocess, 13.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.2cc0b9520c2d8928098cfd5b5097fac6.jpg: 640x640 1 Pothole, 50.1ms Speed: 4.4ms preprocess, 50.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.38b7853f9b3c9e492d065d125f24f70d.jpg: 640x640 1 Pothole, 26.4ms Speed: 7.4ms preprocess, 26.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.a638dd3bfb97f61f1c1f2bbcd849004b.jpg: 640x640 1 Pothole, 18.6ms Speed: 4.4ms preprocess, 18.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.b3525469c577ac246e8e6f814757416f.jpg: 640x640 1 Pothole, 14.8ms Speed: 3.1ms preprocess, 14.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.b862467393c481bd1e5215fcaeef7c69.jpg: 640x640 1 Pothole, 25.2ms Speed: 4.2ms preprocess, 25.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.c74a83aafcc690131034aed0991257d2.jpg: 640x640 1 Pothole, 20.8ms Speed: 4.3ms preprocess, 20.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.e6b0bbfec08e43e55990b769e9d1d2cc.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.5ms preprocess, 15.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.ed919b8cd3ba577f899f6693c092c4f3.jpg: 640x640 1 Pothole, 17.0ms Speed: 4.8ms preprocess, 17.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.f50b10e55a66df85690c4adc8109be35.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.8ms preprocess, 15.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-623_jpg.rf.f584723baa84282c9d4f8411b56676fe.jpg: 640x640 1 Pothole, 17.3ms Speed: 6.6ms preprocess, 17.3ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-624_jpg.rf.ab7f0b7255233b16a4e6486dcd8b98cb.jpg: 640x640 16 Potholes, 19.8ms Speed: 3.6ms preprocess, 19.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-624_jpg.rf.d11da4cc8a46a910003c08f214a95e06.jpg: 640x640 14 Potholes, 12.7ms Speed: 3.4ms preprocess, 12.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-625_jpg.rf.e90ac795c64eee559c3efc45ed1eb3a2.jpg: 640x640 4 Potholes, 12.7ms Speed: 4.7ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-626_jpg.rf.24341e3eddd0055f4cb47066f570aeff.jpg: 640x640 1 Pothole, 20.8ms Speed: 4.5ms preprocess, 20.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-626_jpg.rf.26f7aee88a2ec130037366ffbd375593.jpg: 640x640 2 Potholes, 12.7ms Speed: 4.0ms preprocess, 12.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-626_jpg.rf.2e54ac21f1a70cf60277eeb86a822ece.jpg: 640x640 1 Pothole, 14.2ms Speed: 4.1ms preprocess, 14.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-626_jpg.rf.519aecb79b0a4ecf59e0a6c977a6cdc8.jpg: 640x640 (no detections), 19.8ms Speed: 6.4ms preprocess, 19.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-626_jpg.rf.5402082ea676d5b236b527b6c44a0ae5.jpg: 640x640 2 Potholes, 19.1ms Speed: 5.9ms preprocess, 19.1ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-626_jpg.rf.9402ec00561ab2571fb28b3d028c9efe.jpg: 640x640 1 Pothole, 20.1ms Speed: 4.1ms preprocess, 20.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-626_jpg.rf.b3957749fbcb2825e3e99c79e609b23f.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.1ms preprocess, 14.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-626_jpg.rf.e32be0f2307eab0f2dbca1bb90fe28cb.jpg: 640x640 (no detections), 15.2ms Speed: 4.6ms preprocess, 15.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.09e2112e49e029644a917ba68b61f24b.jpg: 640x640 1 Pothole, 14.5ms Speed: 4.1ms preprocess, 14.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.4c95456f5279f3778c679fd622095d2d.jpg: 640x640 1 Pothole, 17.0ms Speed: 4.2ms preprocess, 17.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.60269296dfc0314c90fcc6fc8f82be13.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.4ms preprocess, 13.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.61a6b828a60569ae42069c93f550d78d.jpg: 640x640 2 Potholes, 15.0ms Speed: 3.9ms preprocess, 15.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.751e3b833307c37af179140dfd17c200.jpg: 640x640 2 Potholes, 16.5ms Speed: 4.4ms preprocess, 16.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.7fbbe864cbbc812cd840d894edc00638.jpg: 640x640 2 Potholes, 21.7ms Speed: 5.6ms preprocess, 21.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.af96ac73ea843b1a733b7ff5a037ad5d.jpg: 640x640 2 Potholes, 17.8ms Speed: 3.9ms preprocess, 17.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.c734a0bb821daec56240171b294ec1e8.jpg: 640x640 2 Potholes, 21.3ms Speed: 4.9ms preprocess, 21.3ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.e2bb9c947f91712cba1cb7b7a51d6858.jpg: 640x640 2 Potholes, 41.4ms Speed: 5.9ms preprocess, 41.4ms inference, 6.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.e3e01ea6d4c104d47619515853ec2b0a.jpg: 640x640 1 Pothole, 16.1ms Speed: 4.9ms preprocess, 16.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.ee084a031b0df87150c3988dae554a37.jpg: 640x640 1 Pothole, 20.9ms Speed: 5.1ms preprocess, 20.9ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.efdcb3060ee415359c1cdb0fbb4b9df2.jpg: 640x640 2 Potholes, 20.8ms Speed: 4.5ms preprocess, 20.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-627_jpg.rf.fcaee3e448ad661e31043771f84e138f.jpg: 640x640 2 Potholes, 19.4ms Speed: 4.1ms preprocess, 19.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-628_jpg.rf.59a13aa88b173b55335413a4ad7f2bb6.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.8ms preprocess, 16.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-628_jpg.rf.85a72e3846b4501094f83efa7a7b5cf8.jpg: 640x640 1 Pothole, 21.9ms Speed: 4.7ms preprocess, 21.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-628_jpg.rf.bd81096342c87782da736f6c6d773e7b.jpg: 640x640 1 Pothole, 21.6ms Speed: 4.9ms preprocess, 21.6ms inference, 9.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-628_jpg.rf.c68311ac1a1a51fd5d029f118bdf5571.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.9ms preprocess, 16.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-629_jpg.rf.1c96cdaa3c52f8a74944008f487f7694.jpg: 640x640 2 Potholes, 16.0ms Speed: 4.1ms preprocess, 16.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-629_jpg.rf.1dcb68322ed398f96992d86adc9559f5.jpg: 640x640 1 Pothole, 19.8ms Speed: 5.0ms preprocess, 19.8ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-629_jpg.rf.7e0de5705cf1928f2723537de0f9a562.jpg: 640x640 1 Pothole, 16.2ms Speed: 4.4ms preprocess, 16.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-629_jpg.rf.ef49030e22b67f6332f7e5cd19135634.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.1ms preprocess, 16.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-630_jpg.rf.7e43e9d025e3283f5bc69c15432ad2c1.jpg: 640x640 3 Potholes, 16.4ms Speed: 7.2ms preprocess, 16.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.00a6672b079589b53927b9a79012d6fb.jpg: 640x640 3 Potholes, 17.7ms Speed: 4.0ms preprocess, 17.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.097f75c627ab8674c910bd1ae2ee516c.jpg: 640x640 3 Potholes, 16.6ms Speed: 6.7ms preprocess, 16.6ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.3ec90f9bba98228a27bc9f52313e1083.jpg: 640x640 3 Potholes, 17.3ms Speed: 3.4ms preprocess, 17.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.3f027333572bc7177863d535666c4d52.jpg: 640x640 2 Potholes, 18.4ms Speed: 6.1ms preprocess, 18.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.425fc6914311fe8da62fe6f17564b11f.jpg: 640x640 2 Potholes, 16.3ms Speed: 3.6ms preprocess, 16.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.452896e489341ab6cf3455837d2436b1.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.8ms preprocess, 16.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.614dd631ec6cbc3ec62f39683160dbbc.jpg: 640x640 3 Potholes, 16.3ms Speed: 3.7ms preprocess, 16.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.a5888de545e97dca6be2d9fc4ae53f6f.jpg: 640x640 3 Potholes, 16.2ms Speed: 4.2ms preprocess, 16.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.b66199f2728404bb22c3bd987a669a24.jpg: 640x640 3 Potholes, 16.1ms Speed: 5.3ms preprocess, 16.1ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.b758273143cabbb0397b535d72ed3d09.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.2ms preprocess, 16.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.c01baa24e02edbd57eaf9b86e6b233c6.jpg: 640x640 3 Potholes, 16.1ms Speed: 3.8ms preprocess, 16.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.cd342fcb1800ce60544749431279d086.jpg: 640x640 3 Potholes, 16.4ms Speed: 4.8ms preprocess, 16.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.d63b0a512214d20741b4708f92baab60.jpg: 640x640 4 Potholes, 24.4ms Speed: 4.3ms preprocess, 24.4ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.e5a9de4681c5b560dfe3809cdcbf889d.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.9ms preprocess, 16.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.f1d26057174a16155143cf2f210782fc.jpg: 640x640 3 Potholes, 17.7ms Speed: 4.0ms preprocess, 17.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-631_jpg.rf.f7c3f21688a03988c06a44a6696323fc.jpg: 640x640 2 Potholes, 16.0ms Speed: 3.0ms preprocess, 16.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-632_jpg.rf.43a74e2f29951e682f65795a0c75aaea.jpg: 640x640 2 Potholes, 16.3ms Speed: 4.6ms preprocess, 16.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-632_jpg.rf.75812ed1431fe4fe03b9d6ebe3c70ea9.jpg: 640x640 1 Pothole, 16.4ms Speed: 4.7ms preprocess, 16.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-632_jpg.rf.af745435e0a6a35b48da75841b8b907b.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.5ms preprocess, 16.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.29d345179430c4c1a58ed603a5e52965.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.1ms preprocess, 16.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.4cf56b9b14631ab54e44c21366cbf77a.jpg: 640x640 1 Pothole, 18.7ms Speed: 6.5ms preprocess, 18.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.4fe458af47fe314e514b32ad9efa2f2d.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.8ms preprocess, 15.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.5fccbc0b2b1a738b31bf92319d3bce24.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.6ms preprocess, 15.8ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.810697f3c6cd26030ccb96ee425296d3.jpg: 640x640 1 Pothole, 25.2ms Speed: 3.1ms preprocess, 25.2ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.860fb34a091fd405ffd8b2c4fb7f4005.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.4ms preprocess, 15.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.a330285b0f4a7c546a07ae608a48ff0b.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.8ms preprocess, 15.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.a4091ac0352a38d3c07993b5810949e8.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.4ms preprocess, 15.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.ae661a1eec4ba624ab4d50e29ff45ad6.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.3ms preprocess, 15.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.b9b178b07af8bdf414393c01aab72db3.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.2ms preprocess, 15.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.be44325baf1ca18d148ca5810d5ac23a.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.0ms preprocess, 17.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-633_jpg.rf.c6fe3a612af037f1e0c1136b097c1b3d.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.1ms preprocess, 15.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-634_jpg.rf.2240bdeed58a3964f6f14b57fc1425d2.jpg: 640x640 6 Potholes, 17.1ms Speed: 4.5ms preprocess, 17.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-634_jpg.rf.8ac9c2766a06526a274def9c9fabeab5.jpg: 640x640 9 Potholes, 22.9ms Speed: 3.3ms preprocess, 22.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-634_jpg.rf.b559b3e3d7cd663f4193032721a3095d.jpg: 640x640 4 Potholes, 15.5ms Speed: 2.9ms preprocess, 15.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.0eaf478f4ec4949de9627ea65353b595.jpg: 640x640 2 Potholes, 15.5ms Speed: 3.7ms preprocess, 15.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.2d0327f237bbfcd011f238cc029bfe04.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.5ms preprocess, 15.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.4adc30bb7054b320cea8385b2b5816e0.jpg: 640x640 1 Pothole, 19.7ms Speed: 3.6ms preprocess, 19.7ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.5645b1ebc57e8446e6576e97fc929214.jpg: 640x640 1 Pothole, 15.9ms Speed: 6.1ms preprocess, 15.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.5cf6775da06dc8c9458da8463003946d.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.2ms preprocess, 15.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.79b125e4bea7963afe7ddba3b09c0bb4.jpg: 640x640 1 Pothole, 16.1ms Speed: 8.2ms preprocess, 16.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.a774b813d4cc31083c8624d58e759d7c.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.7ms preprocess, 15.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.cfef6fffa6b14db5d967d6c2aecac117.jpg: 640x640 1 Pothole, 16.1ms Speed: 4.5ms preprocess, 16.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-635_jpg.rf.ddbf63dcfea7f0ce18b54bcc10abe168.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.2ms preprocess, 15.2ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.2015c6ad5e31b372958a214de0d6c45d.jpg: 640x640 8 Potholes, 15.1ms Speed: 3.1ms preprocess, 15.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.23a4b9a130336ff444c0a770b31fd661.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.2ms preprocess, 15.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.3ad24dd671478cb7c22f30b90cbd9339.jpg: 640x640 1 Pothole, 17.2ms Speed: 4.4ms preprocess, 17.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.518a725e3eb48d3e47e0a3c80887a6d9.jpg: 640x640 10 Potholes, 15.5ms Speed: 4.0ms preprocess, 15.5ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.636bcc5281ac0ebd9ff641eeff4c3fe3.jpg: 640x640 6 Potholes, 15.3ms Speed: 4.0ms preprocess, 15.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.65917fb323f30127b5ca87a1281677d4.jpg: 640x640 6 Potholes, 15.3ms Speed: 4.3ms preprocess, 15.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.7f6f1b77d87764a117351a1ce2cf8210.jpg: 640x640 6 Potholes, 15.3ms Speed: 4.2ms preprocess, 15.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.b0557c7175687d284d2ecd9419891d03.jpg: 640x640 6 Potholes, 15.6ms Speed: 4.6ms preprocess, 15.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.b5287be85c1978ccd9c882e583e37f18.jpg: 640x640 10 Potholes, 15.3ms Speed: 3.9ms preprocess, 15.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-636_jpg.rf.d588748a1cc246bfdb471248ac30308a.jpg: 640x640 9 Potholes, 15.2ms Speed: 3.4ms preprocess, 15.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.062b69fcc12ac4ae55f4e612e7aaf6f7.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.1ms preprocess, 15.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.28953ebfe75bb46affdd3919ab0bb340.jpg: 640x640 4 Potholes, 15.3ms Speed: 3.9ms preprocess, 15.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.611352e8fa62260d9b482ce5379c6d9c.jpg: 640x640 4 Potholes, 15.4ms Speed: 4.8ms preprocess, 15.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.7763501b05fb233982d211b50c847605.jpg: 640x640 4 Potholes, 15.3ms Speed: 3.7ms preprocess, 15.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.78ba9c9c5ab9d23a5d5a6d1743586c2a.jpg: 640x640 3 Potholes, 15.2ms Speed: 3.2ms preprocess, 15.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.7d0971eb86b47ec54ca394a4fb3bab1c.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.8ms preprocess, 15.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.b64b30cc94dabed48cf250819a130ea9.jpg: 640x640 4 Potholes, 16.2ms Speed: 4.7ms preprocess, 16.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.ed5e84a7872148579ef917604aa4e60f.jpg: 640x640 4 Potholes, 15.7ms Speed: 4.5ms preprocess, 15.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.f20925dc279e5d1ea3a45cf1261ac9c7.jpg: 640x640 4 Potholes, 15.2ms Speed: 3.4ms preprocess, 15.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-637_jpg.rf.feaffd7e20162168d908d3c6e787f7a2.jpg: 640x640 (no detections), 15.7ms Speed: 3.3ms preprocess, 15.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-638_jpg.rf.089066948635d47aa156c14ee1d6a4f9.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.4ms preprocess, 15.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-638_jpg.rf.2cac6978b618f58b4e1d5005bc6b04ef.jpg: 640x640 1 Pothole, 15.4ms Speed: 5.6ms preprocess, 15.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-638_jpg.rf.a53412c719cf6849da1884b71a016980.jpg: 640x640 1 Pothole, 19.2ms Speed: 3.1ms preprocess, 19.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-639_jpg.rf.55beed5cc1014b26ce04c63b25444f83.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.5ms preprocess, 15.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-639_jpg.rf.8c0222c22abd112650374a7388af7654.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.4ms preprocess, 15.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-639_jpg.rf.b81b4405d9e640f6f90920d7bd041e38.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.4ms preprocess, 15.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-63_jpg.rf.49613c4cf75dcd00ff9e6dd49c49a8d8.jpg: 640x640 2 Potholes, 15.3ms Speed: 4.3ms preprocess, 15.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-63_jpg.rf.5895a01fd39e2f76c95b0a51a1e994ed.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.2ms preprocess, 15.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-63_jpg.rf.5990dbce8881f7fb6f37958129063e6f.jpg: 640x640 2 Potholes, 15.5ms Speed: 4.0ms preprocess, 15.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-63_jpg.rf.66ce7aff6ddac2d110c63dc317532652.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.3ms preprocess, 15.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-63_jpg.rf.c69f6eb346381366dac75dd4bf7698bf.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.7ms preprocess, 15.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-63_jpg.rf.d01a56c6b340edd4a890ae6ead3b4438.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.8ms preprocess, 15.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-63_jpg.rf.f35487e7c536739c6d887011844629f9.jpg: 640x640 2 Potholes, 15.9ms Speed: 3.1ms preprocess, 15.9ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.0201cbd4361066c7e18e4980a87ab23b.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.0ms preprocess, 15.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.5f0ba4309cbdd273383adefc830fec1c.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.4ms preprocess, 15.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.64b7ec81e4b4fb5782d7ea14aa4308f2.jpg: 640x640 1 Pothole, 17.2ms Speed: 5.5ms preprocess, 17.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.7ad8ad5b6acd74325516e2bab998ded3.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.0ms preprocess, 16.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.7ecfd9ac42288e7fcdca68a48ef6b37c.jpg: 640x640 1 Pothole, 13.1ms Speed: 5.1ms preprocess, 13.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.801aeee25a99c27a7204f4933de41494.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.1ms preprocess, 16.0ms inference, 7.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.aae4fd3af6e3fadc86ed6361eabbbe41.jpg: 640x640 1 Pothole, 13.5ms Speed: 4.6ms preprocess, 13.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.ac5f5ce3e461687c67068e3e06e81b8f.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.9ms preprocess, 12.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.c433b623917deb4a1fede2f7ac3b498c.jpg: 640x640 1 Pothole, 17.2ms Speed: 5.7ms preprocess, 17.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.c8422c28e3a33a06cc7522b3d6f1e803.jpg: 640x640 1 Pothole, 15.0ms Speed: 5.7ms preprocess, 15.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.cc7d1c5226f055064e23d4e64d8513e9.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.2ms preprocess, 12.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.d3053ddcfd21b6c23b913a328eee3bdb.jpg: 640x640 1 Pothole, 18.5ms Speed: 2.6ms preprocess, 18.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.d5c4a91c9c27ce63f86fcb2baafd058c.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.7ms preprocess, 12.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.d85dcdb0a1ab03373ac55aee5decaf22.jpg: 640x640 2 Potholes, 15.9ms Speed: 3.2ms preprocess, 15.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.e94dff70a267d09ec685405e54c2d75b.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.7ms preprocess, 12.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-640_jpg.rf.f8303ea567e4c8c54b81c097626a7719.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.0ms preprocess, 12.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-641_jpg.rf.61e370a935a39a36790a11bd4768aa81.jpg: 640x640 1 Pothole, 13.7ms Speed: 4.3ms preprocess, 13.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-641_jpg.rf.881e067a9883dfe75f81c66ce3a94c83.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.8ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-641_jpg.rf.b0b158b9a32c0214669daecc4cb8bb98.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.8ms preprocess, 16.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-641_jpg.rf.f09ce77de2737d1550f886a1738d6b6b.jpg: 640x640 (no detections), 15.1ms Speed: 3.7ms preprocess, 15.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-642_jpg.rf.08dbc13d97235f584e18eeb7bf53b528.jpg: 640x640 3 Potholes, 19.8ms Speed: 3.4ms preprocess, 19.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-642_jpg.rf.3ae54369291ec94131b06ff828100228.jpg: 640x640 2 Potholes, 14.1ms Speed: 3.2ms preprocess, 14.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-642_jpg.rf.4fef674916485820886b45e55d07f7d1.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.9ms preprocess, 12.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-642_jpg.rf.6072103dc83b7704227d437263cf9456.jpg: 640x640 1 Pothole, 17.0ms Speed: 4.3ms preprocess, 17.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-642_jpg.rf.64392420b3b319e332246095aed0ad0e.jpg: 640x640 3 Potholes, 19.2ms Speed: 7.1ms preprocess, 19.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-642_jpg.rf.72f7513067b0ac2a020212f27450bf78.jpg: 640x640 2 Potholes, 16.6ms Speed: 2.8ms preprocess, 16.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-642_jpg.rf.7ed5486ef5a357a0023bc799e798b993.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.1ms preprocess, 14.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-642_jpg.rf.ba77724d46c552c536959a53a37fb12b.jpg: 640x640 3 Potholes, 14.7ms Speed: 4.3ms preprocess, 14.7ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-643_jpg.rf.0600de11790a970aba06670fe2aebe35.jpg: 640x640 (no detections), 16.1ms Speed: 3.9ms preprocess, 16.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-643_jpg.rf.1b322ab501491b6d9b6ae17373067d33.jpg: 640x640 2 Potholes, 14.2ms Speed: 6.8ms preprocess, 14.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-643_jpg.rf.486f77ebacdc1cadb3d879bc1cf0f6e6.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.1ms preprocess, 14.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-643_jpg.rf.6611bae7893e9ff1e2e1d8afaedcaa3d.jpg: 640x640 2 Potholes, 17.4ms Speed: 3.7ms preprocess, 17.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-643_jpg.rf.ef115168b9723d57e901cb6959b3c8bc.jpg: 640x640 (no detections), 15.3ms Speed: 3.9ms preprocess, 15.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-644_jpg.rf.77d933eca31ee392dd32edd852970a76.jpg: 640x640 3 Potholes, 15.3ms Speed: 2.9ms preprocess, 15.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-644_jpg.rf.af60fd98ea58bad8c7f7d3e8c947fe86.jpg: 640x640 2 Potholes, 13.0ms Speed: 3.2ms preprocess, 13.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-644_jpg.rf.dc00fe21b5d780884dee24b025453b41.jpg: 640x640 3 Potholes, 19.0ms Speed: 2.7ms preprocess, 19.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-645_jpg.rf.5f5723a353ea256c981522299ede1cf7.jpg: 640x640 1 Pothole, 13.5ms Speed: 4.4ms preprocess, 13.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-645_jpg.rf.616e8427dc9187bfed11f258893ef232.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.2ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-645_jpg.rf.79a2bb6862691e536375c4d4e686dde7.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.3ms preprocess, 17.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-645_jpg.rf.7d866610169653e6b2b9823bfb42599b.jpg: 640x640 1 Pothole, 14.0ms Speed: 4.2ms preprocess, 14.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-645_jpg.rf.8e6d9620b607d1de1036564d4c5bce45.jpg: 640x640 1 Pothole, 19.1ms Speed: 8.6ms preprocess, 19.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-645_jpg.rf.9913e30d642e9da86bcdda940dc39020.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.3ms preprocess, 15.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-645_jpg.rf.af0fb619e17960a192cb0078dcc02008.jpg: 640x640 1 Pothole, 18.3ms Speed: 4.0ms preprocess, 18.3ms inference, 11.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-646_jpg.rf.ec3c244308926490d0349e75640aecef.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.5ms preprocess, 15.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-647_jpg.rf.2915ebd77d98e364b004a548e506a779.jpg: 640x640 1 Pothole, 20.0ms Speed: 3.9ms preprocess, 20.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-647_jpg.rf.2f559cb22a62e5ba917b9ed89571e492.jpg: 640x640 1 Pothole, 13.3ms Speed: 4.5ms preprocess, 13.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-647_jpg.rf.a84f7424c49ce659bd0721c5c3a80ad5.jpg: 640x640 1 Pothole, 18.1ms Speed: 2.8ms preprocess, 18.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-648_jpg.rf.4f00a771e07f8104c82234d91ff53d7f.jpg: 640x640 12 Potholes, 16.5ms Speed: 2.8ms preprocess, 16.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-648_jpg.rf.6953056eacea7b7ea44cf75aa0ae7b53.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.4ms preprocess, 15.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-648_jpg.rf.6cc938b9144584e360b33cecf6aef1be.jpg: 640x640 17 Potholes, 16.0ms Speed: 3.4ms preprocess, 16.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-648_jpg.rf.cd4ffa02bf11aa4747a7cd01aa8d532b.jpg: 640x640 16 Potholes, 15.2ms Speed: 3.5ms preprocess, 15.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-649_jpg.rf.04fc7955d7f3c15b0e6573a42a4ab7b8.jpg: 640x640 2 Potholes, 17.6ms Speed: 2.4ms preprocess, 17.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-649_jpg.rf.278b44b4db3c1bde4d4490f2ec1433d9.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.8ms preprocess, 15.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-649_jpg.rf.745d801f023969a1929c6c72fc144afb.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.0ms preprocess, 15.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-649_jpg.rf.a3ec8da4482229d6b0193255f3cdb9e1.jpg: 640x640 1 Pothole, 18.1ms Speed: 4.4ms preprocess, 18.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-649_jpg.rf.be4a07e97ee128e49c13579f034242f3.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.6ms preprocess, 15.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-649_jpg.rf.c65d1777c6224cd63c20d4bc4a054934.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.2ms preprocess, 15.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.26b2f50d2df769d61aceae7fa9328577.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.5ms preprocess, 15.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.2d456212554124c1aaa8a32c3c0b26c4.jpg: 640x640 1 Pothole, 15.0ms Speed: 4.0ms preprocess, 15.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.3118fcb973ef41e9a2ee15b7cb829de3.jpg: 640x640 1 Pothole, 33.6ms Speed: 4.7ms preprocess, 33.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.31980dfd0f3701e90b12abe05f04ccd1.jpg: 640x640 2 Potholes, 18.3ms Speed: 4.3ms preprocess, 18.3ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.46377c9e28d919f583ffc3bd58f475ca.jpg: 640x640 1 Pothole, 25.3ms Speed: 4.2ms preprocess, 25.3ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.63da7379332cbe38d71fd4b4e67ca74d.jpg: 640x640 1 Pothole, 16.6ms Speed: 5.0ms preprocess, 16.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.67193a79adfede2d5bc972240c5f98d5.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.0ms preprocess, 15.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.700a2db3ae74acb5342927369ce38d93.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.7ms preprocess, 15.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.8b13fd8a31373362ba7babc22518fc58.jpg: 640x640 2 Potholes, 26.9ms Speed: 3.7ms preprocess, 26.9ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.94c0c05ca51bdee0eade287695a6a9e3.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.1ms preprocess, 15.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.9507c9c5e2e9630ec8448f276355fb0f.jpg: 640x640 1 Pothole, 19.9ms Speed: 4.4ms preprocess, 19.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.967c4d0f73b6c5a6d84abde331e1e62c.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.4ms preprocess, 15.7ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.b06a70fc7952450e71d9cf0881e8d41e.jpg: 640x640 2 Potholes, 21.2ms Speed: 4.2ms preprocess, 21.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.b3a35566be7b6e061e0f192b009759cc.jpg: 640x640 2 Potholes, 15.4ms Speed: 3.6ms preprocess, 15.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.db2ec8e1117e202a4aab63069c1f6c2b.jpg: 640x640 2 Potholes, 15.6ms Speed: 3.6ms preprocess, 15.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-64_jpg.rf.f7a5cf1f46b8a684c6b06dce046924d3.jpg: 640x640 1 Pothole, 20.7ms Speed: 4.4ms preprocess, 20.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-650_jpg.rf.60a2fd987bb68675b0f81f6a21e3dbe2.jpg: 640x640 2 Potholes, 15.9ms Speed: 4.3ms preprocess, 15.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-650_jpg.rf.928ce852603b4af1acfae39eec92e769.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.2ms preprocess, 15.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-650_jpg.rf.98eb2e8a9715bfd3c4eb962b538ba1c2.jpg: 640x640 2 Potholes, 15.6ms Speed: 4.1ms preprocess, 15.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-650_jpg.rf.e451a461073e51b3b389e90b6a98d37f.jpg: 640x640 2 Potholes, 15.5ms Speed: 3.2ms preprocess, 15.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.10902bddcdac24277cf74089ff564388.jpg: 640x640 1 Pothole, 16.5ms Speed: 3.8ms preprocess, 16.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.20c83b7c8f936a8cc0756e042baaecc0.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.5ms preprocess, 15.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.30ef2e875a0ef146f2fdf03082e8b35a.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.4ms preprocess, 15.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.48ad95387b5da31f7ae2aa175507e56c.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.9ms preprocess, 15.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.5e404353ce135b0dd4404ec5f5aa75ff.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.0ms preprocess, 15.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.83d4cd4b180fe4517d29cda86c1c91af.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.7ms preprocess, 15.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.a7a0a411525e9c0e34dc24dc52c590f2.jpg: 640x640 (no detections), 15.9ms Speed: 2.8ms preprocess, 15.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.eac374fb5a6b7f8d7d8429eb3ebf206c.jpg: 640x640 (no detections), 15.8ms Speed: 3.4ms preprocess, 15.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-651_jpg.rf.f98bdbef3abfdebe5ab284558ca798a1.jpg: 640x640 1 Pothole, 16.5ms Speed: 6.5ms preprocess, 16.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-652_jpg.rf.415008d2fcf45d9b2261525c30a1a585.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.6ms preprocess, 15.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-652_jpg.rf.4918a784a08af374eb07c4b771529cf1.jpg: 640x640 (no detections), 15.8ms Speed: 4.4ms preprocess, 15.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-652_jpg.rf.824cd174d3abe129251a247eb17df1be.jpg: 640x640 2 Potholes, 15.7ms Speed: 4.2ms preprocess, 15.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-653_jpg.rf.04558aae24983c73bf2ca4b964332ff9.jpg: 640x640 2 Potholes, 15.7ms Speed: 4.6ms preprocess, 15.7ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-653_jpg.rf.2beeeec840caa81f8bcb00088048180e.jpg: 640x640 1 Pothole, 28.5ms Speed: 4.8ms preprocess, 28.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-653_jpg.rf.2eb430692f4776d965ae8dceaf62223f.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.9ms preprocess, 15.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-653_jpg.rf.a1d1e70d87b310a6b6731626d3d20733.jpg: 640x640 3 Potholes, 17.4ms Speed: 3.8ms preprocess, 17.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-653_jpg.rf.a8285bb5284dd058bcd808c256070daf.jpg: 640x640 1 Pothole, 16.5ms Speed: 3.8ms preprocess, 16.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-653_jpg.rf.e79e50e4a782b9a68e6270bb0dbf12bc.jpg: 640x640 2 Potholes, 15.6ms Speed: 4.7ms preprocess, 15.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-654_jpg.rf.3172652e52184b0aac7dfaf6257995f7.jpg: 640x640 1 Pothole, 18.6ms Speed: 5.1ms preprocess, 18.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-654_jpg.rf.420cfea26cb640a3e9043de3098679d4.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.1ms preprocess, 15.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-654_jpg.rf.4d88577135254e2262cc83e62b3ca199.jpg: 640x640 1 Pothole, 15.5ms Speed: 5.2ms preprocess, 15.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-655_jpg.rf.199de874e37f936d6812b2db84636734.jpg: 640x640 8 Potholes, 16.6ms Speed: 3.3ms preprocess, 16.6ms inference, 7.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-655_jpg.rf.1baf9aecf9628375f1af6e42aad17117.jpg: 640x640 8 Potholes, 15.4ms Speed: 2.8ms preprocess, 15.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-655_jpg.rf.2d78e79d51c88909d4686bf7938404a8.jpg: 640x640 8 Potholes, 15.5ms Speed: 4.6ms preprocess, 15.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-655_jpg.rf.2fb21b2158423764a7a132fe7b6f761d.jpg: 640x640 8 Potholes, 19.2ms Speed: 4.2ms preprocess, 19.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-655_jpg.rf.746948c2e899f255189b7a2c9eed1828.jpg: 640x640 8 Potholes, 15.4ms Speed: 4.0ms preprocess, 15.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-655_jpg.rf.90c123134078eea5b6b23740e57a674d.jpg: 640x640 8 Potholes, 16.6ms Speed: 4.0ms preprocess, 16.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.0c125b58a5cea0729b07ea945710c812.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.4ms preprocess, 15.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.109bbb30c7e9b9e040a8c682e62545d8.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.0ms preprocess, 15.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.123b9f133d9f14ae691417a41a0dfed8.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.0ms preprocess, 15.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.2256b2713d187f71a58e8f32b93a58b6.jpg: 640x640 2 Potholes, 15.7ms Speed: 5.3ms preprocess, 15.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.336739033ff2dc980a386d2d6adafcce.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.3ms preprocess, 15.8ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.337797973e974ff8c1ea83a884f6aa92.jpg: 640x640 1 Pothole, 19.5ms Speed: 5.1ms preprocess, 19.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.68c8a1d5659dd71fd24529751a9f3fec.jpg: 640x640 1 Pothole, 19.8ms Speed: 5.0ms preprocess, 19.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.6c1a41f2c0081c3b7a46b57ba93e68fb.jpg: 640x640 1 Pothole, 16.4ms Speed: 7.8ms preprocess, 16.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.7a3430b13aa531e047b1d85f3baeb59e.jpg: 640x640 1 Pothole, 59.4ms Speed: 5.3ms preprocess, 59.4ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.9fc4edb8ddb8e4db6f72520fb8a4e649.jpg: 640x640 2 Potholes, 30.5ms Speed: 7.2ms preprocess, 30.5ms inference, 11.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.a7d660c7d957d11c43372938033ec32a.jpg: 640x640 1 Pothole, 19.7ms Speed: 6.2ms preprocess, 19.7ms inference, 10.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.bb911ee1fc7e476b7c2ffcace36657b4.jpg: 640x640 1 Pothole, 28.7ms Speed: 5.0ms preprocess, 28.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-656_jpg.rf.ec6a43e2e62947431d56f141a400b639.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.1ms preprocess, 17.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-657_jpg.rf.031eab5c14dcf666d6e80ed00896a96d.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.0ms preprocess, 15.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-657_jpg.rf.266b042c2ceaac1c5d7bcae60d45f6f2.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.0ms preprocess, 15.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-657_jpg.rf.3e74db6a2f4b3f51ce5f8537b83c1ff9.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.1ms preprocess, 15.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-657_jpg.rf.c224269250e2b17d937053b0ed752fb0.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.2ms preprocess, 15.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-657_jpg.rf.cf938ca3bf99389fbd31b226af8cc128.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.2ms preprocess, 15.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-657_jpg.rf.f8dbad9a9fef084ee65735e5c4073a5c.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.3ms preprocess, 15.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-658_jpg.rf.5702d14aa944ccbae42198782cefa28b.jpg: 640x640 5 Potholes, 19.1ms Speed: 3.7ms preprocess, 19.1ms inference, 6.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-658_jpg.rf.7d969ddd675067f061eb6ba73564319c.jpg: 640x640 4 Potholes, 20.8ms Speed: 5.0ms preprocess, 20.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-658_jpg.rf.7e123037d2a29c926927972a36c2e3b6.jpg: 640x640 4 Potholes, 28.2ms Speed: 5.5ms preprocess, 28.2ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.06b837cf6ae6272743046cfa8d0a45d1.jpg: 640x640 (no detections), 19.5ms Speed: 4.9ms preprocess, 19.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.09bacb30f2245c7f6a21e22b125d217e.jpg: 640x640 1 Pothole, 36.7ms Speed: 4.9ms preprocess, 36.7ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.1dad892ff76d25f7318c08bb8cee6b9f.jpg: 640x640 (no detections), 28.2ms Speed: 5.1ms preprocess, 28.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.24183e0f8f2d7a59d4df9ef46ebdb2c8.jpg: 640x640 1 Pothole, 30.9ms Speed: 9.9ms preprocess, 30.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.6ce78b21ecd45b1c4df7d7754d56b130.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.7ms preprocess, 15.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.98cb7bf6399039eca61333c98d097fe8.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.3ms preprocess, 15.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.aac5b01504db69f47ef73d51f4bac710.jpg: 640x640 1 Pothole, 20.2ms Speed: 3.4ms preprocess, 20.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.cef8d1b23f0780416c5c0f86061ed51c.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.4ms preprocess, 15.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.d1b259d564c553514eb6c7415cbe9bf2.jpg: 640x640 1 Pothole, 15.2ms Speed: 4.4ms preprocess, 15.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-659_jpg.rf.d91f096a31c1157ddc333252a5f50b2d.jpg: 640x640 (no detections), 15.0ms Speed: 3.5ms preprocess, 15.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.202a4cc6a95c3d329995e50067b139ee.jpg: 640x640 (no detections), 18.3ms Speed: 4.6ms preprocess, 18.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.3522cb10922158ac1f168ef951404c51.jpg: 640x640 2 Potholes, 21.9ms Speed: 5.1ms preprocess, 21.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.4182b91d6fb7f3300321aa03db002269.jpg: 640x640 1 Pothole, 18.2ms Speed: 3.9ms preprocess, 18.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.53bad9023e53db84b106e12d5db278dd.jpg: 640x640 2 Potholes, 15.0ms Speed: 3.5ms preprocess, 15.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.557c81cd239ee132f47e223d357d75fb.jpg: 640x640 2 Potholes, 20.2ms Speed: 6.2ms preprocess, 20.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.67cc6c98f8d09369bf1d00af5ccdbad4.jpg: 640x640 (no detections), 15.6ms Speed: 5.4ms preprocess, 15.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.6836a10a423fcd6b9775a829b893ea81.jpg: 640x640 2 Potholes, 15.5ms Speed: 6.0ms preprocess, 15.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.92b80039b55dd5e7e68dafbc9539464a.jpg: 640x640 2 Potholes, 15.3ms Speed: 4.3ms preprocess, 15.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.9792bd97362766f47030247de70914b1.jpg: 640x640 (no detections), 20.8ms Speed: 4.4ms preprocess, 20.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.beea59d275d5e82e9ba203109f5761e1.jpg: 640x640 2 Potholes, 15.0ms Speed: 5.0ms preprocess, 15.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-660_jpg.rf.d801a695c649e98baf1c377490693671.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.9ms preprocess, 17.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.01d4492a87baee9dbdf3effb9aefd035.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.2ms preprocess, 16.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.136e03122020eeb3713b16b78541e9ac.jpg: 640x640 1 Pothole, 24.0ms Speed: 4.0ms preprocess, 24.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.231a081b8ff7cd5a5d6de68b4df6d5be.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.8ms preprocess, 15.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.2e2a1f7f53607acf941298e658d722b9.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.8ms preprocess, 17.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.5e786ccee9c41c2735b3cea416c695ac.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.0ms preprocess, 15.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.c3bdb83b7221b579ead3545b5f610f4b.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.8ms preprocess, 16.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.c74289e5c10cda421114592c6a607c7f.jpg: 640x640 1 Pothole, 21.0ms Speed: 6.7ms preprocess, 21.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.d2aa92dd981b11b33445f79f539a58a5.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.7ms preprocess, 15.6ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.d5a8b3b9b711387d6ed0283e276e1fb1.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.4ms preprocess, 15.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.e8eb35224aae959b1b45a75a2ae3dc6b.jpg: 640x640 1 Pothole, 23.9ms Speed: 4.4ms preprocess, 23.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.eb8af087feddcca8982cecf5531ed35a.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.7ms preprocess, 15.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-661_jpg.rf.f112ac97a391f167822ff940782c62d4.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.5ms preprocess, 15.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-662_jpg.rf.074f2a1c19d55fecab6e3e0f3f53648c.jpg: 640x640 3 Potholes, 15.5ms Speed: 5.0ms preprocess, 15.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-662_jpg.rf.2a05376c05f8eba27ea5d0aea557471a.jpg: 640x640 (no detections), 16.4ms Speed: 4.5ms preprocess, 16.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-662_jpg.rf.3033c608d1d1912cb9fdd0aef14c96b2.jpg: 640x640 (no detections), 15.4ms Speed: 3.0ms preprocess, 15.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-662_jpg.rf.33de2df7ff22a8d94fe70d2a4ba1243f.jpg: 640x640 (no detections), 17.0ms Speed: 5.1ms preprocess, 17.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-662_jpg.rf.3bb1a735d858e52c3fce37ab61e38e84.jpg: 640x640 6 Potholes, 15.5ms Speed: 3.9ms preprocess, 15.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-662_jpg.rf.7588039f8752f073ace06f0db4be228e.jpg: 640x640 8 Potholes, 17.0ms Speed: 5.9ms preprocess, 17.0ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-662_jpg.rf.861b86dd97dfcd43e12a33495a9b3d31.jpg: 640x640 6 Potholes, 15.3ms Speed: 3.0ms preprocess, 15.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-662_jpg.rf.c335fe50b050ee31ef4d69f477ce9f64.jpg: 640x640 8 Potholes, 15.2ms Speed: 3.0ms preprocess, 15.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.0ab5750379328ce6447eb18fe3a66c1b.jpg: 640x640 3 Potholes, 15.9ms Speed: 5.4ms preprocess, 15.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.16b9b0b2e2c416c3d1ec595c4ad966e4.jpg: 640x640 11 Potholes, 15.1ms Speed: 3.9ms preprocess, 15.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.1d1472df52d0952c5c4430670f490b35.jpg: 640x640 8 Potholes, 17.6ms Speed: 5.9ms preprocess, 17.6ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.1f74a1d7e43bdf4a98ae03e971fd6aeb.jpg: 640x640 13 Potholes, 15.1ms Speed: 2.9ms preprocess, 15.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.2499e52596d21fec8030f569f99af330.jpg: 640x640 9 Potholes, 19.3ms Speed: 4.9ms preprocess, 19.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.28d445d75d4b9f48acdd6efd8e5c22e7.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.2ms preprocess, 15.3ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.2fd9ece5bdfe5551ec930a3993a4e58e.jpg: 640x640 11 Potholes, 19.8ms Speed: 4.9ms preprocess, 19.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.30bf63dc43d4b3c92db81843cab26e6f.jpg: 640x640 11 Potholes, 18.0ms Speed: 3.7ms preprocess, 18.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.837a767b3484339b9e7b7adf6af30292.jpg: 640x640 13 Potholes, 19.2ms Speed: 3.9ms preprocess, 19.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.87d72e38b430ef68cca54832b893aa68.jpg: 640x640 11 Potholes, 17.6ms Speed: 3.5ms preprocess, 17.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.8a8565245f2f26d0aa62250bbfa29952.jpg: 640x640 4 Potholes, 31.0ms Speed: 5.6ms preprocess, 31.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.a1f9ffa26a415f534017e1cf61dd8a13.jpg: 640x640 13 Potholes, 16.7ms Speed: 4.5ms preprocess, 16.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.aea80958b5a8afbd87638d582e6b865b.jpg: 640x640 3 Potholes, 25.8ms Speed: 3.9ms preprocess, 25.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.c2e9dab45bb682a1350f6cb59882cc00.jpg: 640x640 8 Potholes, 27.7ms Speed: 4.6ms preprocess, 27.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.c5ccf61a93b560a2284b1b356d2563ed.jpg: 640x640 4 Potholes, 24.2ms Speed: 4.1ms preprocess, 24.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-663_jpg.rf.dcc2045237f8809d85c4e6993deefc9b.jpg: 640x640 13 Potholes, 24.7ms Speed: 10.4ms preprocess, 24.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.098c51c9d6738f1d08e6e13d6541277b.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.8ms preprocess, 16.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.1061f80b6f0e4d5fc37d37a107fcf7d0.jpg: 640x640 1 Pothole, 18.4ms Speed: 3.9ms preprocess, 18.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.40d7c9cd168817a438f610178906cd56.jpg: 640x640 1 Pothole, 17.2ms Speed: 5.6ms preprocess, 17.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.4b1f6551fd48689c61072196022c7295.jpg: 640x640 1 Pothole, 17.5ms Speed: 4.4ms preprocess, 17.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.70f5112ff57fb6294f295ffdf2026724.jpg: 640x640 1 Pothole, 27.7ms Speed: 9.3ms preprocess, 27.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.76638856363a3656159027e3209c8b24.jpg: 640x640 1 Pothole, 16.4ms Speed: 4.0ms preprocess, 16.4ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.7a24a2c438705233e115b1437c3b97e7.jpg: 640x640 1 Pothole, 21.0ms Speed: 5.2ms preprocess, 21.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.7bde91257af679b4d087cf53980fd69b.jpg: 640x640 1 Pothole, 18.4ms Speed: 4.9ms preprocess, 18.4ms inference, 8.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.e1a964c4b4cba19736b66d681598e5dd.jpg: 640x640 1 Pothole, 20.1ms Speed: 4.7ms preprocess, 20.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.ec0b3ff8df46d941d85f85f5e906d79a.jpg: 640x640 1 Pothole, 28.0ms Speed: 5.8ms preprocess, 28.0ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.fb08f59e0e2488e044e254cb5ef0ea06.jpg: 640x640 1 Pothole, 20.7ms Speed: 4.9ms preprocess, 20.7ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-664_jpg.rf.fde5f506b5c9a146d8f8332249900a4b.jpg: 640x640 1 Pothole, 20.2ms Speed: 5.5ms preprocess, 20.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-665_jpg.rf.226472633b1538a866941a4b0b95b1f9.jpg: 640x640 1 Pothole, 21.4ms Speed: 3.6ms preprocess, 21.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-665_jpg.rf.4afb303bfcba68ae8aabb20ae750b306.jpg: 640x640 1 Pothole, 19.9ms Speed: 3.6ms preprocess, 19.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-665_jpg.rf.78ebdf98f901418dd32bb3c40b61ee2d.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.5ms preprocess, 16.5ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-665_jpg.rf.79184ff18ddc5ce15a042c0f9ce2074b.jpg: 640x640 1 Pothole, 16.7ms Speed: 8.0ms preprocess, 16.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-66_jpg.rf.0b795451a9e93a86b27d049fb77f1776.jpg: 640x640 3 Potholes, 16.6ms Speed: 2.7ms preprocess, 16.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-66_jpg.rf.156d22bff787c8e0c86135ee1afafddb.jpg: 640x640 4 Potholes, 16.8ms Speed: 3.1ms preprocess, 16.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-66_jpg.rf.6717eda703b74f20c2696d85f0965324.jpg: 640x640 1 Pothole, 22.4ms Speed: 3.5ms preprocess, 22.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-66_jpg.rf.a663a003c2124c3b208d88d16eef3e72.jpg: 640x640 3 Potholes, 16.5ms Speed: 3.5ms preprocess, 16.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-66_jpg.rf.a9926a6cf209e434e0db247de67e4930.jpg: 640x640 2 Potholes, 16.1ms Speed: 3.3ms preprocess, 16.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-66_jpg.rf.ac50390a4d8cf14a0b1bf5b87a14730f.jpg: 640x640 4 Potholes, 15.7ms Speed: 3.8ms preprocess, 15.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-67_jpg.rf.d49cc2d604f92b68ee381a61fb4759c7.jpg: 640x640 2 Potholes, 15.5ms Speed: 2.9ms preprocess, 15.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-67_jpg.rf.f9f44b58778b6ef9dcc7aa91de809a0f.jpg: 640x640 3 Potholes, 15.8ms Speed: 2.9ms preprocess, 15.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-67_jpg.rf.fec63dce12e77713dad0d84a54df545a.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.8ms preprocess, 15.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-68_jpg.rf.3ac2963c58cc8268f492f396659acabb.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.9ms preprocess, 15.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-68_jpg.rf.6b1b9c5f76ac949c66af4907d23b4cd9.jpg: 640x640 3 Potholes, 14.7ms Speed: 3.3ms preprocess, 14.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-68_jpg.rf.7787ceb3be937b014fd212530f8f00a5.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.1ms preprocess, 14.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-68_jpg.rf.7971a7984d1f77bf86365f9c701c9b91.jpg: 640x640 4 Potholes, 16.4ms Speed: 4.0ms preprocess, 16.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-68_jpg.rf.96f78d0ec75a837d712548d691a34330.jpg: 640x640 4 Potholes, 20.2ms Speed: 3.4ms preprocess, 20.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-68_jpg.rf.f256f77fe712434ffdcfccfc30aa8fbd.jpg: 640x640 1 Pothole, 20.1ms Speed: 3.5ms preprocess, 20.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.64a9f99fc49a4df048a5d47d664378c4.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.1ms preprocess, 14.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.65bb2a6e0d9554e18500a2ae7cddb9a5.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.3ms preprocess, 14.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.7baecf78a613c172b6f360527e4c2648.jpg: 640x640 2 Potholes, 18.6ms Speed: 4.0ms preprocess, 18.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.803ac6617e344a6271b1638f46142821.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.3ms preprocess, 14.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.8811a73083ec0a87fe48820363b9b1e2.jpg: 640x640 2 Potholes, 14.8ms Speed: 4.2ms preprocess, 14.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.8bf547913f51dc62743cb46f3a63641b.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.9ms preprocess, 14.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.a933d5e5f2586be165968a54cb1fc38a.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.4ms preprocess, 13.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.b7a53062fa769fee930156f90778ab3d.jpg: 640x640 2 Potholes, 14.1ms Speed: 3.0ms preprocess, 14.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-69_jpg.rf.fc8ebd40c4fb026bf1062aef5864bb0a.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.9ms preprocess, 12.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.1487581ae354401846622f05101a1288.jpg: 640x640 3 Potholes, 14.2ms Speed: 3.3ms preprocess, 14.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.2e66fa436802ba6de33ad68861b84434.jpg: 640x640 3 Potholes, 12.5ms Speed: 3.1ms preprocess, 12.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.3bd64a895a9de81d5c853cb2a2636889.jpg: 640x640 4 Potholes, 16.7ms Speed: 2.8ms preprocess, 16.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.633a19ede999ed74540666dc7a752a5e.jpg: 640x640 3 Potholes, 12.5ms Speed: 2.6ms preprocess, 12.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.892442050cf9877b4c2a84ed528a8839.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.94b2e0eedf8cd30f7c327ccd66203e10.jpg: 640x640 4 Potholes, 12.8ms Speed: 5.1ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.a060bef4169c55ec961d7d62af9e68bf.jpg: 640x640 1 Pothole, 16.5ms Speed: 5.5ms preprocess, 16.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.a9ccff55dad9cdd9ea3fd5f7d5bbbbd6.jpg: 640x640 4 Potholes, 20.2ms Speed: 6.4ms preprocess, 20.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.b442f1d4d82edcee3eb889e4b233d2dc.jpg: 640x640 2 Potholes, 12.5ms Speed: 3.0ms preprocess, 12.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.c37090d11491da9d977a097862245f32.jpg: 640x640 2 Potholes, 12.6ms Speed: 3.9ms preprocess, 12.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.c93b33515444b93aba42387db8a91d5b.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.7ms preprocess, 12.9ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.dd82d4881d176b8dbefc01931820b366.jpg: 640x640 3 Potholes, 15.9ms Speed: 7.1ms preprocess, 15.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-6_jpg.rf.ebeb2627b4185d736e8a6d3ecfd296f7.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.2ms preprocess, 12.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-70_jpg.rf.0dfc25a13e4b94b760044572712a8e09.jpg: 640x640 2 Potholes, 12.6ms Speed: 2.5ms preprocess, 12.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-70_jpg.rf.5a6eebea395e1ea1978dd282b532195a.jpg: 640x640 2 Potholes, 14.5ms Speed: 7.3ms preprocess, 14.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-70_jpg.rf.6b4f14186875a02be42fad168284df18.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.1ms preprocess, 15.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-70_jpg.rf.822e9fc5aa57db905c904a97efa86e63.jpg: 640x640 1 Pothole, 12.9ms Speed: 4.1ms preprocess, 12.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-70_jpg.rf.ee839d3b74519a578821a1a2823825ca.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.1ms preprocess, 14.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-71_jpg.rf.3d27669075970c3a221bad14cf171f23.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.4ms preprocess, 13.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-71_jpg.rf.65a70cf372e67f2f86bcfe9b99824f69.jpg: 640x640 1 Pothole, 16.6ms Speed: 5.5ms preprocess, 16.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-71_jpg.rf.94d60c53241f5e79b7b984a3bfb1700c.jpg: 640x640 1 Pothole, 17.3ms Speed: 3.0ms preprocess, 17.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-71_jpg.rf.b6506c2b2808c583ea101d645657c81d.jpg: 640x640 3 Potholes, 15.0ms Speed: 4.3ms preprocess, 15.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-71_jpg.rf.b8feb03266c7926f8bf160eb8e269232.jpg: 640x640 2 Potholes, 16.9ms Speed: 3.8ms preprocess, 16.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-71_jpg.rf.b9b9c9c062e7ec3619cd07b0617080c7.jpg: 640x640 1 Pothole, 20.2ms Speed: 2.3ms preprocess, 20.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-72_jpg.rf.311ec0ca9e519694980069aa7eae6702.jpg: 640x640 1 Pothole, 24.9ms Speed: 4.0ms preprocess, 24.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-72_jpg.rf.4fd42f347a380af0dd3d7031b7f1f976.jpg: 640x640 1 Pothole, 21.7ms Speed: 4.6ms preprocess, 21.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-72_jpg.rf.eb94983f3a25d223b365791a23cdd34a.jpg: 640x640 1 Pothole, 27.2ms Speed: 7.0ms preprocess, 27.2ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-73_jpg.rf.18f1c7a3c6eb1c22ce89cb788ce925c8.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.8ms preprocess, 16.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-73_jpg.rf.c460f14dc4b648e52f3cec916a8b8a1c.jpg: 640x640 1 Pothole, 14.3ms Speed: 4.3ms preprocess, 14.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.215bf6a10d8a9ddeace2ae43f278a8d5.jpg: 640x640 1 Pothole, 21.5ms Speed: 4.8ms preprocess, 21.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.21f9b5d0d8f550d06b8b8f32779dc3e7.jpg: 640x640 (no detections), 12.8ms Speed: 3.3ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.3d48f529431904b7e7b11ce82be79f03.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.6ms preprocess, 16.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.44e191f1b98c29432c7674f9c8e22c7e.jpg: 640x640 1 Pothole, 12.8ms Speed: 5.2ms preprocess, 12.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.454c18cfab96a742deebab692f0b3480.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.3ms preprocess, 12.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.911f23f5863e9392a3af60adda1216f5.jpg: 640x640 1 Pothole, 13.4ms Speed: 3.0ms preprocess, 13.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.962bad8012d89549e03f5a436ba6a066.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.1ms preprocess, 15.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.a3726c14a0639dde42ab1e1cd50100d2.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.7ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.ac2a37c38ffdd3aa5c0f0f12ecf84d62.jpg: 640x640 1 Pothole, 19.1ms Speed: 5.4ms preprocess, 19.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.f4e3a7b66076b66c690505078438ac4c.jpg: 640x640 1 Pothole, 17.8ms Speed: 3.4ms preprocess, 17.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-74_jpg.rf.ff8e64e88354a0302664091e5dc74f20.jpg: 640x640 1 Pothole, 19.4ms Speed: 4.4ms preprocess, 19.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.245a7f78fd9a75d31f77a583720a9cf6.jpg: 640x640 1 Pothole, 18.4ms Speed: 4.9ms preprocess, 18.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.58cf107c9cf9579ecce0ac917f31baed.jpg: 640x640 1 Pothole, 20.2ms Speed: 3.4ms preprocess, 20.2ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.71f6709cccd604a59b4f5baebb9faa6e.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.9ms preprocess, 15.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.85cee17f532f035bfb6164580471de93.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.8ms preprocess, 15.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.b266f42ffb28e3c64d5b4b5284b8217e.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.3ms preprocess, 15.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.c7534f40c69f9604850fabe742feec59.jpg: 640x640 1 Pothole, 19.0ms Speed: 3.3ms preprocess, 19.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.dbbe8145379289a806cec0ccad2472f0.jpg: 640x640 (no detections), 15.1ms Speed: 8.0ms preprocess, 15.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.edca62d20477b261e70d5c5d62a4d4b3.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.1ms preprocess, 15.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.f59fa8ea2a14ef790b6c8b3a71fde320.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.0ms preprocess, 15.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.fd58d8fd83338a6c95025a0a00dbad12.jpg: 640x640 1 Pothole, 15.1ms Speed: 4.7ms preprocess, 15.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-75_jpg.rf.febf1f4c7540a22df35967d7e7f1182d.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.3ms preprocess, 15.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-76_jpg.rf.027131d630c15afdcbd0ddaec6a1b109.jpg: 640x640 4 Potholes, 15.2ms Speed: 4.5ms preprocess, 15.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-76_jpg.rf.0ee2a07abb8a869515de3bbcdb6927c8.jpg: 640x640 2 Potholes, 14.9ms Speed: 2.2ms preprocess, 14.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-76_jpg.rf.2250ced720d8107a23fa80441f99612b.jpg: 640x640 3 Potholes, 14.8ms Speed: 3.5ms preprocess, 14.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-76_jpg.rf.2e5010df048be8bdb09583eb00b52b05.jpg: 640x640 3 Potholes, 16.7ms Speed: 2.9ms preprocess, 16.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-76_jpg.rf.649c4475a4701b5f1dc365e0177f0be7.jpg: 640x640 4 Potholes, 15.8ms Speed: 5.3ms preprocess, 15.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-76_jpg.rf.684115b51b913b24c11755404fec0380.jpg: 640x640 2 Potholes, 15.0ms Speed: 2.5ms preprocess, 15.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-76_jpg.rf.eb59ea1ac64ad1bb27428e01201a762d.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.6ms preprocess, 15.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-77_jpg.rf.9c137ecf74db51e56e1c524493d71e12.jpg: 640x640 3 Potholes, 19.6ms Speed: 4.5ms preprocess, 19.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-77_jpg.rf.b64be61357981ddc6b52aa29903641b3.jpg: 640x640 3 Potholes, 14.8ms Speed: 3.6ms preprocess, 14.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-77_jpg.rf.cc5e8500b4ac226c5306fd20488a3495.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.9ms preprocess, 14.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.263523a7bc2d1cd57f56e9e1c670344b.jpg: 640x640 2 Potholes, 14.7ms Speed: 2.7ms preprocess, 14.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.26a7ddcb980c0de8ebf527627c7687f0.jpg: 640x640 2 Potholes, 15.1ms Speed: 3.9ms preprocess, 15.1ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.32253a581c4656980a4145ef05f295f8.jpg: 640x640 2 Potholes, 14.7ms Speed: 4.0ms preprocess, 14.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.469c04d9c0b1875790560d6a3336a0e9.jpg: 640x640 2 Potholes, 14.5ms Speed: 2.5ms preprocess, 14.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.615b79f0e478775379028793a73042f2.jpg: 640x640 2 Potholes, 14.6ms Speed: 3.6ms preprocess, 14.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.8637569a24b6083218e4ce7b72044c17.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.4ms preprocess, 14.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.cc3028902b9d4b79195363b780633170.jpg: 640x640 2 Potholes, 14.6ms Speed: 2.9ms preprocess, 14.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.e26aef64e005ce74fe5d42fb755b2f87.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.1ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-78_jpg.rf.ed12948ac5afe0073d591e07534d03f5.jpg: 640x640 3 Potholes, 17.3ms Speed: 2.7ms preprocess, 17.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-79_jpg.rf.05ef91fe758dc2ce4dff2ced0325da9a.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.4ms preprocess, 15.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-79_jpg.rf.39752839a95abee3d3ed101fbb758a15.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.9ms preprocess, 14.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-79_jpg.rf.3f3bbdcf96cede1e3be80951725ed48a.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.5ms preprocess, 13.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-79_jpg.rf.68fced7efe5f43bcdb71c91ad1ff7f08.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.6ms preprocess, 13.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-79_jpg.rf.a756280ba68e5146f37a2f0d69592cb5.jpg: 640x640 1 Pothole, 22.2ms Speed: 5.5ms preprocess, 22.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-79_jpg.rf.afee021e6eb4f7b880c0dafd2a558b91.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.7ms preprocess, 15.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.06170c7cad76d17380baef0843227a8d.jpg: 640x640 1 Pothole, 23.3ms Speed: 6.3ms preprocess, 23.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.59f09f3a0e9aa4163f4466401de85f4c.jpg: 640x640 1 Pothole, 18.4ms Speed: 4.4ms preprocess, 18.4ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.5fe2c52bc1cb7a0a4e29205146bbd1b9.jpg: 640x640 1 Pothole, 14.9ms Speed: 4.4ms preprocess, 14.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.733d9c7e6bbeb2cb6dd5914f4c331b3e.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.7ms preprocess, 15.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.8e0c293fd6403e4287c242efed8e8dd3.jpg: 640x640 1 Pothole, 18.6ms Speed: 3.1ms preprocess, 18.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.99194041e586b0a8245bbf72791be4dc.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.bf432cf3fc709c9cbb431c0a922974ac.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.7ms preprocess, 14.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.c8b20efa83801ad6cdb47f90f5db26bd.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.5ms preprocess, 12.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.d65111bc349ea3aa306c722e1b86359d.jpg: 640x640 1 Pothole, 21.9ms Speed: 2.8ms preprocess, 21.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.e626b297abd79052745a91b75bf10a92.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.0ms preprocess, 12.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-7_jpg.rf.e7e5fbad0dc14cc38e713e141f26e6b5.jpg: 640x640 1 Pothole, 13.7ms Speed: 3.1ms preprocess, 13.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-80_jpg.rf.2a94d33a8d0a10d924232e6bde8b9bbf.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.8ms preprocess, 15.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-80_jpg.rf.2db4e5a2b9a651d5d2f4d11fad69a0e8.jpg: 640x640 (no detections), 13.9ms Speed: 4.2ms preprocess, 13.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-80_jpg.rf.37572cda952fed3746498bcd9315fb88.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.7ms preprocess, 16.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-80_jpg.rf.4acffa70c5b31360584443ab49a023ae.jpg: 640x640 (no detections), 15.6ms Speed: 2.2ms preprocess, 15.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-80_jpg.rf.abab93744cfb781e0b69920166a37c4d.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-80_jpg.rf.b092879580b9ebb162da67d44dd05081.jpg: 640x640 1 Pothole, 13.3ms Speed: 4.7ms preprocess, 13.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-80_jpg.rf.b4a781b79af426bd9e23d90c692ff8c0.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.1ms preprocess, 15.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-80_jpg.rf.bff33bedbe35e6765e643838907c4726.jpg: 640x640 2 Potholes, 13.2ms Speed: 3.4ms preprocess, 13.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-81_jpg.rf.15e0b83bd32df8ba26f5712962e4347d.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.8ms preprocess, 15.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-81_jpg.rf.4ea35cf3120e0314efeb5f0ea5800c2c.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.1ms preprocess, 16.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-81_jpg.rf.6506a2ae277f39ce33a6b12292c3f605.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.7ms preprocess, 13.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-81_jpg.rf.88bfeb068f8f55653093e7476152b500.jpg: 640x640 1 Pothole, 21.2ms Speed: 4.0ms preprocess, 21.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-81_jpg.rf.9e7998480de96bc9ed183645d542b95d.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.9ms preprocess, 12.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-81_jpg.rf.a47980517390eece7a5e72c896e5a7c3.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.2ms preprocess, 17.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.0978fafb174c1c1025889714e7eb1b6c.jpg: 640x640 3 Potholes, 15.8ms Speed: 2.8ms preprocess, 15.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.0d6bbabeb5687ee6aa46f25c6d9090d3.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.3ms preprocess, 12.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.164972a66f368956ff5b49cfda5f56e4.jpg: 640x640 2 Potholes, 16.2ms Speed: 2.2ms preprocess, 16.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.593911bd015b94fed99f03f8100f4438.jpg: 640x640 3 Potholes, 12.7ms Speed: 1.9ms preprocess, 12.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.95db76f17a162f4d10ea33e5124536c6.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.3ms preprocess, 13.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.c469f479dc9a82a5a22f3f32244b13fc.jpg: 640x640 3 Potholes, 15.0ms Speed: 3.3ms preprocess, 15.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.c6c656616fd9af8b392f6ff2379f3f9d.jpg: 640x640 3 Potholes, 13.2ms Speed: 2.9ms preprocess, 13.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.ca8d562c1d6a050f2f72936a907dd567.jpg: 640x640 2 Potholes, 20.1ms Speed: 3.5ms preprocess, 20.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.d110c01db9a181cff245f162d0d324b0.jpg: 640x640 2 Potholes, 13.3ms Speed: 3.3ms preprocess, 13.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-82_jpg.rf.e44dd92ddce7ea15d7676c3aced35c70.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.3ms preprocess, 12.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-83_jpg.rf.2d0f31c716d0c5ac27d8a5f5efbee68c.jpg: 640x640 1 Pothole, 18.4ms Speed: 3.7ms preprocess, 18.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-83_jpg.rf.3d887772fe61c497e54b38d0717fba59.jpg: 640x640 2 Potholes, 16.1ms Speed: 3.1ms preprocess, 16.1ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-83_jpg.rf.461169399cf283911988801b2723792c.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.2ms preprocess, 16.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-83_jpg.rf.660604a510ffdbc8aa04642b445bc046.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.8ms preprocess, 15.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-83_jpg.rf.d9e1c3115194476c10565a4462c71f15.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.0ms preprocess, 14.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-83_jpg.rf.fa452d6129c72e2f72939a311a8906d3.jpg: 640x640 1 Pothole, 17.2ms Speed: 4.5ms preprocess, 17.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.3dd96765c5ecff0f78179f69d181c2cd.jpg: 640x640 2 Potholes, 14.6ms Speed: 3.0ms preprocess, 14.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.3ff9080bb93c2b57c8b845473b36f679.jpg: 640x640 3 Potholes, 26.6ms Speed: 3.2ms preprocess, 26.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.41a7b27d5aa44bd4a463b3970da54470.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.6ms preprocess, 15.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.530667c73e4577c202a21874b48f68c4.jpg: 640x640 2 Potholes, 14.6ms Speed: 2.8ms preprocess, 14.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.6bcb8ee4027c450984ced2f3ea417576.jpg: 640x640 2 Potholes, 15.5ms Speed: 5.8ms preprocess, 15.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.783760378eace818fbbc11357fc5c8e2.jpg: 640x640 2 Potholes, 14.7ms Speed: 2.9ms preprocess, 14.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.91e99c3758cd4065ba782f9d6e33a4da.jpg: 640x640 1 Pothole, 17.4ms Speed: 6.5ms preprocess, 17.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.a9232ef44eeb68879785384aec0e8fe0.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.6ms preprocess, 14.7ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.b2b77d43ad5858c830415dee1c8032b3.jpg: 640x640 1 Pothole, 18.7ms Speed: 4.1ms preprocess, 18.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-84_jpg.rf.ffc86f5a17f74f0d394bf982d7086e8d.jpg: 640x640 1 Pothole, 15.4ms Speed: 9.0ms preprocess, 15.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-85_jpg.rf.39123aa943b01368bf5cdcc8a5996388.jpg: 640x640 2 Potholes, 14.5ms Speed: 2.9ms preprocess, 14.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-85_jpg.rf.ca1c48aefe9501d89518a11bbcdae863.jpg: 640x640 3 Potholes, 15.5ms Speed: 3.0ms preprocess, 15.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-85_jpg.rf.e44f9b22d9c215a995a33bcd0ad8daff.jpg: 640x640 2 Potholes, 14.9ms Speed: 3.9ms preprocess, 14.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-86_jpg.rf.092f6f1d4aa5742c64d9819bbd75d3c5.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.4ms preprocess, 15.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-86_jpg.rf.14c53f5614f6a0d95c76c879c063d8ba.jpg: 640x640 2 Potholes, 14.8ms Speed: 4.0ms preprocess, 14.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-86_jpg.rf.56c8052cf7d286cccdd54806b3c700bc.jpg: 640x640 1 Pothole, 14.7ms Speed: 4.0ms preprocess, 14.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-86_jpg.rf.71efe739eb6e37d4e8a0977d784ab782.jpg: 640x640 2 Potholes, 15.2ms Speed: 4.2ms preprocess, 15.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-86_jpg.rf.b8e07e0e9e37c3654883d4468a83dbaf.jpg: 640x640 2 Potholes, 15.1ms Speed: 3.5ms preprocess, 15.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-86_jpg.rf.c34ce8d53984b382bb0997de7042ba88.jpg: 640x640 2 Potholes, 14.6ms Speed: 3.1ms preprocess, 14.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-86_jpg.rf.e712507043b618a4189f50309f025bbd.jpg: 640x640 2 Potholes, 14.7ms Speed: 2.8ms preprocess, 14.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-87_jpg.rf.1d283b935c2aabe6f23e58815fc3e02c.jpg: 640x640 1 Pothole, 14.9ms Speed: 4.0ms preprocess, 14.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-88_jpg.rf.0f43bbd4c968d2a7df178c40926dd447.jpg: 640x640 2 Potholes, 18.9ms Speed: 3.6ms preprocess, 18.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-88_jpg.rf.ef3e90f5ac98032e4370260db0b8ec10.jpg: 640x640 1 Pothole, 14.4ms Speed: 4.1ms preprocess, 14.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-89_jpg.rf.5226a09a8da253702dc8bccd7ef9868c.jpg: 640x640 2 Potholes, 15.9ms Speed: 4.1ms preprocess, 15.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-89_jpg.rf.6912a63c32d23e99a45302cb9b97116f.jpg: 640x640 2 Potholes, 13.1ms Speed: 4.2ms preprocess, 13.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-89_jpg.rf.8c9e867a99a2beaa09eda4c1046d268a.jpg: 640x640 1 Pothole, 16.9ms Speed: 5.5ms preprocess, 16.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-89_jpg.rf.ab2003778f1786fd212524f973bdd140.jpg: 640x640 2 Potholes, 16.1ms Speed: 3.9ms preprocess, 16.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-8_jpg.rf.097dc7bbedbda385ce901548110e311a.jpg: 640x640 2 Potholes, 27.3ms Speed: 10.0ms preprocess, 27.3ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-8_jpg.rf.adda95c62650514c9c15e3441e6d4952.jpg: 640x640 2 Potholes, 24.3ms Speed: 3.0ms preprocess, 24.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-8_jpg.rf.b90db16a15827dc540681f04ea33d8e8.jpg: 640x640 2 Potholes, 15.7ms Speed: 4.3ms preprocess, 15.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-8_jpg.rf.eb6ad03d5a04abb4f7c6e11692f1d5e1.jpg: 640x640 1 Pothole, 22.8ms Speed: 5.4ms preprocess, 22.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.05f7ae956d26946924d85d7e1dc09c29.jpg: 640x640 1 Pothole, 14.3ms Speed: 5.1ms preprocess, 14.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.15e2a4ed278be63ba66c85df6ed3bf03.jpg: 640x640 1 Pothole, 17.3ms Speed: 7.3ms preprocess, 17.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.16c77d7085a82891a3cb1ded06707749.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.7ms preprocess, 13.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.3098b76ee0453d61182fc6deb86a605d.jpg: 640x640 1 Pothole, 20.8ms Speed: 4.8ms preprocess, 20.8ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.40684b8f96f4131ed4934ae435120ee9.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.3ms preprocess, 15.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.5fb758e148e27e8d3602fa767d221710.jpg: 640x640 1 Pothole, 14.0ms Speed: 4.6ms preprocess, 14.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.64f637a7385f5a765f4f1633e44d2bd0.jpg: 640x640 1 Pothole, 15.2ms Speed: 5.2ms preprocess, 15.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.7f77099f05d9b04704995e3e8eae387d.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.5ms preprocess, 15.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.811fdd542809159bf32036954aa28b06.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.9ms preprocess, 14.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.9ca02fa014c856f0cdc93ce8b559b8b7.jpg: 640x640 1 Pothole, 21.2ms Speed: 6.5ms preprocess, 21.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-91_jpg.rf.9f721cd1a77d34b9475f7ffff64dd415.jpg: 640x640 1 Pothole, 14.4ms Speed: 5.2ms preprocess, 14.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.0834e8ee985b7f101f515f52e8d375f5.jpg: 640x640 1 Pothole, 21.4ms Speed: 4.5ms preprocess, 21.4ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.12d613d840596eddd72bb92d5a17d500.jpg: 640x640 2 Potholes, 21.2ms Speed: 5.0ms preprocess, 21.2ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.18b48f7d78daf03acd73dae20bab00df.jpg: 640x640 1 Pothole, 21.5ms Speed: 6.0ms preprocess, 21.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.3b49e38bc2bcebfe4c2c801f0112e8be.jpg: 640x640 1 Pothole, 22.0ms Speed: 7.6ms preprocess, 22.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.4548ec546f58d3ce566dcc6db6e12f64.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.6ms preprocess, 15.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.6669cc936a5b3e6b57e56f2011eb7afe.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.4ms preprocess, 16.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.8411c5e941af7a71c1750ceb54cc8222.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.4ms preprocess, 14.1ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.8cc812ffc94e049ba7f72a6699e8b30b.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.2ms preprocess, 16.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.a072fc424a5cf62aaeb4aca806e02ce4.jpg: 640x640 (no detections), 14.8ms Speed: 2.8ms preprocess, 14.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-92_jpg.rf.fe42a7c2680671ec6824055b9a62e85d.jpg: 640x640 1 Pothole, 18.2ms Speed: 3.2ms preprocess, 18.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.0137ec6dd1b7db698fa9156ed8920265.jpg: 640x640 3 Potholes, 13.0ms Speed: 2.8ms preprocess, 13.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.11bf6f28865c3aa1f348c6eb5fad565a.jpg: 640x640 3 Potholes, 16.2ms Speed: 3.7ms preprocess, 16.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.2addcd7ffcd52c8daedf80468cce6a42.jpg: 640x640 1 Pothole, 23.3ms Speed: 4.6ms preprocess, 23.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.42af8964fa2ad5c3ebd04ca15cb65ba8.jpg: 640x640 3 Potholes, 15.2ms Speed: 3.8ms preprocess, 15.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.56f3ab1c1535e04a62e35cac57834408.jpg: 640x640 3 Potholes, 21.5ms Speed: 6.4ms preprocess, 21.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.6d1623584d9d7be9588f591e280303e5.jpg: 640x640 2 Potholes, 16.5ms Speed: 2.3ms preprocess, 16.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.7f0d1906ff305e4a6b67ad5bafe4346d.jpg: 640x640 3 Potholes, 15.8ms Speed: 3.2ms preprocess, 15.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.87121d4df16b7dd5aa7171ef4f0b1449.jpg: 640x640 3 Potholes, 20.9ms Speed: 5.9ms preprocess, 20.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.8b39f5ea3dc3e0c14a7fecf4497b9dff.jpg: 640x640 2 Potholes, 20.2ms Speed: 4.3ms preprocess, 20.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.9d1c08886dc02a7b92919fa3644f49d6.jpg: 640x640 3 Potholes, 24.1ms Speed: 4.4ms preprocess, 24.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.b54c08c34324ccca2f48b85006b0ec4b.jpg: 640x640 3 Potholes, 15.6ms Speed: 3.3ms preprocess, 15.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.db8981ef15d5f345303593a72694ebc8.jpg: 640x640 1 Pothole, 21.3ms Speed: 5.1ms preprocess, 21.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.ddd31854b19796a9c7a39a93011db2bc.jpg: 640x640 3 Potholes, 15.6ms Speed: 2.4ms preprocess, 15.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-93_jpg.rf.f45d6ca884c51d061d5ff4c1d1e0083a.jpg: 640x640 3 Potholes, 18.1ms Speed: 3.7ms preprocess, 18.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-94_jpg.rf.5c105df9888ecdc159b653717417b803.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.2ms preprocess, 15.6ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-94_jpg.rf.5ca21e804bae5a9a26417a015c50f97f.jpg: 640x640 1 Pothole, 15.7ms Speed: 5.6ms preprocess, 15.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-94_jpg.rf.dae24386e1b30e5483d67577a9c947e7.jpg: 640x640 1 Pothole, 17.9ms Speed: 4.1ms preprocess, 17.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-94_jpg.rf.fb4bb171d9b7bf2017f43537d362caed.jpg: 640x640 1 Pothole, 19.3ms Speed: 4.4ms preprocess, 19.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-95_jpg.rf.162dcf1ec145601b0c592c52c2fd45b0.jpg: 640x640 2 Potholes, 15.6ms Speed: 3.2ms preprocess, 15.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-95_jpg.rf.16e01a2bfabfd6a3b91e890c4a7acb42.jpg: 640x640 2 Potholes, 16.2ms Speed: 4.6ms preprocess, 16.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-95_jpg.rf.4e7e16cf54c446ab7f572ce70d74af4d.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.4ms preprocess, 15.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-95_jpg.rf.7d3b223449298a5ddd94818c0b998721.jpg: 640x640 2 Potholes, 16.1ms Speed: 3.5ms preprocess, 16.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-95_jpg.rf.bf6f15c456e24ce81bfd52ac0f8a73eb.jpg: 640x640 2 Potholes, 15.6ms Speed: 2.5ms preprocess, 15.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-95_jpg.rf.daecc40ae3e850e247139e9766c57604.jpg: 640x640 2 Potholes, 16.9ms Speed: 4.5ms preprocess, 16.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.38136ca6af78a41ab7a53d290280753b.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.3ms preprocess, 15.6ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.481753729d5de8af8aa6134a2b0f540e.jpg: 640x640 2 Potholes, 16.5ms Speed: 2.9ms preprocess, 16.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.5f9dc813b09c7064386923eb8b780c07.jpg: 640x640 2 Potholes, 16.7ms Speed: 4.0ms preprocess, 16.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.8bc2397a3539e59becb766c4688f7c99.jpg: 640x640 1 Pothole, 23.6ms Speed: 4.2ms preprocess, 23.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.8c64f1aba5d388a9450a9265dbe784a7.jpg: 640x640 1 Pothole, 20.4ms Speed: 5.5ms preprocess, 20.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.8e816f79b978f7f512a4f382f7d717a4.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.1ms preprocess, 15.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.9d6e89c0e5b7f29bd58b703bdf136667.jpg: 640x640 1 Pothole, 22.0ms Speed: 3.9ms preprocess, 22.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.ade4f8b0a66ab0bf305acbe2018065d0.jpg: 640x640 1 Pothole, 23.9ms Speed: 6.7ms preprocess, 23.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.d255272c116836008cbebeabdf9259ac.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.5ms preprocess, 15.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.d75c2840bf77300f46875e1a450dc8af.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.8ms preprocess, 16.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.fc38ad18ea0631835b0ee43ffcdcd54e.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.9ms preprocess, 15.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-96_jpg.rf.fc3d6a6a4bb416d41e7fc484a42d9a04.jpg: 640x640 2 Potholes, 15.7ms Speed: 3.5ms preprocess, 15.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-97_jpg.rf.ab1d56df6d9217827534c2308db28a85.jpg: 640x640 5 Potholes, 16.4ms Speed: 5.4ms preprocess, 16.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-97_jpg.rf.d4040b6bba81fc4d98a6ab332cd21993.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.8ms preprocess, 15.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-97_jpg.rf.fc7c58419171aa2b21c799012f18334c.jpg: 640x640 5 Potholes, 15.6ms Speed: 3.8ms preprocess, 15.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-98_jpg.rf.1299eec21be64c65b69b8a31579a3589.jpg: 640x640 2 Potholes, 15.5ms Speed: 3.5ms preprocess, 15.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-98_jpg.rf.6b9d7e2ad8d198a9e6d1cd0794e1912d.jpg: 640x640 4 Potholes, 18.1ms Speed: 5.0ms preprocess, 18.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-98_jpg.rf.6df1a8d869189327e615b8bb5b217ffc.jpg: 640x640 1 Pothole, 18.8ms Speed: 3.2ms preprocess, 18.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-98_jpg.rf.cc3b38a7912120080ff0f3fc12f3cce5.jpg: 640x640 3 Potholes, 16.5ms Speed: 6.4ms preprocess, 16.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-98_jpg.rf.f1e4a8dcd0610c9e1861050a06e18f27.jpg: 640x640 1 Pothole, 28.7ms Speed: 4.0ms preprocess, 28.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.061354231861bfd5c2fdc125a2c6617a.jpg: 640x640 1 Pothole, 15.6ms Speed: 5.1ms preprocess, 15.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.0c7c82c90a3091507216140045d4a1a5.jpg: 640x640 1 Pothole, 15.8ms Speed: 2.7ms preprocess, 15.8ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.1c02164c0cacb3d80256c4be302f1bb1.jpg: 640x640 1 Pothole, 24.0ms Speed: 3.9ms preprocess, 24.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.30b008bfe63fe181b5c8e9bcb64303fb.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.0ms preprocess, 16.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.4c6e53b1d4e9f4b6278d991b37da5e36.jpg: 640x640 2 Potholes, 15.4ms Speed: 4.2ms preprocess, 15.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.4d83f103e226f40d97e09e17c7b0d2d4.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.4ms preprocess, 15.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.61bec9e442ae117e72d0491b1dd37c61.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.4ms preprocess, 16.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.631ce6cf3416387fca35546b9224a9ea.jpg: 640x640 1 Pothole, 23.0ms Speed: 5.5ms preprocess, 23.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.9ea17c632a15614596c86d6b4a037445.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.1ms preprocess, 15.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.a7ee2738f9e91f49ad97c7c29cd0734d.jpg: 640x640 1 Pothole, 16.5ms Speed: 5.0ms preprocess, 16.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.b6b5b8e45727db223e512fbdbe6fd829.jpg: 640x640 2 Potholes, 15.4ms Speed: 3.3ms preprocess, 15.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-99_jpg.rf.f52fc2a95cd514a3b5ae0ec1461484fc.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.2ms preprocess, 16.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-9_jpg.rf.00f7686d0c7010e5a5c953173b71b83d.jpg: 640x640 2 Potholes, 17.1ms Speed: 4.2ms preprocess, 17.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-9_jpg.rf.50a56b94e978d1ea36f44213ae93fecc.jpg: 640x640 2 Potholes, 16.1ms Speed: 4.5ms preprocess, 16.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-9_jpg.rf.b80bb5e5c0715a91f921fbdb14d08d57.jpg: 640x640 2 Potholes, 15.7ms Speed: 3.5ms preprocess, 15.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-9_jpg.rf.ccf7cdd3539106f6e7bc3923ec1515e0.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.6ms preprocess, 17.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-9_jpg.rf.e9da9e4443f5f8dcb2a60a848bd9f2c9.jpg: 640x640 2 Potholes, 15.9ms Speed: 5.1ms preprocess, 15.9ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\img-9_jpg.rf.fe35776192616e7f5e11ec43a0d6ea5b.jpg: 640x640 1 Pothole, 20.8ms Speed: 3.8ms preprocess, 20.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_01_jpg.rf.0bb2ae0663edbaad7425ea14a5e25f86.jpg: 640x640 2 Potholes, 21.8ms Speed: 4.4ms preprocess, 21.8ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_01_jpg.rf.9bedcc53ea1b56319886fbc3e1aa9876.jpg: 640x640 2 Potholes, 15.3ms Speed: 2.7ms preprocess, 15.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_01_jpg.rf.ec3e00edff76d6720c15d437c54e828a.jpg: 640x640 1 Pothole, 17.5ms Speed: 4.4ms preprocess, 17.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_01_jpg.rf.f42b66b8e16a7e2b25d9e87d4690c925.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.6ms preprocess, 15.5ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_02_jpg.rf.a00d5177e19bee0b0d63110f28b4d851.jpg: 640x640 1 Pothole, 18.0ms Speed: 4.2ms preprocess, 18.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_02_jpg.rf.dcecb734025c741a8ff2ee07ddf4115b.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.4ms preprocess, 15.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_03_jpg.rf.1a45434e1418089c9a47b6a81eef026b.jpg: 640x640 (no detections), 15.4ms Speed: 3.3ms preprocess, 15.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_03_jpg.rf.3bcd188bc5c9ab352606b7006c27352d.jpg: 640x640 2 Potholes, 18.9ms Speed: 3.6ms preprocess, 18.9ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_03_jpg.rf.568dc23877ca56c647f0422b10b8c723.jpg: 640x640 (no detections), 15.5ms Speed: 4.3ms preprocess, 15.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_03_jpg.rf.5bbc7f5ac4287c1d8e82e8788a283b02.jpg: 640x640 (no detections), 20.5ms Speed: 4.0ms preprocess, 20.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_03_jpg.rf.7bef4077d8ab6ee50fab7626c1e58486.jpg: 640x640 (no detections), 15.8ms Speed: 4.9ms preprocess, 15.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_03_jpg.rf.c1480d5651f01eb435ea6639f4a7df42.jpg: 640x640 (no detections), 15.5ms Speed: 3.7ms preprocess, 15.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_03_jpg.rf.d738ffefca6c32373a6f5079b82aa583.jpg: 640x640 1 Pothole, 19.0ms Speed: 4.7ms preprocess, 19.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_03_jpg.rf.fa21ccff40d79e97d9e970416a51da38.jpg: 640x640 (no detections), 15.6ms Speed: 3.8ms preprocess, 15.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_04_jpg.rf.532243ea4b25716a3db862df59aa4ee3.jpg: 640x640 (no detections), 15.7ms Speed: 7.9ms preprocess, 15.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_04_jpg.rf.8226db899227094e6b7b1fa3d9779687.jpg: 640x640 1 Pothole, 15.6ms Speed: 5.2ms preprocess, 15.6ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_04_jpg.rf.c0f452da2459fdea67047279d580f69a.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.9ms preprocess, 15.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_05_jpg.rf.3136c86c318a3be75bb4d81573189ff5.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.1ms preprocess, 15.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_05_jpg.rf.461ffa0934abbc3d2419424ed0718232.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.0ms preprocess, 16.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_05_jpg.rf.8edfcd61f5a248fec293c94f957ef798.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.0ms preprocess, 15.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_05_jpg.rf.a1d9d200ff2ddd796a8737b368f1f16a.jpg: 640x640 (no detections), 15.6ms Speed: 4.6ms preprocess, 15.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_05_jpg.rf.b7e29e3eceda69d6f67cbb43eac910fb.jpg: 640x640 (no detections), 15.5ms Speed: 3.0ms preprocess, 15.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_05_jpg.rf.cdecca8aba445b144e70191f6d4a2e66.jpg: 640x640 1 Pothole, 15.6ms Speed: 5.1ms preprocess, 15.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_05_jpg.rf.d8782bc9c6c54c35be3fe19fa073ef0a.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.8ms preprocess, 15.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_05_jpg.rf.e72b4523dbf0e02373eabf0816c57fed.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.6ms preprocess, 15.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_06_jpg.rf.2ed5783ba17c01ac263f35d0129f9ed0.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.5ms preprocess, 15.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_06_jpg.rf.6468333d610378d9c46d4fe693605f41.jpg: 640x640 2 Potholes, 15.5ms Speed: 3.5ms preprocess, 15.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_06_jpg.rf.6b8250743f7e356f20d0ef44ee40a5eb.jpg: 640x640 1 Pothole, 15.9ms Speed: 5.5ms preprocess, 15.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_06_jpg.rf.6f20710c48ad51e96bb28af561b65958.jpg: 640x640 1 Pothole, 16.4ms Speed: 5.6ms preprocess, 16.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_06_jpg.rf.8ca57d3b8dfaf82d717a839ffc819518.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.8ms preprocess, 15.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_06_jpg.rf.c2ed905b13ff38e0bbf6c3b0471310e0.jpg: 640x640 1 Pothole, 18.9ms Speed: 4.2ms preprocess, 18.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_06_jpg.rf.c3f35f6526429ce9361056ece91d0e5d.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.4ms preprocess, 15.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_06_jpg.rf.d7e2dc8cebefdde24b947426d221e147.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.8ms preprocess, 15.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_07_jpg.rf.6461d49b6e37d8cea18cb77971d0da13.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.7ms preprocess, 15.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_07_jpg.rf.9e3c519eed128eceeb1b3c8299f9dba1.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.6ms preprocess, 15.4ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_08_jpg.rf.478e11ddb6301b5fdfef245c52f76b68.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.2ms preprocess, 15.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_08_jpg.rf.8d87ce8c8f809a18bfe38d2e7ee9b70a.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.0ms preprocess, 15.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_08_jpg.rf.946be6deab593eae1b34aaef3598da31.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.2ms preprocess, 15.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_08_jpg.rf.9a3511bb44dca635486bbdecdc1f17d7.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.5ms preprocess, 15.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_09_jpg.rf.6387388f3c33c7e9111fcd08de353ddd.jpg: 640x640 (no detections), 18.4ms Speed: 4.7ms preprocess, 18.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_09_jpg.rf.655d7a9289a20e1253eb5e7f9ef76d97.jpg: 640x640 (no detections), 15.6ms Speed: 3.2ms preprocess, 15.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_09_jpg.rf.a56b4e0026ecff6235a0f5b748ac489c.jpg: 640x640 (no detections), 17.9ms Speed: 3.0ms preprocess, 17.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_09_jpg.rf.a6b4bb3e07050bff4db74413ee64017a.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.3ms preprocess, 15.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_09_jpg.rf.abccc5d26b6d0e14d15210e810c190aa.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.9ms preprocess, 15.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_09_jpg.rf.b1609877e4b597b24077b677e08f2e71.jpg: 640x640 1 Pothole, 17.9ms Speed: 4.0ms preprocess, 17.9ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_09_jpg.rf.bd7032cbf2e454a1608aa585a72cb21e.jpg: 640x640 1 Pothole, 16.1ms Speed: 4.2ms preprocess, 16.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_09_jpg.rf.fbeb947c4c82e684b3476ec0be742c7b.jpg: 640x640 1 Pothole, 18.7ms Speed: 3.2ms preprocess, 18.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_10_jpg.rf.55218a9407a83ca2ca5204bf0d98bb8b.jpg: 640x640 1 Pothole, 21.4ms Speed: 4.0ms preprocess, 21.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_10_jpg.rf.8f5010133dd6f5167b60b8f438b2e90e.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.2ms preprocess, 15.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_11_jpg.rf.07a1be50da3dc0e5613db11726481506.jpg: 640x640 1 Pothole, 16.1ms Speed: 4.7ms preprocess, 16.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_11_jpg.rf.109eb975eb47258400116a378cc1dd4c.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.2ms preprocess, 16.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_11_jpg.rf.25723ea8990452b3e224c07332e39c4f.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.2ms preprocess, 15.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_11_jpg.rf.5536f97e360f9bf7fe72b4a7f3d83abe.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.3ms preprocess, 14.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_11_jpg.rf.7544974e2e1e76ea3b64d7722850509d.jpg: 640x640 1 Pothole, 20.9ms Speed: 6.6ms preprocess, 20.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_11_jpg.rf.97ebeb238225f28b7828ad714197f0d5.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.7ms preprocess, 14.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_11_jpg.rf.f4017857a71a3bf282f7f6ad907260f9.jpg: 640x640 1 Pothole, 24.5ms Speed: 2.8ms preprocess, 24.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_11_jpg.rf.fe167c20a13b6fa34ccaf4e6784d1e36.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.7ms preprocess, 16.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_12_jpg.rf.073bb2472ad10ad54b9fe41b5bd38c5e.jpg: 640x640 (no detections), 15.1ms Speed: 3.9ms preprocess, 15.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_12_jpg.rf.231be4b29fde8f96032d257fdb5e2809.jpg: 640x640 (no detections), 18.3ms Speed: 4.4ms preprocess, 18.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_12_jpg.rf.7480e82a2d69783340004bee28f3be2a.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.7ms preprocess, 15.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_12_jpg.rf.a47c4be9c5a6d539ebdaaa7ff43da860.jpg: 640x640 (no detections), 16.7ms Speed: 3.4ms preprocess, 16.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_12_jpg.rf.cbcfbe6f024e0ee669aba66e427ad01d.jpg: 640x640 (no detections), 15.2ms Speed: 4.3ms preprocess, 15.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_12_jpg.rf.fd23131a5cb2e43ba8dfd2941806cce9.jpg: 640x640 (no detections), 15.4ms Speed: 4.4ms preprocess, 15.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_13_jpg.rf.02fc5c2bc617dd0d9cc823f14035c959.jpg: 640x640 1 Pothole, 15.4ms Speed: 7.6ms preprocess, 15.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_13_jpg.rf.0aab620104533dec1ad664393f540007.jpg: 640x640 (no detections), 15.2ms Speed: 2.9ms preprocess, 15.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_14_jpg.rf.048ba44dd616dc8f6ad93d0f0424ff16.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.9ms preprocess, 15.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_15_jpg.rf.6e00f229948a18b9f9c9904c08d39586.jpg: 640x640 (no detections), 15.0ms Speed: 3.6ms preprocess, 15.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_15_jpg.rf.e02f0a7577d5478b2a6d82f87ae621dd.jpg: 640x640 1 Pothole, 17.5ms Speed: 4.5ms preprocess, 17.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_15_jpg.rf.eda76c31a8f13184102b22e34070603b.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.6ms preprocess, 15.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_16_jpg.rf.0c0ea7cff4362e79c29d7ccec403125b.jpg: 640x640 1 Pothole, 19.0ms Speed: 5.0ms preprocess, 19.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_16_jpg.rf.1f2e4f7a6f1a015f86223bb6b5b61f00.jpg: 640x640 1 Pothole, 15.1ms Speed: 4.2ms preprocess, 15.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_16_jpg.rf.2fe4064c53374ebc76231e13b543dd56.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.5ms preprocess, 16.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_16_jpg.rf.76d4cc69c31a52bfbbd05b63561d869e.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.5ms preprocess, 15.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_16_jpg.rf.88839a1e8754526b4da1b4abd4b83f05.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.0ms preprocess, 15.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_16_jpg.rf.be0a03226e858f4d7049c65ec615f104.jpg: 640x640 1 Pothole, 15.2ms Speed: 6.3ms preprocess, 15.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_16_jpg.rf.eff381a1ccc53288ba953e6a8175bf17.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.1ms preprocess, 17.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_16_jpg.rf.f8ecf97157a834372016016140b1495d.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.9ms preprocess, 15.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_17_jpg.rf.2c5ff37f5d64d116c9035b8c74205c5c.jpg: 640x640 1 Pothole, 14.8ms Speed: 3.6ms preprocess, 14.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_17_jpg.rf.32878c4f4ce6636820240b89644e30a4.jpg: 640x640 1 Pothole, 18.8ms Speed: 6.3ms preprocess, 18.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_17_jpg.rf.56677c4bfeec47225f734aad11690868.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.3ms preprocess, 16.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_18_jpg.rf.4c3c74ba8cc348c0f65c8fce1dd8f461.jpg: 640x640 (no detections), 19.6ms Speed: 5.6ms preprocess, 19.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_18_jpg.rf.51ba4a6fa4da336d8c5ea94116670990.jpg: 640x640 (no detections), 24.0ms Speed: 3.8ms preprocess, 24.0ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_18_jpg.rf.66906c659a6b87b6d9a85c6d10f67d32.jpg: 640x640 1 Pothole, 16.9ms Speed: 4.0ms preprocess, 16.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_18_jpg.rf.bf6cc251b8a8cedd971038c1879972de.jpg: 640x640 (no detections), 20.9ms Speed: 3.4ms preprocess, 20.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_19_jpg.rf.6781c9b03b2f5132f89cb8843cd66062.jpg: 640x640 1 Pothole, 23.8ms Speed: 5.5ms preprocess, 23.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_19_jpg.rf.c5b92d3d1e37aee84540d7b25df3526a.jpg: 640x640 (no detections), 14.7ms Speed: 3.2ms preprocess, 14.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_19_jpg.rf.f09c1376937265b269ef6cefbc4fe001.jpg: 640x640 1 Pothole, 14.9ms Speed: 4.7ms preprocess, 14.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_20_jpg.rf.2db1819e3b607c0390a232b986507b4e.jpg: 640x640 (no detections), 14.5ms Speed: 2.8ms preprocess, 14.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_20_jpg.rf.84658fc30ceb8f8953d3a40ddf7020d3.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.9ms preprocess, 14.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_20_jpg.rf.a8cb7c3a8154fb490748091800458298.jpg: 640x640 (no detections), 14.8ms Speed: 2.9ms preprocess, 14.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_20_jpg.rf.d9445370b819e931ae47d8131c47dff4.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.2ms preprocess, 16.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_jpg.rf.097f887bae0d4b705131a43d697ca00a.jpg: 640x640 2 Potholes, 14.8ms Speed: 3.5ms preprocess, 14.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_jpg.rf.20a8c38e54163f1f9c0e29cee2bda6cf.jpg: 640x640 1 Pothole, 14.8ms Speed: 3.1ms preprocess, 14.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_jpg.rf.2867b3936393cb984ac826f136169de8.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.6ms preprocess, 14.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_jpg.rf.3be48a7f6baaaeccc77c2c599ebd1b2f.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.9ms preprocess, 14.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_jpg.rf.b85aabab15a40c3b3f38df11eca37403.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.6ms preprocess, 15.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_jpg.rf.bf8c2e88c802fa4a154dfd450ed46209.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.6ms preprocess, 14.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_jpg.rf.ded8f700b53346f0d9caf2ebe9ad1390.jpg: 640x640 1 Pothole, 23.1ms Speed: 3.5ms preprocess, 23.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175428809_jpg.rf.e2c442d1bd2f46b48f9b25ca85bb860c.jpg: 640x640 1 Pothole, 16.7ms Speed: 4.0ms preprocess, 16.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_01_jpg.rf.839cefb213b12b56b06ce7c2ca2fea1c.jpg: 640x640 1 Pothole, 18.0ms Speed: 5.2ms preprocess, 18.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_03_jpg.rf.40d0e43888f1a22332c445e63ec8c6c5.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.7ms preprocess, 14.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_03_jpg.rf.5d0880365c15ccf32a6f2dd742874891.jpg: 640x640 1 Pothole, 14.8ms Speed: 3.6ms preprocess, 14.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_03_jpg.rf.901bb7acb166f550e9108ff93f8443eb.jpg: 640x640 (no detections), 22.0ms Speed: 3.9ms preprocess, 22.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_03_jpg.rf.a1d19b51d25a1687ee4d6a1373026ff2.jpg: 640x640 (no detections), 17.4ms Speed: 3.6ms preprocess, 17.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_03_jpg.rf.ea950fd97780ab30d2abf674f218f43f.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.4ms preprocess, 14.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_03_jpg.rf.fcaa4ccdc88f161b9a04d04e7fdb98d1.jpg: 640x640 (no detections), 16.9ms Speed: 2.8ms preprocess, 16.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_04_jpg.rf.31d78026bdf15d916df0ae2b10a53b3d.jpg: 640x640 (no detections), 17.8ms Speed: 6.0ms preprocess, 17.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_04_jpg.rf.d2118a00d26f71885790f6ad9060026b.jpg: 640x640 (no detections), 14.7ms Speed: 2.7ms preprocess, 14.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_05_jpg.rf.84838efd6c2875727e3a7633b1eb1d64.jpg: 640x640 (no detections), 15.9ms Speed: 4.1ms preprocess, 15.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_05_jpg.rf.b3ad141bfd70e049c44c9e070debdd56.jpg: 640x640 (no detections), 14.9ms Speed: 3.8ms preprocess, 14.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_05_jpg.rf.d296408c04b9433e712a019f4146658e.jpg: 640x640 (no detections), 14.8ms Speed: 4.2ms preprocess, 14.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_06_jpg.rf.39d98ec1b2f8ee980fc3dc14d8cc91d1.jpg: 640x640 1 Pothole, 15.0ms Speed: 4.8ms preprocess, 15.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_06_jpg.rf.56a19a8a6348751e97c6d87857627f59.jpg: 640x640 2 Potholes, 16.2ms Speed: 3.7ms preprocess, 16.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_06_jpg.rf.5d6bc9b001f8528c22dd2082444ceeb6.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.2ms preprocess, 14.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_06_jpg.rf.86021d1b0eb0c77d156abff158e8cda2.jpg: 640x640 2 Potholes, 14.9ms Speed: 4.0ms preprocess, 14.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_06_jpg.rf.8bdd227111bebae197434b1cabbd14a0.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.3ms preprocess, 12.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_06_jpg.rf.9b52ebb01a216e2792bb0d8370969ff6.jpg: 640x640 2 Potholes, 15.4ms Speed: 4.6ms preprocess, 15.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_07_jpg.rf.4cddf1e11d4e74df6df958b5b016ba62.jpg: 640x640 2 Potholes, 18.5ms Speed: 5.3ms preprocess, 18.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_07_jpg.rf.61ecc9b580ce7867e71568721c143e48.jpg: 640x640 1 Pothole, 20.1ms Speed: 4.1ms preprocess, 20.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_07_jpg.rf.a3cabea8ea47f977ab62ef6189f49bd0.jpg: 640x640 2 Potholes, 20.3ms Speed: 4.9ms preprocess, 20.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_07_jpg.rf.c18b14aaf068b7b1ce469bb6d233fe3c.jpg: 640x640 1 Pothole, 15.0ms Speed: 5.8ms preprocess, 15.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_07_jpg.rf.c7caf4ae7737a1ad6c6cfbce0b49db78.jpg: 640x640 2 Potholes, 14.3ms Speed: 3.8ms preprocess, 14.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_07_jpg.rf.e2c2a70841e5ec75035dfb86070ab9d6.jpg: 640x640 2 Potholes, 12.8ms Speed: 3.3ms preprocess, 12.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_08_jpg.rf.1456f2ef2fd6b9413b4f4c8b2701fc86.jpg: 640x640 2 Potholes, 16.7ms Speed: 3.2ms preprocess, 16.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_08_jpg.rf.2f9d483b36298b30857df420e0767c80.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.8ms preprocess, 13.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_08_jpg.rf.775d2de2d4c5680da25dc9b4169f7f51.jpg: 640x640 2 Potholes, 13.3ms Speed: 3.0ms preprocess, 13.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_08_jpg.rf.cb7a07a7006f196a147db36b304f4680.jpg: 640x640 2 Potholes, 18.0ms Speed: 4.1ms preprocess, 18.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_09_jpg.rf.17197901780e4da7c1f1c5be788693ff.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.4ms preprocess, 13.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_09_jpg.rf.7281e2b2e5954aee1734ce1a8c3c43f2.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.0ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_09_jpg.rf.b0c2a2b6e00d223e25f400703dda49dc.jpg: 640x640 3 Potholes, 23.0ms Speed: 3.3ms preprocess, 23.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_10_jpg.rf.a8889abc6bf2d92dfa5e4c9316f4a7b9.jpg: 640x640 (no detections), 19.8ms Speed: 3.6ms preprocess, 19.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_10_jpg.rf.fceca986bf02d0c0e757edff2b751e4b.jpg: 640x640 2 Potholes, 19.0ms Speed: 3.9ms preprocess, 19.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_10_jpg.rf.fe88ed346e1c06a9f1c12017d1b4fde4.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.9ms preprocess, 14.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_11_jpg.rf.5914d6104e2afbcfb98975276c306823.jpg: 640x640 (no detections), 16.3ms Speed: 5.8ms preprocess, 16.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_11_jpg.rf.6aa6e63ba4bed87d264bde4bc739a468.jpg: 640x640 (no detections), 18.3ms Speed: 4.5ms preprocess, 18.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_11_jpg.rf.79645b107dccc7b167ca77802817da8a.jpg: 640x640 (no detections), 16.1ms Speed: 5.2ms preprocess, 16.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_11_jpg.rf.f64de9a6100a35b20b8db63420d3498d.jpg: 640x640 (no detections), 15.2ms Speed: 2.9ms preprocess, 15.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_12_jpg.rf.112cbb0f930b021dcee8d9021f3c1343.jpg: 640x640 (no detections), 16.9ms Speed: 2.9ms preprocess, 16.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_12_jpg.rf.3a3ab93d6b6108072633f9100b5b8d1f.jpg: 640x640 (no detections), 12.9ms Speed: 3.7ms preprocess, 12.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_12_jpg.rf.3c835b5d511e8504675fb5c2e2cdf6fc.jpg: 640x640 (no detections), 15.2ms Speed: 3.0ms preprocess, 15.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_12_jpg.rf.3cd68788b66b468c9d63a0f15ac3e92a.jpg: 640x640 (no detections), 14.5ms Speed: 4.0ms preprocess, 14.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_12_jpg.rf.574e04b5e36b6594bc1389238001af5c.jpg: 640x640 (no detections), 12.9ms Speed: 3.0ms preprocess, 12.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_12_jpg.rf.93d3bbf5c04626bf89d49187dff4caa1.jpg: 640x640 (no detections), 18.5ms Speed: 9.7ms preprocess, 18.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_13_jpg.rf.38fa434727b1419e56abd77fe3ac3b8e.jpg: 640x640 (no detections), 14.3ms Speed: 3.1ms preprocess, 14.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_13_jpg.rf.643072ee774ced7d1ba317729b879e38.jpg: 640x640 1 Pothole, 27.0ms Speed: 4.1ms preprocess, 27.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_13_jpg.rf.6eff44bbf46e8f2cf7b1c76528851e1d.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.7ms preprocess, 13.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_13_jpg.rf.76cf96066345691955e10231a5387e6c.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.9ms preprocess, 14.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_13_jpg.rf.86814fc63381e6dea2a9c7c6a987b927.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.9ms preprocess, 15.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_13_jpg.rf.991796708e9b6e7a0a4f7f6bd6150447.jpg: 640x640 1 Pothole, 13.7ms Speed: 5.0ms preprocess, 13.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_13_jpg.rf.d38190493fce1668d7a9ba9b060464ee.jpg: 640x640 (no detections), 18.1ms Speed: 4.7ms preprocess, 18.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_13_jpg.rf.fb54cd5af8db548908d0b34c72684b8b.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.5ms preprocess, 12.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_14_jpg.rf.0cb9639b6de3ce48b5f5350bfe18fe2d.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.0ms preprocess, 17.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_14_jpg.rf.539b98beca97f1ac80fe6348d098c8f8.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.9ms preprocess, 13.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_14_jpg.rf.954d903df4887290ddcba0e0f59402bb.jpg: 640x640 1 Pothole, 13.3ms Speed: 4.1ms preprocess, 13.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_14_jpg.rf.bcf1924a294371e9b402dae44b07c604.jpg: 640x640 (no detections), 13.4ms Speed: 2.8ms preprocess, 13.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_14_jpg.rf.c6f54231e988e7f57f2c4f87539bf4d2.jpg: 640x640 1 Pothole, 17.8ms Speed: 7.9ms preprocess, 17.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_14_jpg.rf.f110b751978ae94e0b86443c5c04aaf3.jpg: 640x640 1 Pothole, 14.2ms Speed: 2.6ms preprocess, 14.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_15_jpg.rf.115c0ada64368699d915a19a7eae3ac7.jpg: 640x640 3 Potholes, 16.4ms Speed: 2.9ms preprocess, 16.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_15_jpg.rf.1d388f3d222327ffd9224410feb46ef6.jpg: 640x640 3 Potholes, 13.9ms Speed: 4.1ms preprocess, 13.9ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_15_jpg.rf.21fb2129c338a9b8fed34f3df2eb7ef4.jpg: 640x640 3 Potholes, 16.1ms Speed: 4.9ms preprocess, 16.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_15_jpg.rf.3af34d3ef021f5bbbf6e4df7923e1c2a.jpg: 640x640 4 Potholes, 15.1ms Speed: 5.2ms preprocess, 15.1ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_15_jpg.rf.4e30dc662dea9072ee55271f6159c2ef.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.1ms preprocess, 16.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_15_jpg.rf.acb2ea5ed56756ec2a46a229892cbad8.jpg: 640x640 1 Pothole, 16.0ms Speed: 6.8ms preprocess, 16.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_15_jpg.rf.ec127d4bf5343a488fea015c316e389a.jpg: 640x640 4 Potholes, 20.4ms Speed: 3.6ms preprocess, 20.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_15_jpg.rf.ed3775f42c6ae9fc672cc584e4e2ec7e.jpg: 640x640 1 Pothole, 19.8ms Speed: 4.1ms preprocess, 19.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_16_jpg.rf.039ce972b1115a29c74f862f3bfaff3c.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.3ms preprocess, 15.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_16_jpg.rf.37e3a4988e810b9dfbd33e48d9a844ad.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.3ms preprocess, 16.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_16_jpg.rf.a322562488f7af2576f21c93376e4f7d.jpg: 640x640 (no detections), 16.6ms Speed: 3.0ms preprocess, 16.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_17_jpg.rf.240364653228cec959d41248ba27a00c.jpg: 640x640 (no detections), 14.9ms Speed: 3.5ms preprocess, 14.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_17_jpg.rf.535c07ea4ebd4ad1a4cc43b67d9690b2.jpg: 640x640 (no detections), 15.7ms Speed: 3.1ms preprocess, 15.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_17_jpg.rf.96a35eaa1f2354f2b27b9d45c6eb32ea.jpg: 640x640 (no detections), 15.3ms Speed: 3.0ms preprocess, 15.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_17_jpg.rf.b1e66f32acc8abab26d90780d9df5cc8.jpg: 640x640 (no detections), 15.0ms Speed: 3.5ms preprocess, 15.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_18_jpg.rf.7c67a004b4959b8ea79b6be63d6a06bf.jpg: 640x640 (no detections), 15.5ms Speed: 2.6ms preprocess, 15.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_18_jpg.rf.c13e90bcb51c8240de2e186b426d0218.jpg: 640x640 2 Potholes, 18.0ms Speed: 4.5ms preprocess, 18.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_18_jpg.rf.f43914f46c4d92cdec127e046f96a324.jpg: 640x640 (no detections), 14.9ms Speed: 3.2ms preprocess, 14.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_19_jpg.rf.208c79071f182b69c983084ca7149fb8.jpg: 640x640 1 Pothole, 21.0ms Speed: 3.1ms preprocess, 21.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_19_jpg.rf.419a58c23c50a1831932c515102166cd.jpg: 640x640 (no detections), 21.4ms Speed: 4.5ms preprocess, 21.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_19_jpg.rf.da093220e34f859b507e517a3dbab5ab.jpg: 640x640 1 Pothole, 13.4ms Speed: 4.2ms preprocess, 13.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_19_jpg.rf.fe8fc7f497ca7d9afe1efeeb81e6271f.jpg: 640x640 (no detections), 20.6ms Speed: 4.8ms preprocess, 20.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_19_jpg.rf.ffdb67878664d83bfc16d522148becfa.jpg: 640x640 1 Pothole, 18.8ms Speed: 3.9ms preprocess, 18.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_20_jpg.rf.15c0e22d3170e923468892deea2b40f3.jpg: 640x640 (no detections), 22.3ms Speed: 5.0ms preprocess, 22.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_20_jpg.rf.31e0e6a1606c3aaa3b04997c4730a1f7.jpg: 640x640 1 Pothole, 17.2ms Speed: 2.4ms preprocess, 17.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_20_jpg.rf.357b1067aed75b7f49cc4d02a9c0388d.jpg: 640x640 (no detections), 13.0ms Speed: 3.7ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_20_jpg.rf.79e47d309e7750155d3085b24b85ad8e.jpg: 640x640 (no detections), 14.4ms Speed: 3.1ms preprocess, 14.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_20_jpg.rf.adf274a01c0959d89dab4f2c2cc3e38d.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.9ms preprocess, 15.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_20_jpg.rf.ca3867902c7b0a9ad53051c5fce21b75.jpg: 640x640 (no detections), 15.0ms Speed: 4.0ms preprocess, 15.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_21_jpg.rf.0ee9ea8f159f00e358ab47d3e2219f0d.jpg: 640x640 (no detections), 15.9ms Speed: 3.5ms preprocess, 15.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_21_jpg.rf.140832ddd162dc7281d1d5748f3f4df3.jpg: 640x640 1 Pothole, 20.5ms Speed: 5.1ms preprocess, 20.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_21_jpg.rf.2448f758042cfac8cd2c797ce01c861b.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_21_jpg.rf.5724eeb3bef165c28f1e5ff7662aba0c.jpg: 640x640 1 Pothole, 20.7ms Speed: 3.4ms preprocess, 20.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_21_jpg.rf.6f4aca2e8a991a07ba6a8e91a416741d.jpg: 640x640 1 Pothole, 23.4ms Speed: 4.5ms preprocess, 23.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_21_jpg.rf.90388ffc6479d77a27e4dee8a6067df9.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.8ms preprocess, 12.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_21_jpg.rf.e10a6c83d9b18a31c7b614cd76463d3a.jpg: 640x640 1 Pothole, 21.1ms Speed: 4.1ms preprocess, 21.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_21_jpg.rf.fc39c579918afe594ccb7126abb82a37.jpg: 640x640 (no detections), 13.8ms Speed: 3.1ms preprocess, 13.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_22_jpg.rf.21da7f8eab158be1e16a0bf9e4ed2333.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.0ms preprocess, 12.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_22_jpg.rf.b4894b20926a17e07f994993ea43ca64.jpg: 640x640 1 Pothole, 18.0ms Speed: 3.9ms preprocess, 18.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_22_jpg.rf.b6157aa421bf5c1e1b89b9b247608a25.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.3ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_22_jpg.rf.c4ac124dc25050812b077d55457b3780.jpg: 640x640 1 Pothole, 14.0ms Speed: 2.8ms preprocess, 14.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_22_jpg.rf.fc765a941f6a4fc087fe9076e8d64cbf.jpg: 640x640 1 Pothole, 16.1ms Speed: 4.0ms preprocess, 16.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_23_jpg.rf.1f9869c0db80096242c5f590b91d439f.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.5ms preprocess, 12.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_23_jpg.rf.2859274d3e7441a71236896703e6bc1e.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.8ms preprocess, 12.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_23_jpg.rf.2c9df99ba755b90c69333bc27a6c02fc.jpg: 640x640 3 Potholes, 15.8ms Speed: 3.2ms preprocess, 15.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_23_jpg.rf.5818bff444de14fe8e3efecf401bf6ef.jpg: 640x640 2 Potholes, 16.3ms Speed: 4.6ms preprocess, 16.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_23_jpg.rf.739b86dab82c3364ef2c4b6d9a9863c4.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.7ms preprocess, 12.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_23_jpg.rf.a4b115b3419fbaf33e7c443626275535.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.8ms preprocess, 15.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_jpg.rf.280ba3378040e564f5d3dde17149b6a9.jpg: 640x640 (no detections), 13.0ms Speed: 3.3ms preprocess, 13.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_jpg.rf.5b9b634fcc44bcfe49592e1bd39d3b0b.jpg: 640x640 (no detections), 21.4ms Speed: 3.6ms preprocess, 21.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_jpg.rf.d949863de21573a84832b00aef82f9e5.jpg: 640x640 (no detections), 15.4ms Speed: 3.1ms preprocess, 15.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175540680_jpg.rf.fc2030e54b4407aeda22e610a2705c4c.jpg: 640x640 3 Potholes, 24.5ms Speed: 4.8ms preprocess, 24.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_02_jpg.rf.8fe022b32381889846039ff53ac2d345.jpg: 640x640 (no detections), 14.6ms Speed: 3.4ms preprocess, 14.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_02_jpg.rf.ad93530bba1a38bc2116f299c056d352.jpg: 640x640 (no detections), 22.8ms Speed: 4.0ms preprocess, 22.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_02_jpg.rf.e2964cb2536c108cf71f8319007989ed.jpg: 640x640 (no detections), 16.3ms Speed: 5.0ms preprocess, 16.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_02_jpg.rf.f8bd187e44b985869d5e15a836e0c92c.jpg: 640x640 (no detections), 20.8ms Speed: 4.7ms preprocess, 20.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_03_jpg.rf.373d836907150fd5d303b61029ad0666.jpg: 640x640 1 Pothole, 17.8ms Speed: 3.7ms preprocess, 17.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_03_jpg.rf.3d3a4adcd168298a42e304259085fe98.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.6ms preprocess, 14.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_03_jpg.rf.4fe4a78121f1dfc1c281da2d866d891e.jpg: 640x640 1 Pothole, 14.2ms Speed: 3.3ms preprocess, 14.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_03_jpg.rf.cc5ba4146ce290bc8430f9df206b1e31.jpg: 640x640 1 Pothole, 14.1ms Speed: 4.5ms preprocess, 14.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_04_jpg.rf.397ad1e2ed96074d1763a3027b00b5b5.jpg: 640x640 (no detections), 15.4ms Speed: 3.9ms preprocess, 15.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_04_jpg.rf.427104d9f127229c5d7b7e6ae13e5e99.jpg: 640x640 (no detections), 16.7ms Speed: 3.4ms preprocess, 16.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_04_jpg.rf.cb1ab55f0eda7e21014f52f754dead39.jpg: 640x640 (no detections), 22.9ms Speed: 4.9ms preprocess, 22.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_04_jpg.rf.f087c6b45e5501b736623d63ff60b82f.jpg: 640x640 1 Pothole, 15.2ms Speed: 4.5ms preprocess, 15.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_05_jpg.rf.89d77b2ddafd29b147d60578b00584ff.jpg: 640x640 (no detections), 22.0ms Speed: 4.3ms preprocess, 22.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_06_jpg.rf.32c97679ef68edf7f68dad954ca55ea0.jpg: 640x640 2 Potholes, 16.5ms Speed: 4.0ms preprocess, 16.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_06_jpg.rf.34efa51eaf4c6495eb587a9821804817.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.8ms preprocess, 15.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_06_jpg.rf.6eb4a2b4f506d59bb3b8fcb35358ffaa.jpg: 640x640 2 Potholes, 16.4ms Speed: 6.4ms preprocess, 16.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_06_jpg.rf.709b06bb3e08303ef326a36e40ed4d85.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.1ms preprocess, 15.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_06_jpg.rf.74f955cfd83eebf1fbb8beda649ecf8e.jpg: 640x640 2 Potholes, 15.2ms Speed: 2.6ms preprocess, 15.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_06_jpg.rf.93e8f2bf1ecaf343f15ec175351e5a95.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.0ms preprocess, 15.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_06_jpg.rf.de5383b3ad8a72263f3c7bb905b085b2.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.6ms preprocess, 15.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_06_jpg.rf.f0a96622311f09cf66cae08fb996f529.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.0ms preprocess, 15.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_07_jpg.rf.2eacffe896b81c0342238875d8d220c5.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.8ms preprocess, 15.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_07_jpg.rf.9285d6cee89aa02c11cf358bd666d946.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.0ms preprocess, 15.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_07_jpg.rf.e8b90b70e873b5dece78fd01c8a5fe83.jpg: 640x640 1 Pothole, 15.2ms Speed: 4.0ms preprocess, 15.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_08_jpg.rf.05da98b70e1132f3ee6c53a60587ed16.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.8ms preprocess, 15.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_08_jpg.rf.434d924d46d6dda91813c7165011386f.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.5ms preprocess, 15.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_08_jpg.rf.81c2d2edf9402a1a926b7a39c008c51c.jpg: 640x640 (no detections), 18.8ms Speed: 4.9ms preprocess, 18.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_08_jpg.rf.9db11c15dd10fe59a1bab11d9f385657.jpg: 640x640 (no detections), 15.9ms Speed: 3.7ms preprocess, 15.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_08_jpg.rf.ce0a9bac88a66dce3629d533f8ffacc4.jpg: 640x640 (no detections), 18.6ms Speed: 2.8ms preprocess, 18.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_08_jpg.rf.df05fe77c554e2503dbbec60a00e0d6d.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.2ms preprocess, 15.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_08_jpg.rf.e9f0b60137b2714f83656553b1b30063.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.6ms preprocess, 14.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_08_jpg.rf.ee1c665ae37b5001125b6c7d7d7f642f.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.7ms preprocess, 15.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_09_jpg.rf.22d44ab8ba8158b8242a7714bf17c940.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.1ms preprocess, 15.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_09_jpg.rf.43cf2d1e46939088fa52f29e3ea70ff8.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.7ms preprocess, 14.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_09_jpg.rf.a15e31615e24e61b7703e368387b2f59.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.7ms preprocess, 14.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_09_jpg.rf.c397568d8327bc5e03a6bf33f19f64e8.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.6ms preprocess, 15.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_09_jpg.rf.e3a36d11677734df2c6770d236d78c7a.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.7ms preprocess, 16.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_10_jpg.rf.6c4e773e60897b76cf39f1c71857ac9f.jpg: 640x640 (no detections), 27.1ms Speed: 3.8ms preprocess, 27.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_10_jpg.rf.aecf58419960d5e8f534651481e8f683.jpg: 640x640 (no detections), 14.7ms Speed: 3.3ms preprocess, 14.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_10_jpg.rf.d0aef633473143e517a8556f6a4a8615.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.2ms preprocess, 16.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_10_jpg.rf.da16e62e7de2cb2fd494cd5bee05b524.jpg: 640x640 1 Pothole, 14.6ms Speed: 4.2ms preprocess, 14.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_10_jpg.rf.e119b5f4c28716a5bb467b9c9e764c22.jpg: 640x640 (no detections), 14.5ms Speed: 3.1ms preprocess, 14.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_10_jpg.rf.e518295b29a950c77e6372c2e8cf9bfb.jpg: 640x640 (no detections), 14.5ms Speed: 5.3ms preprocess, 14.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_10_jpg.rf.e54a24db46db3887dcc15225624730c3.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.8ms preprocess, 16.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_10_jpg.rf.ff7676597cb1d77b3a539e3a5d4e046b.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.5ms preprocess, 15.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_11_jpg.rf.3159045dcc7dd41fd283d620da1633ac.jpg: 640x640 (no detections), 14.5ms Speed: 3.1ms preprocess, 14.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_11_jpg.rf.3c528312f6dbbe6554c5ef7ec6a9f242.jpg: 640x640 (no detections), 14.5ms Speed: 3.2ms preprocess, 14.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_11_jpg.rf.62c2ab8e51312801b48350120b23c6ed.jpg: 640x640 1 Pothole, 15.4ms Speed: 5.3ms preprocess, 15.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_11_jpg.rf.c242184ff49c4d3b5e6074a9c1cc1afb.jpg: 640x640 1 Pothole, 17.6ms Speed: 3.2ms preprocess, 17.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_11_jpg.rf.cba35219bb789b2e2a09838d63fb08c9.jpg: 640x640 1 Pothole, 18.8ms Speed: 5.1ms preprocess, 18.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_11_jpg.rf.ef7a04b7e432fff2bdef914a6156f03f.jpg: 640x640 1 Pothole, 14.7ms Speed: 3.1ms preprocess, 14.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_11_jpg.rf.f064a160d16c6496a971bc069edf5633.jpg: 640x640 1 Pothole, 20.3ms Speed: 4.1ms preprocess, 20.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_11_jpg.rf.ff2ec782bdd76c0c66faeaed21a3cc24.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.5ms preprocess, 16.6ms inference, 7.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_12_jpg.rf.3c15b8755e18ad5f05eff66d4709a405.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.7ms preprocess, 15.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_12_jpg.rf.919c6de42be9c572a77e3981af2a12b9.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.8ms preprocess, 14.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_12_jpg.rf.b7264aee22711d29c4dfda1e7f667ab7.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.3ms preprocess, 14.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_12_jpg.rf.db501990d4035b2cc71c2534bdeda97c.jpg: 640x640 1 Pothole, 14.7ms Speed: 3.3ms preprocess, 14.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_12_jpg.rf.ecfc8effca6430a83c60400e67100599.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.1ms preprocess, 14.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_13_jpg.rf.3f8bea44b2d0382d6ee2f63d11b128c4.jpg: 640x640 (no detections), 17.1ms Speed: 4.5ms preprocess, 17.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_13_jpg.rf.43e56e75df373f4d7b48a15b4db9990c.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.0ms preprocess, 14.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_13_jpg.rf.99ae6d6aa0b8ff58c984cc59f9be514f.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.0ms preprocess, 14.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_13_jpg.rf.f9c2e3d6ccb5ada6d4a821db4c889ae9.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.6ms preprocess, 12.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_13_jpg.rf.fe26167d07a4af991a2b0b988efc9b11.jpg: 640x640 1 Pothole, 13.7ms Speed: 4.2ms preprocess, 13.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_14_jpg.rf.1b015a0628fd23fc5a2cfbc04d7ffbb7.jpg: 640x640 1 Pothole, 23.3ms Speed: 5.8ms preprocess, 23.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_14_jpg.rf.2e5ca38dc6a688c53469edcab8e70251.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.0ms preprocess, 15.4ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_14_jpg.rf.4d5c6603e0cc024219f1685dbc6da3bb.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.3ms preprocess, 15.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_14_jpg.rf.ce951a05f3f70a19810353eb0e8e0359.jpg: 640x640 (no detections), 16.5ms Speed: 3.7ms preprocess, 16.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_15_jpg.rf.5e858b325e43145a0f9a03c6dba9cdd4.jpg: 640x640 (no detections), 13.2ms Speed: 4.1ms preprocess, 13.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_15_jpg.rf.ecc8d3cd49703cc578cec691aa45ee1a.jpg: 640x640 (no detections), 14.5ms Speed: 4.0ms preprocess, 14.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_15_jpg.rf.fe27e29373a8f4f4336c5916ce87f3aa.jpg: 640x640 (no detections), 17.7ms Speed: 4.1ms preprocess, 17.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_16_jpg.rf.54942eeaf28ffbe12782a7f7bdf84786.jpg: 640x640 (no detections), 12.7ms Speed: 3.6ms preprocess, 12.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_16_jpg.rf.67e241faba053c211f0616516bece9bd.jpg: 640x640 (no detections), 17.5ms Speed: 8.1ms preprocess, 17.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_16_jpg.rf.73b310f5c96fcb86db1396ffad59ad37.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.6ms preprocess, 13.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_17_jpg.rf.894c15abd968a8e1f5c16fa187319550.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.8ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_17_jpg.rf.e14d55371bdecdb6adedb983ab248568.jpg: 640x640 2 Potholes, 15.6ms Speed: 4.0ms preprocess, 15.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_18_jpg.rf.07a385db8e532306d5d8cd43df10b765.jpg: 640x640 (no detections), 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_18_jpg.rf.0938b3a5229534499add4aad93ef1102.jpg: 640x640 (no detections), 14.0ms Speed: 3.0ms preprocess, 14.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_18_jpg.rf.40b29ba25e090bdd7bba96f057474a89.jpg: 640x640 (no detections), 14.8ms Speed: 3.8ms preprocess, 14.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_18_jpg.rf.76542b81734ea01e71330bc42757cb68.jpg: 640x640 (no detections), 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_18_jpg.rf.7d5eb979cdeb5a3dc4dd4548a7ab10b3.jpg: 640x640 1 Pothole, 20.7ms Speed: 5.0ms preprocess, 20.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_18_jpg.rf.86e5178072e144d6a84e2fa069508958.jpg: 640x640 (no detections), 14.1ms Speed: 2.6ms preprocess, 14.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_18_jpg.rf.bc1784e9b9aa09e7bb26fd216af479a8.jpg: 640x640 (no detections), 15.6ms Speed: 2.9ms preprocess, 15.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_18_jpg.rf.f61853777a9d57ced0b46bdf196522fd.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.2ms preprocess, 12.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_20_jpg.rf.1051e99d9e34c2583db94aacd009905d.jpg: 640x640 1 Pothole, 18.2ms Speed: 3.0ms preprocess, 18.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_20_jpg.rf.2dd7ac440c60e48b94cf44a0ed821884.jpg: 640x640 (no detections), 15.5ms Speed: 4.4ms preprocess, 15.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_20_jpg.rf.332b7c29885fe0dabcdd7b28461c0319.jpg: 640x640 (no detections), 17.6ms Speed: 4.6ms preprocess, 17.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_20_jpg.rf.59f521f9e833b292c56fa957f5b76de2.jpg: 640x640 1 Pothole, 18.3ms Speed: 3.2ms preprocess, 18.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_20_jpg.rf.6bf8e4e50732c3d2d7739d8df061b2bf.jpg: 640x640 (no detections), 18.8ms Speed: 3.1ms preprocess, 18.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_20_jpg.rf.b4bcb674d9943c20aa69ac8304e93245.jpg: 640x640 1 Pothole, 25.9ms Speed: 3.8ms preprocess, 25.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_21_jpg.rf.0afcecc6e31fef45114e01da69af6f2f.jpg: 640x640 (no detections), 16.4ms Speed: 3.3ms preprocess, 16.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_21_jpg.rf.3456529b68a46ba21fe4372bc8199b39.jpg: 640x640 2 Potholes, 23.6ms Speed: 3.1ms preprocess, 23.6ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_21_jpg.rf.9932b54781ba2a07b5dc478fdea88c02.jpg: 640x640 2 Potholes, 14.6ms Speed: 4.9ms preprocess, 14.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_21_jpg.rf.bebc25becc08340e61ad9bca9b098fe9.jpg: 640x640 (no detections), 13.0ms Speed: 3.5ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_jpg.rf.01681291ab5babc79e43d4412d3be824.jpg: 640x640 1 Pothole, 27.5ms Speed: 5.2ms preprocess, 27.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_jpg.rf.76e7880b2a51cd97a7396dc732cdd358.jpg: 640x640 1 Pothole, 24.7ms Speed: 4.5ms preprocess, 24.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_jpg.rf.994986ccf476ed93e9f3e6494fb33272.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.8ms preprocess, 12.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_jpg.rf.a4d90f0e9b07449df5d857281708e736.jpg: 640x640 (no detections), 13.2ms Speed: 3.4ms preprocess, 13.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_jpg.rf.b4002fb9fb561c52488d9feb806ecd23.jpg: 640x640 (no detections), 15.8ms Speed: 6.4ms preprocess, 15.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_jpg.rf.e3010d8e9bb2961a29df6084a05fc4aa.jpg: 640x640 (no detections), 12.5ms Speed: 3.0ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175712907_jpg.rf.e74508f12ac1a240de05a09312648317.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.2ms preprocess, 12.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_01_jpg.rf.0a430f5ebf4499aeb1796f626177518d.jpg: 640x640 1 Pothole, 13.9ms Speed: 4.4ms preprocess, 13.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_01_jpg.rf.2b2e0248d35c24a0f787bf0cd58a077b.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.1ms preprocess, 12.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_01_jpg.rf.79dfdd0830ec7fea45ec794f57f3f57a.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.9ms preprocess, 16.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_01_jpg.rf.8cbadba3b84252a2ff6fd163aa9dfa0a.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.7ms preprocess, 12.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_01_jpg.rf.c4905416d583c016c968cb69ff217793.jpg: 640x640 1 Pothole, 17.2ms Speed: 2.8ms preprocess, 17.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_01_jpg.rf.f5658c6af79cffda108ccba2a3a1be85.jpg: 640x640 1 Pothole, 19.2ms Speed: 3.6ms preprocess, 19.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_02_jpg.rf.2d48437e8932281fe00c08c302fc8a97.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.1ms preprocess, 13.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_02_jpg.rf.4c3a8b232a971840e073a8304db95639.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.6ms preprocess, 13.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_02_jpg.rf.8bf1994af53a46781ef0dfff5039225b.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.4ms preprocess, 16.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_02_jpg.rf.ddd42ef51a51238321d24838f5db63dd.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.4ms preprocess, 14.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_03_jpg.rf.1b48ec4a06e2f409ec34dd8a38646e71.jpg: 640x640 (no detections), 17.0ms Speed: 2.9ms preprocess, 17.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_03_jpg.rf.2752d133ba7ea578f07bd74c233d8606.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.2ms preprocess, 14.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_03_jpg.rf.6488045519b901ec181de9d989ccd965.jpg: 640x640 1 Pothole, 14.4ms Speed: 3.0ms preprocess, 14.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_03_jpg.rf.84f5c4afbf6dd85a3a3eee2ca0e73f87.jpg: 640x640 (no detections), 27.7ms Speed: 7.8ms preprocess, 27.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_03_jpg.rf.8612c45dad0a816cd843e87899d67312.jpg: 640x640 (no detections), 16.5ms Speed: 4.3ms preprocess, 16.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_03_jpg.rf.ab86540c66ef69930aea6118951a2941.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.8ms preprocess, 14.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_03_jpg.rf.d7ad20ad80d456464e38c371831ad6dd.jpg: 640x640 1 Pothole, 18.6ms Speed: 4.4ms preprocess, 18.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_03_jpg.rf.dd362a73a22e0cce9c0f22e54eccbc81.jpg: 640x640 1 Pothole, 14.6ms Speed: 4.0ms preprocess, 14.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_04_jpg.rf.1a8918bbd2ff7f0effca927053f2b197.jpg: 640x640 (no detections), 21.5ms Speed: 4.1ms preprocess, 21.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_04_jpg.rf.435dda1f1c2e404b3c6ae4d96ef0b4d4.jpg: 640x640 (no detections), 28.0ms Speed: 3.1ms preprocess, 28.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_04_jpg.rf.62ca311af056e9011c0586c15e3af428.jpg: 640x640 (no detections), 14.6ms Speed: 2.8ms preprocess, 14.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_04_jpg.rf.7ea300e00c1f195a1deb901060fdf563.jpg: 640x640 2 Potholes, 14.7ms Speed: 5.9ms preprocess, 14.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_04_jpg.rf.8131b13054a61cd45b892d7a8a95399c.jpg: 640x640 (no detections), 14.5ms Speed: 2.9ms preprocess, 14.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_04_jpg.rf.845297035a285c8be094dfbce5356d10.jpg: 640x640 (no detections), 14.6ms Speed: 3.1ms preprocess, 14.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_05_jpg.rf.0c0936caa659f24b07518629cf55275d.jpg: 640x640 (no detections), 14.4ms Speed: 2.7ms preprocess, 14.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_05_jpg.rf.45e560623b6031ed5e7f7537a946e90e.jpg: 640x640 (no detections), 18.6ms Speed: 2.5ms preprocess, 18.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_05_jpg.rf.480b0b938a251617474edb6382f1ac21.jpg: 640x640 (no detections), 12.8ms Speed: 2.9ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_05_jpg.rf.6dfff31970ef30fa559e33dc506fdbcf.jpg: 640x640 (no detections), 14.7ms Speed: 3.2ms preprocess, 14.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_05_jpg.rf.853300b5625f92e8c7c0ec48bcecbb74.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.2ms preprocess, 13.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_05_jpg.rf.99b1e40f48d21ac45fd28e58b1c1b675.jpg: 640x640 1 Pothole, 18.7ms Speed: 3.8ms preprocess, 18.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_06_jpg.rf.5020adb8d10ede15c04f23f617bee6ea.jpg: 640x640 (no detections), 12.6ms Speed: 3.7ms preprocess, 12.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_06_jpg.rf.57ae4e1c35610723fbbf961dabb608ea.jpg: 640x640 (no detections), 16.5ms Speed: 4.5ms preprocess, 16.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_06_jpg.rf.9d91af317747a0a40761eea65f71fdfd.jpg: 640x640 (no detections), 16.5ms Speed: 4.4ms preprocess, 16.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_07_jpg.rf.4f8418ef0280acb1aead1c5823c438e0.jpg: 640x640 (no detections), 16.7ms Speed: 4.1ms preprocess, 16.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_07_jpg.rf.712fb9918772d8fc052af29cfe061cd2.jpg: 640x640 (no detections), 18.9ms Speed: 2.7ms preprocess, 18.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_07_jpg.rf.8f34098666e02a5d9e40e9e88cc5d975.jpg: 640x640 (no detections), 14.7ms Speed: 3.1ms preprocess, 14.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_08_jpg.rf.02c9931c15f60dc400dc91b2a22992fc.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.8ms preprocess, 15.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_08_jpg.rf.16b52cd1d3fffc46148bb8c9a3cdf604.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.7ms preprocess, 12.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_08_jpg.rf.8a81c23b3034133c380e0394e482dda1.jpg: 640x640 (no detections), 17.1ms Speed: 2.9ms preprocess, 17.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_08_jpg.rf.f642c0ba0c26e812271dfbf108f83f85.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.3ms preprocess, 14.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_jpg.rf.6da4e46ec634485c9ae1d41d099dba1c.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.8ms preprocess, 12.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_jpg.rf.b9adc9cd87301099ace402d21a64065c.jpg: 640x640 (no detections), 15.0ms Speed: 3.1ms preprocess, 15.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_jpg.rf.bd0b4fc6b1db04e2b087b3b7bec2d87f.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.4ms preprocess, 12.7ms inference, 7.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_175720342_jpg.rf.c737afb4bfaf582e3f352d3cc753cb65.jpg: 640x640 (no detections), 18.1ms Speed: 3.9ms preprocess, 18.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-0_jpg.rf.26a2df0d3ba647d258f68ca4bd9d4c50.jpg: 640x640 (no detections), 17.0ms Speed: 4.1ms preprocess, 17.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-0_jpg.rf.58833c37748eb4c34510d8d89e516041.jpg: 640x640 (no detections), 16.3ms Speed: 9.9ms preprocess, 16.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-0_jpg.rf.5a44a5e2323a040b3cded00d90a8cf5b.jpg: 640x640 (no detections), 17.2ms Speed: 3.3ms preprocess, 17.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-0_jpg.rf.c4371bb4b38ebb5bc9f21d4658e149f4.jpg: 640x640 (no detections), 13.9ms Speed: 3.7ms preprocess, 13.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-1_jpg.rf.05b7ca4fc7d8789b85477b9f11634f34.jpg: 640x640 (no detections), 21.3ms Speed: 4.4ms preprocess, 21.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-1_jpg.rf.721ee8ccaf54dfc2bf698b4813580852.jpg: 640x640 1 Pothole, 19.7ms Speed: 3.5ms preprocess, 19.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-1_jpg.rf.79296966e0cb36b483778c7b3de155b8.jpg: 640x640 (no detections), 13.6ms Speed: 3.8ms preprocess, 13.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-1_jpg.rf.e256ff9a74f6ba905af9218a2297b5b0.jpg: 640x640 (no detections), 12.6ms Speed: 2.6ms preprocess, 12.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\KakaoTalk_20230414_180339511_mp4-1_jpg.rf.fe225f928ae53ac5f23c1e4770666409.jpg: 640x640 (no detections), 19.2ms Speed: 2.7ms preprocess, 19.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-0_jpg.rf.34cd55069ca7657d90c435cc6dd14984.jpg: 640x640 1 Pothole, 15.1ms Speed: 4.5ms preprocess, 15.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-0_jpg.rf.4c5bd1276f7f75110c7b8391c565ce73.jpg: 640x640 (no detections), 15.7ms Speed: 2.8ms preprocess, 15.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-0_jpg.rf.fe628c0f921f2208ab08a8a2184cdb4d.jpg: 640x640 2 Potholes, 18.3ms Speed: 2.5ms preprocess, 18.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-2_jpg.rf.8d929d5cc5a898c1f217ffecbbae91dc.jpg: 640x640 2 Potholes, 14.2ms Speed: 3.1ms preprocess, 14.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-3_jpg.rf.1c0036d15ff907918b5c9bc48df565c7.jpg: 640x640 2 Potholes, 14.5ms Speed: 6.0ms preprocess, 14.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-3_jpg.rf.27733340d1842746036758f148849b61.jpg: 640x640 (no detections), 19.4ms Speed: 3.8ms preprocess, 19.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-3_jpg.rf.50a97e60e2e3d47343ac75d97e325572.jpg: 640x640 2 Potholes, 23.4ms Speed: 5.3ms preprocess, 23.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-4_jpg.rf.4b30a32b17397f00f84b0e7312c9f38c.jpg: 640x640 (no detections), 12.6ms Speed: 3.4ms preprocess, 12.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-4_jpg.rf.ae149fcdf55762222e722746cb240ab2.jpg: 640x640 (no detections), 19.8ms Speed: 4.4ms preprocess, 19.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-4_jpg.rf.b15df447fba4dce76dfc5700886bf7dd.jpg: 640x640 2 Potholes, 15.1ms Speed: 4.1ms preprocess, 15.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-5_jpg.rf.6f7c4c7aae81018189475d1b1945daff.jpg: 640x640 1 Pothole, 17.8ms Speed: 5.0ms preprocess, 17.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-5_jpg.rf.9f78905ac0b4985ecd68bc4eae28e7b1.jpg: 640x640 (no detections), 13.2ms Speed: 2.8ms preprocess, 13.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-5_jpg.rf.a5f507967d8bba8d54ce625a1f331b79.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.9ms preprocess, 14.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-6_jpg.rf.204393042558253a6ec83c8ee5933ec9.jpg: 640x640 (no detections), 21.0ms Speed: 6.4ms preprocess, 21.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-6_jpg.rf.d98b5ee46d0476f919ee729bc831d8c0.jpg: 640x640 (no detections), 12.6ms Speed: 2.5ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-6_jpg.rf.fb902fb63ab02b705bc043751c1a6356.jpg: 640x640 (no detections), 21.5ms Speed: 4.0ms preprocess, 21.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-8_jpg.rf.0c877c90afbce46da22f03d1ed9efb3d.jpg: 640x640 (no detections), 17.4ms Speed: 3.5ms preprocess, 17.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-8_jpg.rf.ae2eb5ec6efabb01faa903e97da6cde3.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.8ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\NYC-1_mp4-8_jpg.rf.eed258f24e845ee97d30ff3c4dd6a2bd.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.0ms preprocess, 12.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.2cf193505f05972ffabdf4313f33d701.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.5ms preprocess, 14.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.41eb621af8dfaf0863380f3432fd54b4.jpg: 640x640 1 Pothole, 14.8ms Speed: 4.9ms preprocess, 14.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.55d038974be45df11b8d5ffe50babf73.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.6ms preprocess, 14.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.9e9d5a614511ed46fbd86042220ecb70.jpg: 640x640 1 Pothole, 20.6ms Speed: 6.3ms preprocess, 20.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.d8eb50c9d81f3f5aef39035a916c9ad1.jpg: 640x640 1 Pothole, 14.6ms Speed: 4.0ms preprocess, 14.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.f580805b251c43d2a4c5eef7fd364fdd.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.7ms preprocess, 14.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.f750cdf460ee4a4ddf7391833d88e2dd.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.1ms preprocess, 14.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.f9ef528ba7cfb3a143f161968b6dd262.jpg: 640x640 1 Pothole, 14.6ms Speed: 4.6ms preprocess, 14.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-001_jpg.rf.fda9d9e3713e84559864cc7f40e3dc23.jpg: 640x640 1 Pothole, 18.4ms Speed: 3.2ms preprocess, 18.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-002_jpg.rf.7d3480d2bc32c47f237f2f57864519d6.jpg: 640x640 (no detections), 18.2ms Speed: 3.7ms preprocess, 18.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-002_jpg.rf.9af28f88bb224080d58e97cdaccb7d1e.jpg: 640x640 1 Pothole, 15.0ms Speed: 4.4ms preprocess, 15.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-002_jpg.rf.c297c2aa3e7c74a0957e781ed8a5012d.jpg: 640x640 (no detections), 16.3ms Speed: 3.6ms preprocess, 16.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-002_jpg.rf.e42cda6cf2704c4365cb0d0276cf6708.jpg: 640x640 1 Pothole, 21.1ms Speed: 3.3ms preprocess, 21.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-003_jpg.rf.02e069a5db201bb4a8f5f96490bee83d.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.9ms preprocess, 15.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-003_jpg.rf.2a6310a668bd431e6adecd99fd8b6821.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.1ms preprocess, 14.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-003_jpg.rf.4b35064dc04d765313c2ea257e4657d7.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.2ms preprocess, 16.1ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-003_jpg.rf.6e46e8ad25ff6ade6a00528f06d970c6.jpg: 640x640 1 Pothole, 14.9ms Speed: 4.0ms preprocess, 14.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-003_jpg.rf.6f9c751c7bcd993986cbc9da472f973e.jpg: 640x640 2 Potholes, 16.1ms Speed: 3.8ms preprocess, 16.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-003_jpg.rf.885fc1f68755a31e53993af2f1c3ed81.jpg: 640x640 1 Pothole, 14.7ms Speed: 3.4ms preprocess, 14.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.05837a41cf220705398580acabed137d.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.3ms preprocess, 14.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.0ff387accc66e494099eb81425e6e5e7.jpg: 640x640 3 Potholes, 14.8ms Speed: 3.4ms preprocess, 14.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.62284d43c4c70a959605aadf29618c93.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.4ms preprocess, 15.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.66ba770db1525755c5d4c54576a66a3d.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.0ms preprocess, 16.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.775d1d755d3cf35e94106a54e226f21b.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.8ms preprocess, 15.8ms inference, 6.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.a91d057679c75958fa5729a01f967048.jpg: 640x640 2 Potholes, 15.8ms Speed: 3.0ms preprocess, 15.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.dc344be6ad78223d4e5817e585c07ad3.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.8ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.e7cc19fda8b27de50d2237c5d432881a.jpg: 640x640 2 Potholes, 15.0ms Speed: 3.1ms preprocess, 15.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-004_jpg.rf.fe96c33c47335b6c4584d19a4fb35a74.jpg: 640x640 2 Potholes, 15.0ms Speed: 2.7ms preprocess, 15.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-005_jpg.rf.2f1e841ac01be148069d96f48a2d1d8e.jpg: 640x640 1 Pothole, 20.2ms Speed: 9.7ms preprocess, 20.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-005_jpg.rf.574a11203016491f64bea7c12bcd8b0f.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.0ms preprocess, 15.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-005_jpg.rf.63871271372eba9d4a78654ebf3f4ab5.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.2ms preprocess, 13.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-005_jpg.rf.702e05c5134c3a4dee71607f5da11400.jpg: 640x640 1 Pothole, 17.8ms Speed: 3.4ms preprocess, 17.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-005_jpg.rf.b8715bb5aba49d4e0ec6485455a6d5e3.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.7ms preprocess, 13.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-005_jpg.rf.c67ac968d1221aa4714d2f39cb778408.jpg: 640x640 2 Potholes, 18.3ms Speed: 7.4ms preprocess, 18.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-005_jpg.rf.fecc7d88cc15a245bdc30eddbda6924f.jpg: 640x640 1 Pothole, 20.4ms Speed: 3.2ms preprocess, 20.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-006_jpg.rf.1738c1da8d65a8443dd8ab6502d660e3.jpg: 640x640 1 Pothole, 20.1ms Speed: 4.1ms preprocess, 20.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-006_jpg.rf.ab3afeb9d0bb84d0047361fc6cacb519.jpg: 640x640 1 Pothole, 13.6ms Speed: 5.2ms preprocess, 13.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-006_jpg.rf.d8b20a26342bd86d99442040176a7b83.jpg: 640x640 1 Pothole, 22.2ms Speed: 4.1ms preprocess, 22.2ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-006_jpg.rf.f8434a66f521c951402d59ab5056c37a.jpg: 640x640 1 Pothole, 15.9ms Speed: 5.3ms preprocess, 15.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-007_jpg.rf.1f7b4b65d4c5cd7bfc90aeae520ebb72.jpg: 640x640 2 Potholes, 14.7ms Speed: 4.5ms preprocess, 14.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-007_jpg.rf.213076eb830297137ec628268d4f433a.jpg: 640x640 3 Potholes, 21.6ms Speed: 5.2ms preprocess, 21.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-007_jpg.rf.629a8e01fa78557ee9a87ac2f378778b.jpg: 640x640 3 Potholes, 13.7ms Speed: 3.2ms preprocess, 13.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-007_jpg.rf.bb6314ad03e732246184972a4b034ca3.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.2ms preprocess, 15.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-007_jpg.rf.ccdc692e7caa2fd582199de63b2fbe3b.jpg: 640x640 3 Potholes, 15.3ms Speed: 3.8ms preprocess, 15.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-007_jpg.rf.ff5adc497774d4c375fdc2f6febb0a65.jpg: 640x640 3 Potholes, 17.6ms Speed: 3.8ms preprocess, 17.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-008_jpg.rf.336b49eccc2c8e25001e6836f36c2dfa.jpg: 640x640 2 Potholes, 13.1ms Speed: 3.9ms preprocess, 13.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-008_jpg.rf.3a8a77e480e1222bfd930166a4155378.jpg: 640x640 2 Potholes, 20.7ms Speed: 5.6ms preprocess, 20.7ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-008_jpg.rf.464c0e82d5b9ab0060dc205160bd7a5c.jpg: 640x640 2 Potholes, 18.7ms Speed: 3.5ms preprocess, 18.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-008_jpg.rf.7b5386484137d52b27081d9744aea934.jpg: 640x640 2 Potholes, 12.8ms Speed: 4.0ms preprocess, 12.8ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-008_jpg.rf.9e7214d4748f8d6a4eb71d4a7eac537f.jpg: 640x640 2 Potholes, 18.1ms Speed: 5.2ms preprocess, 18.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-008_jpg.rf.bbbe62a4249b60908be61a3683fe24ad.jpg: 640x640 2 Potholes, 18.0ms Speed: 6.1ms preprocess, 18.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-008_jpg.rf.cd28792e25cf780b87f4a98ad70e9b77.jpg: 640x640 2 Potholes, 23.4ms Speed: 3.3ms preprocess, 23.4ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-008_jpg.rf.d6091df10758be136863d71c7f547b4f.jpg: 640x640 2 Potholes, 19.4ms Speed: 3.9ms preprocess, 19.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-009_jpg.rf.076e3bb822d14756ad63c1f9889cd843.jpg: 640x640 2 Potholes, 15.9ms Speed: 3.7ms preprocess, 15.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-009_jpg.rf.36e73e1432cd8e9757d391ba621b85c4.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.1ms preprocess, 15.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-009_jpg.rf.37ac528509ccc97852b02886c6890d23.jpg: 640x640 2 Potholes, 23.6ms Speed: 8.4ms preprocess, 23.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-009_jpg.rf.3b435a73490f6c4390909bdf0fcbaedb.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.7ms preprocess, 15.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-009_jpg.rf.fddfda375a7e9b370976ee79a6c28693.jpg: 640x640 2 Potholes, 13.6ms Speed: 4.2ms preprocess, 13.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-010_jpg.rf.0dea3a4f8051bb7ee4173a1e57ca8b57.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.2ms preprocess, 15.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-010_jpg.rf.4b05f0e5b518204a2ca7606711addc8a.jpg: 640x640 1 Pothole, 17.0ms Speed: 2.7ms preprocess, 17.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-010_jpg.rf.6ddf29901d4420151f7de5c7d5cefdff.jpg: 640x640 1 Pothole, 14.2ms Speed: 3.5ms preprocess, 14.2ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-010_jpg.rf.7a2ef3d8b344bc5533af7c2ad9f7ad49.jpg: 640x640 1 Pothole, 17.8ms Speed: 2.5ms preprocess, 17.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-010_jpg.rf.95fd3f203479817fbc3730a92ecd66ab.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.9ms preprocess, 15.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-010_jpg.rf.df928ddcd18e47aed3986503f6e8d19e.jpg: 640x640 1 Pothole, 19.9ms Speed: 6.8ms preprocess, 19.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-010_jpg.rf.e5be5705e079b4f1f69dddf16b27dc84.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.3ms preprocess, 15.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-010_jpg.rf.f0341c39903322b831aae8b8b62dc542.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.2ms preprocess, 15.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.07f0c3a6200fffbb276d7f5549b167d0.jpg: 640x640 3 Potholes, 15.2ms Speed: 2.9ms preprocess, 15.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.2309f412ec5e43eb4e0b911e3508ce31.jpg: 640x640 2 Potholes, 15.3ms Speed: 4.3ms preprocess, 15.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.44d5f9dfb5d29c923f1745bf2b409829.jpg: 640x640 2 Potholes, 15.2ms Speed: 2.7ms preprocess, 15.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.49767d93ed5585587cbceed9618a51ef.jpg: 640x640 2 Potholes, 15.4ms Speed: 3.5ms preprocess, 15.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.5a6847a5fd47bce8ea66b5264866a0ce.jpg: 640x640 2 Potholes, 15.5ms Speed: 3.6ms preprocess, 15.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.9697f22125e8d8b638e1edf9a9226ebd.jpg: 640x640 2 Potholes, 15.3ms Speed: 4.4ms preprocess, 15.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.a4092cb87cab4fbe62c5607f79384b00.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.2ms preprocess, 15.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.a62691033ad332739056f57b880be6a4.jpg: 640x640 2 Potholes, 15.2ms Speed: 2.9ms preprocess, 15.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.b1852c500da14f884970971c506b7f25.jpg: 640x640 2 Potholes, 14.9ms Speed: 1.7ms preprocess, 14.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.b936013ca421d7dc064c54c7a04c0a2f.jpg: 640x640 2 Potholes, 15.2ms Speed: 2.7ms preprocess, 15.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-011_jpg.rf.bbf8843673132587cf090602e9bb2542.jpg: 640x640 2 Potholes, 15.3ms Speed: 4.4ms preprocess, 15.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.0fdc596e786a6796ce290d24a747aedb.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.6ms preprocess, 15.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.143e1c7b064e9ad993da6a570dc05146.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.3ms preprocess, 15.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.37e864d035bb6bedc76c5ca5e80b9b44.jpg: 640x640 1 Pothole, 15.4ms Speed: 5.4ms preprocess, 15.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.3a1ceb782f3bd65e970167218dd45900.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.5ms preprocess, 14.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.66c953a39d827d8542505eb656e1c065.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.1ms preprocess, 15.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.6b6cd7fab9ba11f6305308822aa14f89.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.3ms preprocess, 15.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.71a97b08ff5b723f3f2df3d427d379a2.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.9ms preprocess, 15.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.ab994ca0cbd8c70d63bfe3cb6f69c640.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.1ms preprocess, 15.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.b8716f6812c0291598f47e425f24a97d.jpg: 640x640 1 Pothole, 17.7ms Speed: 3.3ms preprocess, 17.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.d13eb5cd43c76259ed54b6a2fa2d828e.jpg: 640x640 1 Pothole, 17.8ms Speed: 2.6ms preprocess, 17.8ms inference, 12.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.d6f13319c8b97f39f39cebd4b8ab901a.jpg: 640x640 1 Pothole, 21.3ms Speed: 3.7ms preprocess, 21.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-012_jpg.rf.e48e7f26bc1a3ce9e0e3830cbb55b5f8.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.4ms preprocess, 15.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-014_jpg.rf.0fb345ba796f7100bcfce9b7bdd70de9.jpg: 640x640 1 Pothole, 21.6ms Speed: 3.1ms preprocess, 21.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-014_jpg.rf.218c1b603c6f4f79ab0570e0e62867fc.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.8ms preprocess, 14.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-014_jpg.rf.7492cbdabd0e2cffcbcdfb76cf960cb4.jpg: 640x640 (no detections), 15.2ms Speed: 3.2ms preprocess, 15.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-014_jpg.rf.93552c19c2d1cbbba55a5e6a06903421.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.8ms preprocess, 15.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-014_jpg.rf.add0417311f62848034267b606de8c69.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.8ms preprocess, 14.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.0ccebddcb55d79487743e532fb3e9620.jpg: 640x640 1 Pothole, 15.1ms Speed: 4.4ms preprocess, 15.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.14873b805723f19a87230f5000a7f9f2.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.9ms preprocess, 15.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.220ef20d102180f7a035d30a417fe8a7.jpg: 640x640 1 Pothole, 20.2ms Speed: 5.2ms preprocess, 20.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.28be2c03f2f07e8406012a8fd248eb8a.jpg: 640x640 (no detections), 16.7ms Speed: 4.4ms preprocess, 16.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.29942d63e7d9d8fcbe809e8534802eab.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.0ms preprocess, 15.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.3cd4fbcd4dd63cf3cc6c9b09b6c29533.jpg: 640x640 2 Potholes, 16.8ms Speed: 5.6ms preprocess, 16.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.3e285340205029273e40e14a08481afd.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.0ms preprocess, 15.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.4936e7d56a86aff1b8c5df742c3701d3.jpg: 640x640 1 Pothole, 15.6ms Speed: 5.5ms preprocess, 15.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.5cc3c4901d8ae322832f3f1bbefcc993.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.9ms preprocess, 15.2ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.66b3b80d566679cf105dd083d8a128cd.jpg: 640x640 1 Pothole, 15.2ms Speed: 4.6ms preprocess, 15.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.73693b1e11c458e53cc4b42c866f9eb0.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.8ms preprocess, 15.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.861d1ce70daa70836b37756fa023365a.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.8ms preprocess, 15.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.a9bab41dbe3d7e2e381e00c3f2456554.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.2ms preprocess, 15.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.e2bc8afa67dd1efbda6798045ea8213c.jpg: 640x640 (no detections), 20.9ms Speed: 2.5ms preprocess, 20.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.e44b9b2520313ec63caed151508e764d.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.0ms preprocess, 15.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-015_jpg.rf.f2c4cf8662f9bea9bf83256841ec8067.jpg: 640x640 1 Pothole, 15.1ms Speed: 5.1ms preprocess, 15.1ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-016_jpg.rf.27d6049260e9205efcd47b6dfe58dc47.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.7ms preprocess, 15.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-016_jpg.rf.2e6da8f6fec316212e4405222936fd88.jpg: 640x640 1 Pothole, 17.6ms Speed: 5.1ms preprocess, 17.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-016_jpg.rf.8c9aa924e027c09c5466f0cdf72278ff.jpg: 640x640 1 Pothole, 15.0ms Speed: 5.1ms preprocess, 15.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-016_jpg.rf.e43f4742b2e3acdd227bed42b4197612.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.6ms preprocess, 17.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-016_jpg.rf.e510d0816f04cb870ad34db9974672ad.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.1ms preprocess, 15.6ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-016_jpg.rf.fb9e375a5e7e01fb9bb71649d9509377.jpg: 640x640 1 Pothole, 15.1ms Speed: 5.7ms preprocess, 15.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-017_jpg.rf.222058292d6f2a2bc138fdca9e99d20e.jpg: 640x640 3 Potholes, 14.8ms Speed: 2.9ms preprocess, 14.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-017_jpg.rf.34ede427a8283acabe35af38c5eb9790.jpg: 640x640 3 Potholes, 19.5ms Speed: 5.0ms preprocess, 19.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-017_jpg.rf.61908a69a9c26cec18a49b3ac40abce6.jpg: 640x640 5 Potholes, 15.9ms Speed: 3.4ms preprocess, 15.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-017_jpg.rf.c226ea91335c3dc8acd2b9a6436686a4.jpg: 640x640 3 Potholes, 15.2ms Speed: 3.8ms preprocess, 15.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-018_jpg.rf.558c5eee5085cbab0928316c75364255.jpg: 640x640 3 Potholes, 15.0ms Speed: 2.7ms preprocess, 15.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-018_jpg.rf.68764ba21c81a2c656aff8cdcccb8b70.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.1ms preprocess, 15.3ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-018_jpg.rf.757a009d554bf07368c18d7835b66278.jpg: 640x640 2 Potholes, 15.6ms Speed: 2.7ms preprocess, 15.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-019_jpg.rf.57e7c9f7953410c46db8dd7835dfae50.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.8ms preprocess, 15.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-019_jpg.rf.81c597c5464cad4d811bc778cb155e2e.jpg: 640x640 1 Pothole, 22.9ms Speed: 3.3ms preprocess, 22.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-019_jpg.rf.8942b02236f4c5d4e3ba5eb1ee8ac9fa.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.6ms preprocess, 15.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-019_jpg.rf.c90457566658227d4713498ae3f61872.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.7ms preprocess, 15.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-019_jpg.rf.d34a959fd425d1022b93e1e7b8fccbe7.jpg: 640x640 1 Pothole, 20.5ms Speed: 3.2ms preprocess, 20.5ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-019_jpg.rf.e4ad28ba07f2a3abe5433d4648c27bb7.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.4ms preprocess, 15.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.14698467a5d40bf0263147a3e0ada503.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.2ms preprocess, 15.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.230dbfcf22143e3e71c328e0506ee20a.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.9ms preprocess, 15.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.2b8244b2e3c1ae9ea888403e3d160b46.jpg: 640x640 2 Potholes, 19.2ms Speed: 5.2ms preprocess, 19.2ms inference, 6.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.7c211b756dfc809ce819632c7306d9ad.jpg: 640x640 1 Pothole, 18.4ms Speed: 5.0ms preprocess, 18.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.8e5ba97c08055c2b7896193c65a0ce86.jpg: 640x640 1 Pothole, 16.2ms Speed: 4.6ms preprocess, 16.2ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.95e7f1f41d4e2118a110a2fec0f46025.jpg: 640x640 1 Pothole, 20.5ms Speed: 4.9ms preprocess, 20.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.cb8af8c6d4d6be552c9a39d1a63347aa.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.1ms preprocess, 15.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.d66c5f0d4645e20fda2528bdba1183e8.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.6ms preprocess, 17.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.dc97facaa7724f021bac7653ac57cf82.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.1ms preprocess, 15.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-020_jpg.rf.df6b1981c111aeba2cfe88bcf190ee81.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.5ms preprocess, 15.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.213ba41bef765afb6f79ec375e96ae67.jpg: 640x640 2 Potholes, 15.9ms Speed: 2.7ms preprocess, 15.9ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.3c92fcedc9af1cbe17f55241e01c262b.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.7ms preprocess, 15.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.3ec572e4fa0a31aa43a46470d49feb7c.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.6ms preprocess, 15.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.482226591796b94a577757eaa05fdb41.jpg: 640x640 2 Potholes, 15.7ms Speed: 9.3ms preprocess, 15.7ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.9d8b25dcb76a8edc45400ae9a22c55d5.jpg: 640x640 2 Potholes, 16.2ms Speed: 5.8ms preprocess, 16.2ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.b9374a44a44c1a3a61bf222692865931.jpg: 640x640 2 Potholes, 19.2ms Speed: 5.0ms preprocess, 19.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.d192612bb60d5e76f1c216b58dfa26fd.jpg: 640x640 2 Potholes, 17.6ms Speed: 5.4ms preprocess, 17.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.d558f884664b6318e7a88e55a11bebb7.jpg: 640x640 2 Potholes, 15.7ms Speed: 4.2ms preprocess, 15.7ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-021_jpg.rf.ecb64db6ab5c134919ca1950cca774e3.jpg: 640x640 2 Potholes, 39.8ms Speed: 5.3ms preprocess, 39.8ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-022_jpg.rf.353fad7d7cf199568a6dbd85bbb88ef8.jpg: 640x640 2 Potholes, 30.3ms Speed: 6.4ms preprocess, 30.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-022_jpg.rf.c9852b4af2a9fb029a4e4de14941818b.jpg: 640x640 2 Potholes, 18.3ms Speed: 4.1ms preprocess, 18.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-022_jpg.rf.f7fa41b4762b0e8045ff72eeb1e9d169.jpg: 640x640 (no detections), 15.8ms Speed: 4.3ms preprocess, 15.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-023_jpg.rf.1727745a97d49d515d4f7e45fd5aac28.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.6ms preprocess, 15.9ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-023_jpg.rf.18c10e239bf9c9a50ef7764be116fa26.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.6ms preprocess, 15.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-023_jpg.rf.56e16ea1d3e544793fa4047e579a7177.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.6ms preprocess, 15.5ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-023_jpg.rf.64b90ff041f75a096828bdba0221d553.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.0ms preprocess, 15.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-023_jpg.rf.98cba15d649294c3d85718774b6b6838.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.2ms preprocess, 15.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-023_jpg.rf.f326c984994e91836d21e5b898618e67.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.7ms preprocess, 15.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-025_jpg.rf.796e346ba7bf584afb4bc75f8fac0581.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.8ms preprocess, 16.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-025_jpg.rf.a33911cc2ebad3a16dc4c197aaaec381.jpg: 640x640 (no detections), 15.1ms Speed: 4.0ms preprocess, 15.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-025_jpg.rf.bccdac76638b393e1b4e66ae7acf97d5.jpg: 640x640 (no detections), 16.6ms Speed: 4.9ms preprocess, 16.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-025_jpg.rf.c25b9dac629968c1003a00603b74a1f7.jpg: 640x640 (no detections), 15.1ms Speed: 3.9ms preprocess, 15.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-025_jpg.rf.d60f70749088826c56e4a79065adeeb2.jpg: 640x640 1 Pothole, 19.0ms Speed: 4.9ms preprocess, 19.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-025_jpg.rf.ed58d7fa4df989c766d72ca984be9dd5.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.1ms preprocess, 15.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-026_jpg.rf.49a0a32d3697a2d322f3588ea0453660.jpg: 640x640 1 Pothole, 31.9ms Speed: 13.3ms preprocess, 31.9ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-026_jpg.rf.cc72487743d1e058c110bdd94383b127.jpg: 640x640 1 Pothole, 27.4ms Speed: 4.9ms preprocess, 27.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-026_jpg.rf.ff8b46d84067beedc760b26aad189639.jpg: 640x640 2 Potholes, 18.8ms Speed: 9.8ms preprocess, 18.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-027_jpg.rf.0139ae79f965157dc23ae91228c3868c.jpg: 640x640 2 Potholes, 15.0ms Speed: 3.9ms preprocess, 15.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-027_jpg.rf.4d94c479f47768e908b597ef26d32ca7.jpg: 640x640 2 Potholes, 18.3ms Speed: 3.4ms preprocess, 18.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-027_jpg.rf.51b5906959c18baf2dac133e038cf6d8.jpg: 640x640 3 Potholes, 14.9ms Speed: 2.6ms preprocess, 14.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-027_jpg.rf.5da4256c7bc32def476c349b052854ed.jpg: 640x640 1 Pothole, 17.5ms Speed: 5.4ms preprocess, 17.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-027_jpg.rf.75f0b2163435d20be3e00e527a615014.jpg: 640x640 3 Potholes, 17.2ms Speed: 3.8ms preprocess, 17.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-027_jpg.rf.766ecd2c0c67abb4c403133d676132be.jpg: 640x640 2 Potholes, 15.6ms Speed: 5.0ms preprocess, 15.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-027_jpg.rf.b5d2b93de70f75fdfe41a579ddd10852.jpg: 640x640 2 Potholes, 17.2ms Speed: 7.2ms preprocess, 17.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-027_jpg.rf.d8f56d82a8d8cb7e5fdce5c514319b05.jpg: 640x640 1 Pothole, 15.0ms Speed: 4.9ms preprocess, 15.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-028_jpg.rf.20e83177c7122d7e108645651f128fd7.jpg: 640x640 9 Potholes, 16.7ms Speed: 4.1ms preprocess, 16.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-028_jpg.rf.43ae59230b90cb2a17befee1fe02da49.jpg: 640x640 9 Potholes, 19.7ms Speed: 4.3ms preprocess, 19.7ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-028_jpg.rf.755f5fac4811603ad46b831f14c2741b.jpg: 640x640 9 Potholes, 15.3ms Speed: 4.0ms preprocess, 15.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-028_jpg.rf.7bd20d913aaf763a94bc7200e7923ae6.jpg: 640x640 8 Potholes, 18.0ms Speed: 6.1ms preprocess, 18.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-028_jpg.rf.d3f8e2608d1a297ef618346f70a8f711.jpg: 640x640 3 Potholes, 15.3ms Speed: 4.7ms preprocess, 15.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-029_jpg.rf.0ee59b4c50a3f5e05b3dcd73d19175a4.jpg: 640x640 1 Pothole, 23.3ms Speed: 4.3ms preprocess, 23.3ms inference, 10.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-029_jpg.rf.6dda491a9face0b564f3ae60b3cad6d2.jpg: 640x640 1 Pothole, 22.1ms Speed: 4.4ms preprocess, 22.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-029_jpg.rf.8074a8eefdfb8213848abe9cc96f8aba.jpg: 640x640 1 Pothole, 20.8ms Speed: 3.4ms preprocess, 20.8ms inference, 10.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-029_jpg.rf.c11807669435c589e02bc2faa939dda4.jpg: 640x640 1 Pothole, 18.9ms Speed: 4.4ms preprocess, 18.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-029_jpg.rf.f0d4689d859dc1625be0123e946efd2d.jpg: 640x640 1 Pothole, 15.0ms Speed: 3.0ms preprocess, 15.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-030_jpg.rf.06d82d0c1b20e843517cc8b7702e00e3.jpg: 640x640 1 Pothole, 15.0ms Speed: 6.3ms preprocess, 15.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-030_jpg.rf.12898b85b889fc2b449528666f36a85a.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.3ms preprocess, 14.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-030_jpg.rf.1ac0e11f34de855ac074a65920ba7312.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.9ms preprocess, 15.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-030_jpg.rf.3de36a7bab912cb8084f12d4d3e60298.jpg: 640x640 1 Pothole, 20.2ms Speed: 4.1ms preprocess, 20.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-030_jpg.rf.72cbc4a7b1c3dd82a2a3e6ea8e3a859b.jpg: 640x640 1 Pothole, 22.5ms Speed: 4.9ms preprocess, 22.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-030_jpg.rf.a68c6cf9be76a331bc06f0ef3d9dbd5d.jpg: 640x640 1 Pothole, 26.8ms Speed: 7.5ms preprocess, 26.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-030_jpg.rf.ad149015499a882f6847dff7f3bce726.jpg: 640x640 1 Pothole, 15.1ms Speed: 4.4ms preprocess, 15.1ms inference, 6.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-030_jpg.rf.f422a70706f3c5cc405d2368e20ca529.jpg: 640x640 1 Pothole, 16.2ms Speed: 5.0ms preprocess, 16.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-031_jpg.rf.7513d4895275035b7798a7b976968923.jpg: 640x640 1 Pothole, 23.0ms Speed: 6.4ms preprocess, 23.0ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-031_jpg.rf.a6d0cff50458ab8019afddaa786b79e9.jpg: 640x640 1 Pothole, 21.6ms Speed: 5.4ms preprocess, 21.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-031_jpg.rf.c7244bba7b3c7bd5c3879a3ddfb0a187.jpg: 640x640 2 Potholes, 20.2ms Speed: 2.8ms preprocess, 20.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-033_jpg.rf.7f93667cf0332ab209b16c88546cd6eb.jpg: 640x640 1 Pothole, 17.8ms Speed: 5.4ms preprocess, 17.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-033_jpg.rf.d04d9e16ea53dd4d74c37b1dc6e455a4.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.7ms preprocess, 15.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.113c16e53db9eee45a6f3cb1307690ab.jpg: 640x640 3 Potholes, 21.3ms Speed: 10.7ms preprocess, 21.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.4488e7fe241e093b65fab8de4d4fa749.jpg: 640x640 3 Potholes, 16.9ms Speed: 4.2ms preprocess, 16.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.4cb178186a8645cb3cefb7dcdd8da313.jpg: 640x640 4 Potholes, 19.0ms Speed: 6.5ms preprocess, 19.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.757af73cc9e210ca052b32da1c78d884.jpg: 640x640 3 Potholes, 19.8ms Speed: 4.5ms preprocess, 19.8ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.84c11c0454dc3533e3f596b3cc1b1175.jpg: 640x640 1 Pothole, 18.3ms Speed: 4.5ms preprocess, 18.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.a9c5a5f5e1ab1129bd8d00ecb6082345.jpg: 640x640 3 Potholes, 24.3ms Speed: 5.5ms preprocess, 24.3ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.b441d02ec685253d512f7e56c46a4278.jpg: 640x640 3 Potholes, 15.9ms Speed: 3.5ms preprocess, 15.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.bc31690427895439c3212a6d50f7cde4.jpg: 640x640 2 Potholes, 20.2ms Speed: 6.3ms preprocess, 20.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.d887c407565970576224f8dd7a8beadc.jpg: 640x640 (no detections), 16.0ms Speed: 5.7ms preprocess, 16.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-034_jpg.rf.ea4c56939f167e1d62fa81d4c40d8fe5.jpg: 640x640 2 Potholes, 16.3ms Speed: 4.7ms preprocess, 16.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.17133dc039043c39350dbc3b6cb4dc97.jpg: 640x640 1 Pothole, 18.4ms Speed: 4.7ms preprocess, 18.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.1dc0385530d1ce3a70a4d3ce61724d46.jpg: 640x640 1 Pothole, 16.3ms Speed: 7.4ms preprocess, 16.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.1f1cabe6fac909d12f4d82176fc605b6.jpg: 640x640 1 Pothole, 23.0ms Speed: 5.6ms preprocess, 23.0ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.250a495ece0ad12dc024252329916131.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.2ms preprocess, 16.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.3251cfca95c24f161b654c1ccebf7ff6.jpg: 640x640 1 Pothole, 19.7ms Speed: 2.8ms preprocess, 19.7ms inference, 8.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.3b9139359691887bed173fdb06ad8216.jpg: 640x640 2 Potholes, 21.4ms Speed: 7.2ms preprocess, 21.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.4e98b048018307f973a23db359b0e983.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.3ms preprocess, 16.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.893f65fe7ca0a1b21b395c81cdb6e1bc.jpg: 640x640 2 Potholes, 19.8ms Speed: 4.3ms preprocess, 19.8ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.98a557d61393c36e10b6ffc9efe3c43c.jpg: 640x640 2 Potholes, 16.4ms Speed: 4.0ms preprocess, 16.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.a7f4482e38fc5950c457107bd5ef0e94.jpg: 640x640 1 Pothole, 17.0ms Speed: 5.1ms preprocess, 17.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.bebc6b89e125cd8c0ce8ff360920eed3.jpg: 640x640 1 Pothole, 17.4ms Speed: 3.6ms preprocess, 17.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.d5b171bb267abd8851d29fbdc9a2c7c3.jpg: 640x640 2 Potholes, 17.0ms Speed: 4.9ms preprocess, 17.0ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-035_jpg.rf.d9395f29b580d8186f2be3b513ae7dac.jpg: 640x640 (no detections), 16.5ms Speed: 3.9ms preprocess, 16.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-036_jpg.rf.485c24dc83e3a13b901ab8868583161f.jpg: 640x640 1 Pothole, 24.3ms Speed: 6.7ms preprocess, 24.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-036_jpg.rf.4c14b977b6b3fea9053b13b685acbe80.jpg: 640x640 1 Pothole, 20.4ms Speed: 4.7ms preprocess, 20.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-036_jpg.rf.5e630abe3fccb848f3d54e822e53c3b2.jpg: 640x640 1 Pothole, 17.7ms Speed: 5.1ms preprocess, 17.7ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-036_jpg.rf.9a88e7a48fccc483948f3162323f80a4.jpg: 640x640 1 Pothole, 24.2ms Speed: 7.1ms preprocess, 24.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-036_jpg.rf.b87a78212942b98432c301183bae4c49.jpg: 640x640 1 Pothole, 26.3ms Speed: 14.9ms preprocess, 26.3ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-036_jpg.rf.c1eb77762dd3addd5de8949ae84e6c8a.jpg: 640x640 1 Pothole, 25.5ms Speed: 4.9ms preprocess, 25.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.2fdf05a1efe4be350894bf9d47cb04eb.jpg: 640x640 2 Potholes, 21.7ms Speed: 4.0ms preprocess, 21.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.52cc5ff7b918d4e78625fbf34766fa51.jpg: 640x640 2 Potholes, 17.0ms Speed: 4.4ms preprocess, 17.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.629b298c7558971485e4b4450e6a86ba.jpg: 640x640 2 Potholes, 26.5ms Speed: 5.6ms preprocess, 26.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.6e9b9aebd0c3ebfffca0ed68ca6c71da.jpg: 640x640 2 Potholes, 17.1ms Speed: 4.5ms preprocess, 17.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.7b01cd35a897d2cf30d80381f20aac80.jpg: 640x640 2 Potholes, 20.7ms Speed: 5.6ms preprocess, 20.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.98f7614a1187c80f8b90bfa9a6a6fd3b.jpg: 640x640 1 Pothole, 19.2ms Speed: 4.7ms preprocess, 19.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.b365f22420041e46eb4c8f251efd56c3.jpg: 640x640 2 Potholes, 17.5ms Speed: 4.9ms preprocess, 17.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.bc59bc3a01960ae95899043f3a023ed5.jpg: 640x640 2 Potholes, 22.4ms Speed: 4.9ms preprocess, 22.4ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-037_jpg.rf.d600cf0bc3e5f2ad1f6becce3351e05a.jpg: 640x640 2 Potholes, 19.2ms Speed: 4.4ms preprocess, 19.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-038_jpg.rf.2db55139e38f42177f5d3faa6546b85f.jpg: 640x640 1 Pothole, 22.2ms Speed: 4.0ms preprocess, 22.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-038_jpg.rf.be889f1bab4c7bdccbac646057a46998.jpg: 640x640 1 Pothole, 24.3ms Speed: 5.6ms preprocess, 24.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-039_jpg.rf.15ef6daa5263ad023a7cabeec33e5caf.jpg: 640x640 1 Pothole, 24.6ms Speed: 6.4ms preprocess, 24.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-039_jpg.rf.2f0f4d40ed46d548a77e60cb99563246.jpg: 640x640 1 Pothole, 23.8ms Speed: 7.7ms preprocess, 23.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-039_jpg.rf.6a2981ae41f6a4af183137243f2de884.jpg: 640x640 (no detections), 17.6ms Speed: 5.6ms preprocess, 17.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.01c68fc7cff8aa223bca571488090d69.jpg: 640x640 1 Pothole, 24.2ms Speed: 5.2ms preprocess, 24.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.4ca821087191fc2639d6b4609d6bb1a3.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.4ms preprocess, 17.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.505531a311d42c81ef99f2849185dad3.jpg: 640x640 1 Pothole, 19.7ms Speed: 3.6ms preprocess, 19.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.5150dd3dc3de98e7b6df3080db04e928.jpg: 640x640 1 Pothole, 18.0ms Speed: 3.9ms preprocess, 18.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.594b13b9237d1e23eeab84d1f0b2da41.jpg: 640x640 1 Pothole, 17.8ms Speed: 3.3ms preprocess, 17.8ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.7f8cbc438933318776a505a3394029a0.jpg: 640x640 1 Pothole, 24.2ms Speed: 9.5ms preprocess, 24.2ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.8da48a7fb17b0ce0a23c985961fd491f.jpg: 640x640 1 Pothole, 18.2ms Speed: 4.9ms preprocess, 18.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.b73a39eb25545d59b8419488f28967cb.jpg: 640x640 1 Pothole, 25.7ms Speed: 4.8ms preprocess, 25.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-040_jpg.rf.f8ef000f48a0200ab4aec4d212b8c94c.jpg: 640x640 1 Pothole, 18.3ms Speed: 4.6ms preprocess, 18.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-042_jpg.rf.1f95c3168a3a802790f5b4a6e25857ff.jpg: 640x640 (no detections), 23.3ms Speed: 4.6ms preprocess, 23.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-042_jpg.rf.5375668ecabd2fcd50da13f5b535617b.jpg: 640x640 1 Pothole, 28.2ms Speed: 5.1ms preprocess, 28.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-042_jpg.rf.a20fc2b42cf6b78fe81c9512ddf82f71.jpg: 640x640 (no detections), 17.9ms Speed: 5.0ms preprocess, 17.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-043_jpg.rf.280a8d2a552da7d11e4d0629d6e74b02.jpg: 640x640 2 Potholes, 17.8ms Speed: 3.3ms preprocess, 17.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-043_jpg.rf.4c6980362f3f045174e624cc2677d859.jpg: 640x640 1 Pothole, 21.2ms Speed: 5.5ms preprocess, 21.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-043_jpg.rf.f315b7e92cc3cd0c91169527da708e24.jpg: 640x640 1 Pothole, 18.4ms Speed: 4.4ms preprocess, 18.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-044_jpg.rf.00ca30bd9bd076c946be0c4af9a28331.jpg: 640x640 1 Pothole, 25.4ms Speed: 4.2ms preprocess, 25.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-044_jpg.rf.18045f7ec53c821fe8c0dfe44a36b402.jpg: 640x640 1 Pothole, 18.1ms Speed: 4.6ms preprocess, 18.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-044_jpg.rf.205701e6fefb9d477bfb0ced55e992c2.jpg: 640x640 1 Pothole, 18.0ms Speed: 5.0ms preprocess, 18.0ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-044_jpg.rf.3dab8b08f54fd563c13f85f41b77be71.jpg: 640x640 1 Pothole, 29.3ms Speed: 6.5ms preprocess, 29.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-044_jpg.rf.7ae75fb6e9c426a9db5742b71ea8e6ab.jpg: 640x640 1 Pothole, 18.3ms Speed: 4.2ms preprocess, 18.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-044_jpg.rf.a3f883d793c0bed4c2855bad72f5ae11.jpg: 640x640 1 Pothole, 18.1ms Speed: 4.9ms preprocess, 18.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-044_jpg.rf.c515987fbb46573e0839d6e1efe6b2dc.jpg: 640x640 2 Potholes, 18.4ms Speed: 3.7ms preprocess, 18.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-044_jpg.rf.e93dc30ca42c5b9d9dfa4631350fdaa4.jpg: 640x640 1 Pothole, 19.1ms Speed: 4.0ms preprocess, 19.1ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.010bae9733b0744259488fb9ed4e1e46.jpg: 640x640 4 Potholes, 18.1ms Speed: 3.6ms preprocess, 18.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.16524ac907c3b00be4d2e7a5babc41ce.jpg: 640x640 1 Pothole, 18.9ms Speed: 6.0ms preprocess, 18.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.5e0510a25c2dd03da843e7deee84d9f8.jpg: 640x640 4 Potholes, 19.9ms Speed: 3.2ms preprocess, 19.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.818e6a56743a687d8a3e661964efd1ad.jpg: 640x640 (no detections), 18.7ms Speed: 5.2ms preprocess, 18.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.83662c83c936a19a4f0fbb5d7af94aef.jpg: 640x640 1 Pothole, 18.3ms Speed: 3.9ms preprocess, 18.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.8b07eaee56223fb7d878ced1f8f7c334.jpg: 640x640 2 Potholes, 20.4ms Speed: 7.1ms preprocess, 20.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.a613aac14fce305f761b8b2578ff4263.jpg: 640x640 (no detections), 18.3ms Speed: 4.4ms preprocess, 18.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.cbffcfd2542828b5cf9a42d05010e44b.jpg: 640x640 3 Potholes, 18.3ms Speed: 6.1ms preprocess, 18.3ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.cc6ff9c057ec314d4604fd02111afd9e.jpg: 640x640 2 Potholes, 21.9ms Speed: 5.7ms preprocess, 21.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.d2e46e4799fbfa7cc156028bb219e427.jpg: 640x640 2 Potholes, 18.1ms Speed: 4.3ms preprocess, 18.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-046_jpg.rf.f1f1ea90b009d9a1678d87b869608821.jpg: 640x640 2 Potholes, 22.8ms Speed: 4.7ms preprocess, 22.8ms inference, 6.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.14bb5a79aea96d5f15566bc96cd3aa2d.jpg: 640x640 6 Potholes, 25.7ms Speed: 4.5ms preprocess, 25.7ms inference, 15.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.23631a7647c54cf39183bbfd90723e96.jpg: 640x640 5 Potholes, 32.2ms Speed: 6.6ms preprocess, 32.2ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.3cc990be9878eb00d83ef7209b55fcbf.jpg: 640x640 6 Potholes, 18.1ms Speed: 3.8ms preprocess, 18.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.45233d1c7cf1a791ae5aa053abe43c69.jpg: 640x640 7 Potholes, 18.1ms Speed: 4.5ms preprocess, 18.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.468c8ac0ba39ed7166a995906556691b.jpg: 640x640 6 Potholes, 20.0ms Speed: 4.8ms preprocess, 20.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.5d871301f551b44580f7cae382029161.jpg: 640x640 6 Potholes, 18.0ms Speed: 3.1ms preprocess, 18.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.ce4fa6ec1c5cd6764fa9125600b950c3.jpg: 640x640 5 Potholes, 18.2ms Speed: 4.9ms preprocess, 18.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.e411de36c491ff9fc903bb8b018959d9.jpg: 640x640 2 Potholes, 18.0ms Speed: 4.2ms preprocess, 18.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-047_jpg.rf.ec8a9c5820a7392cedc8fb2498b64836.jpg: 640x640 5 Potholes, 19.9ms Speed: 3.6ms preprocess, 19.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.14467c0c1d91960d5ab6e648bdd3a826.jpg: 640x640 (no detections), 17.4ms Speed: 4.7ms preprocess, 17.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.2f7a66b2ad0d9d73f3ff419228242567.jpg: 640x640 1 Pothole, 21.5ms Speed: 5.6ms preprocess, 21.5ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.94d423f41ec4d8b1f470af7d723250c7.jpg: 640x640 2 Potholes, 18.0ms Speed: 4.4ms preprocess, 18.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.aa0bee48924fe38c2772ea2c0242fc51.jpg: 640x640 1 Pothole, 18.4ms Speed: 6.4ms preprocess, 18.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.ac548ccd0f71d52e2b088cd349ddd598.jpg: 640x640 1 Pothole, 17.1ms Speed: 3.4ms preprocess, 17.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.b8957183a1dc3ed1e1e6c6a870751474.jpg: 640x640 (no detections), 20.9ms Speed: 4.1ms preprocess, 20.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.ce7cff97a6b53e9a49b0dba64abe2beb.jpg: 640x640 1 Pothole, 20.5ms Speed: 4.2ms preprocess, 20.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.d5725a194165688b880e80aa6432e8d2.jpg: 640x640 1 Pothole, 17.0ms Speed: 3.2ms preprocess, 17.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-049_jpg.rf.f40890003a7f7d77d90777c52562c24c.jpg: 640x640 1 Pothole, 18.0ms Speed: 4.7ms preprocess, 18.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.3509053c329f35e3dc28a39fa7e60122.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.0ms preprocess, 17.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.3de2c0f82efc77e0de7296dedf86ea01.jpg: 640x640 1 Pothole, 17.2ms Speed: 5.6ms preprocess, 17.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.5c446847db02ea4517791e99171c1594.jpg: 640x640 1 Pothole, 18.1ms Speed: 4.1ms preprocess, 18.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.6eaaaf255d03a2eaa3238dd2377b34a1.jpg: 640x640 1 Pothole, 16.4ms Speed: 4.3ms preprocess, 16.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.783b2b73873e4e61d2da0f32d8728bb9.jpg: 640x640 1 Pothole, 16.4ms Speed: 4.0ms preprocess, 16.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.8b8fe48a9142be075b7867395121a1d5.jpg: 640x640 1 Pothole, 16.5ms Speed: 6.0ms preprocess, 16.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.96f13063913cf728f8ffd7f110eff3ea.jpg: 640x640 1 Pothole, 18.0ms Speed: 6.3ms preprocess, 18.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.9ec717c59d60155670727e7f9c16c63e.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.4ms preprocess, 16.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.a804aa00a395404656accbf5cbe88aec.jpg: 640x640 3 Potholes, 19.6ms Speed: 4.7ms preprocess, 19.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.c01085019d97470460d13426e71456a5.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.8ms preprocess, 16.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-050_jpg.rf.ea829ab93ebd1f9f4bd0817b4da9967c.jpg: 640x640 1 Pothole, 18.4ms Speed: 5.3ms preprocess, 18.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-051_jpg.rf.44b1c32013bebb60200906370faddb65.jpg: 640x640 1 Pothole, 16.4ms Speed: 4.8ms preprocess, 16.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-051_jpg.rf.55ee4f2df266af71247589c5534d8295.jpg: 640x640 4 Potholes, 28.0ms Speed: 5.4ms preprocess, 28.0ms inference, 10.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-051_jpg.rf.5be3354bc123a0dc734eab6356f2f814.jpg: 640x640 4 Potholes, 16.2ms Speed: 3.9ms preprocess, 16.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-051_jpg.rf.c508b125699abeca836054c9da559b17.jpg: 640x640 4 Potholes, 16.1ms Speed: 3.8ms preprocess, 16.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-051_jpg.rf.cb6d0d40fae7eac602d1962d13f6a9f8.jpg: 640x640 4 Potholes, 16.2ms Speed: 3.4ms preprocess, 16.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-051_jpg.rf.d9b7d45bfee5ba976712c392a284531d.jpg: 640x640 (no detections), 22.7ms Speed: 3.9ms preprocess, 22.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-051_jpg.rf.dda12618b03ceaeced3cd0e0946406fd.jpg: 640x640 3 Potholes, 16.3ms Speed: 5.1ms preprocess, 16.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-051_jpg.rf.f1e6520f0af4148e09d0ceea60db6c54.jpg: 640x640 4 Potholes, 17.8ms Speed: 3.3ms preprocess, 17.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.038b60e546035b87d1877f70f96908ea.jpg: 640x640 1 Pothole, 16.6ms Speed: 5.6ms preprocess, 16.6ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.305c6f871beb006ae7d4189093e4e2bb.jpg: 640x640 (no detections), 19.6ms Speed: 3.6ms preprocess, 19.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.31c1857b7cd3c3e5049a6ef9cb2ba4d1.jpg: 640x640 1 Pothole, 26.4ms Speed: 10.8ms preprocess, 26.4ms inference, 7.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.3ace049e7e144a25059f6e6b055fc99e.jpg: 640x640 (no detections), 23.1ms Speed: 4.5ms preprocess, 23.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.3d0be67984eda09d59059d4910ebf56e.jpg: 640x640 1 Pothole, 26.3ms Speed: 3.5ms preprocess, 26.3ms inference, 7.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.4a6a4489606daaa68c80ac73a20fc03e.jpg: 640x640 1 Pothole, 23.6ms Speed: 3.9ms preprocess, 23.6ms inference, 7.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.4d4d3e0a17775101c011c7cb07dce89d.jpg: 640x640 1 Pothole, 25.0ms Speed: 6.5ms preprocess, 25.0ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.5a9a79df19bb99d89fb7a7372ef83b4f.jpg: 640x640 1 Pothole, 19.2ms Speed: 5.5ms preprocess, 19.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.7f00a368c0b8e5728b1270081c782154.jpg: 640x640 1 Pothole, 18.2ms Speed: 3.9ms preprocess, 18.2ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.7fb2188004db273f56267e0a84f187f9.jpg: 640x640 (no detections), 16.4ms Speed: 3.6ms preprocess, 16.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.9b8eea0efec241c7d9ef81d270e52cca.jpg: 640x640 1 Pothole, 23.5ms Speed: 4.6ms preprocess, 23.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.b7571bf7ac7636de085d8f661a662954.jpg: 640x640 (no detections), 17.7ms Speed: 3.3ms preprocess, 17.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.cd3ffa5e14812bdc211cbdd7b48a2319.jpg: 640x640 1 Pothole, 25.4ms Speed: 6.9ms preprocess, 25.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.cd6eb44a9529514a1a7696359057442e.jpg: 640x640 1 Pothole, 20.8ms Speed: 5.8ms preprocess, 20.8ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.d0b86c4451630207d1e734528936be56.jpg: 640x640 (no detections), 20.2ms Speed: 4.7ms preprocess, 20.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-052_jpg.rf.e535e15bbc681fd1bb3b98c64f65bdb4.jpg: 640x640 1 Pothole, 37.9ms Speed: 5.7ms preprocess, 37.9ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-054_jpg.rf.5b8f42e27d0da9e8d67d180cb51c9768.jpg: 640x640 1 Pothole, 44.4ms Speed: 9.1ms preprocess, 44.4ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-054_jpg.rf.727f93112d9293de80d6e8df2ccd611c.jpg: 640x640 1 Pothole, 33.2ms Speed: 6.7ms preprocess, 33.2ms inference, 6.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-054_jpg.rf.c79d6c8c89eb45e7478dea8718f9185a.jpg: 640x640 1 Pothole, 19.1ms Speed: 6.8ms preprocess, 19.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-054_jpg.rf.f4b39d808deec1fb5f2c97f999b5a1e7.jpg: 640x640 1 Pothole, 17.8ms Speed: 4.6ms preprocess, 17.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-055_jpg.rf.08409b5c5a2193269a38418eec373e7c.jpg: 640x640 1 Pothole, 29.7ms Speed: 7.8ms preprocess, 29.7ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-055_jpg.rf.25ca1598a69336c2d06909d4d32183be.jpg: 640x640 1 Pothole, 22.5ms Speed: 4.4ms preprocess, 22.5ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-055_jpg.rf.2ccd27f918cb480ccf75e450dc07f922.jpg: 640x640 5 Potholes, 20.5ms Speed: 3.7ms preprocess, 20.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-055_jpg.rf.2f2a44f2ea34e8e673765e5fda292ebc.jpg: 640x640 5 Potholes, 23.4ms Speed: 6.8ms preprocess, 23.4ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-055_jpg.rf.5c4f0f1bf0f7b67de995826d600e919b.jpg: 640x640 6 Potholes, 24.5ms Speed: 5.1ms preprocess, 24.5ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-055_jpg.rf.a59254cda4a91dbc4a7ce99083ddd398.jpg: 640x640 5 Potholes, 26.3ms Speed: 5.6ms preprocess, 26.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-055_jpg.rf.a95c3734dc49b31957c7b92ab092641a.jpg: 640x640 6 Potholes, 20.7ms Speed: 4.3ms preprocess, 20.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-055_jpg.rf.ebd91a889a4fb8919c2e9751287ed7cc.jpg: 640x640 1 Pothole, 18.5ms Speed: 3.7ms preprocess, 18.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-056_jpg.rf.2170971e07e8911cccc5551430ca3f20.jpg: 640x640 2 Potholes, 28.8ms Speed: 5.7ms preprocess, 28.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-056_jpg.rf.26a8618e20b66c8f8390ade6b7813869.jpg: 640x640 1 Pothole, 18.6ms Speed: 5.1ms preprocess, 18.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-056_jpg.rf.3ede18c2f32f1d74220b9c9daaad08ad.jpg: 640x640 2 Potholes, 18.5ms Speed: 4.2ms preprocess, 18.5ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-056_jpg.rf.64f112ce0bc7bf287814d88a2dfa53e0.jpg: 640x640 1 Pothole, 20.3ms Speed: 5.8ms preprocess, 20.3ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-056_jpg.rf.6ebb87d900019f2f9a4e962cd1d74479.jpg: 640x640 2 Potholes, 18.6ms Speed: 5.5ms preprocess, 18.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-056_jpg.rf.9ab3e19dd423e427cfd6779c778acc68.jpg: 640x640 1 Pothole, 25.5ms Speed: 5.0ms preprocess, 25.5ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-057_jpg.rf.0ea6918eaf11371b09df7a926961f92a.jpg: 640x640 1 Pothole, 19.2ms Speed: 7.3ms preprocess, 19.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-057_jpg.rf.3272591ecb53ab040459e681c574f88a.jpg: 640x640 4 Potholes, 18.8ms Speed: 3.1ms preprocess, 18.8ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-057_jpg.rf.3fabede4b5f9dcfe29adf2e46bee1d0d.jpg: 640x640 2 Potholes, 19.0ms Speed: 5.3ms preprocess, 19.0ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-057_jpg.rf.7d96215f86e6283c00be45ab1d327ad1.jpg: 640x640 2 Potholes, 19.2ms Speed: 5.5ms preprocess, 19.2ms inference, 7.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-057_jpg.rf.efd79a5eecf21563e63969aee4d2800b.jpg: 640x640 3 Potholes, 19.0ms Speed: 4.1ms preprocess, 19.0ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-057_jpg.rf.f2538b7c9731d510fec7b9758900f66e.jpg: 640x640 1 Pothole, 18.9ms Speed: 4.1ms preprocess, 18.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-058_jpg.rf.84ab631ed1a91ecebe4777ca5e57d47e.jpg: 640x640 1 Pothole, 20.0ms Speed: 7.1ms preprocess, 20.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-058_jpg.rf.d1a752df578cd7d5c81fef5c1a78f10c.jpg: 640x640 1 Pothole, 21.7ms Speed: 4.1ms preprocess, 21.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.169768fdfbf67eebbd57e0c64d873fb6.jpg: 640x640 4 Potholes, 19.1ms Speed: 5.9ms preprocess, 19.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.4cd9c50461a6bbbb404ed97b2fa7ae3a.jpg: 640x640 1 Pothole, 19.2ms Speed: 4.1ms preprocess, 19.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.6ee68a438e0b2c77354263c6ee5e52c8.jpg: 640x640 4 Potholes, 19.2ms Speed: 4.9ms preprocess, 19.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.99722436a4d13bb9ef3cb20617c155e1.jpg: 640x640 4 Potholes, 24.3ms Speed: 5.4ms preprocess, 24.3ms inference, 8.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.b66c42e8152d209d00604081f95603a1.jpg: 640x640 (no detections), 19.6ms Speed: 5.7ms preprocess, 19.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.bbf448455b44dce5c7078efbcf4183ad.jpg: 640x640 4 Potholes, 19.1ms Speed: 6.0ms preprocess, 19.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.ceccff798622b0c4d543e242a16e9c9c.jpg: 640x640 4 Potholes, 21.0ms Speed: 5.0ms preprocess, 21.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.d76a6e1061ec29b4ea88f179df08bef7.jpg: 640x640 4 Potholes, 19.3ms Speed: 4.3ms preprocess, 19.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-059_jpg.rf.ded1866b37ae95096fc1ef9f06fc2b5d.jpg: 640x640 4 Potholes, 25.7ms Speed: 5.0ms preprocess, 25.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-061_jpg.rf.a8f3546782e335608ba436e966739418.jpg: 640x640 1 Pothole, 21.7ms Speed: 3.9ms preprocess, 21.7ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-062_jpg.rf.7c03ed4fbab86b8971349951e76374d5.jpg: 640x640 3 Potholes, 19.2ms Speed: 4.2ms preprocess, 19.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-063_jpg.rf.32524cf059f19fc77ea944e5381c6a6b.jpg: 640x640 1 Pothole, 20.2ms Speed: 5.7ms preprocess, 20.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-063_jpg.rf.645b5b408b7aa190881f2ed9dbab993f.jpg: 640x640 2 Potholes, 19.5ms Speed: 3.9ms preprocess, 19.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-064_jpg.rf.1078e91eb5ca4d1512f9d4c77d3cdf38.jpg: 640x640 4 Potholes, 19.5ms Speed: 3.4ms preprocess, 19.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-064_jpg.rf.1e619026c88e047b750d113025f1d7cc.jpg: 640x640 1 Pothole, 19.7ms Speed: 6.8ms preprocess, 19.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-064_jpg.rf.32b8fec0040a1b60fd9d37bbf63ece5d.jpg: 640x640 2 Potholes, 20.0ms Speed: 5.4ms preprocess, 20.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-064_jpg.rf.36d01f0c676c593d07ea028b9c171d52.jpg: 640x640 1 Pothole, 70.2ms Speed: 18.7ms preprocess, 70.2ms inference, 10.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-064_jpg.rf.4ee9f9f59e573d5340d95550705115e5.jpg: 640x640 1 Pothole, 41.4ms Speed: 8.7ms preprocess, 41.4ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-064_jpg.rf.687ba5bfb452edf29a15d98828fcfecf.jpg: 640x640 1 Pothole, 38.3ms Speed: 6.8ms preprocess, 38.3ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-064_jpg.rf.8098666a9cb48d5e91fd08ba1f484387.jpg: 640x640 (no detections), 29.5ms Speed: 8.1ms preprocess, 29.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-064_jpg.rf.f65975c6e10713476319d7f075c622bd.jpg: 640x640 2 Potholes, 51.7ms Speed: 5.7ms preprocess, 51.7ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-066_jpg.rf.138bd0388d01ad33ab5470845e0ed2fe.jpg: 640x640 2 Potholes, 31.4ms Speed: 6.9ms preprocess, 31.4ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-066_jpg.rf.64d5188802729c3e1c9496e30a98bb7c.jpg: 640x640 1 Pothole, 32.9ms Speed: 6.5ms preprocess, 32.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-066_jpg.rf.8175991946f8f15428c51111ae8f074c.jpg: 640x640 1 Pothole, 26.2ms Speed: 5.5ms preprocess, 26.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-066_jpg.rf.c654d8fa020d790ebde877b48a871f08.jpg: 640x640 2 Potholes, 29.6ms Speed: 6.5ms preprocess, 29.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-066_jpg.rf.cd43d93d9257f985a8266dba6152e1fa.jpg: 640x640 1 Pothole, 22.8ms Speed: 14.5ms preprocess, 22.8ms inference, 7.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-066_jpg.rf.f1af9d6d4f262feacf18468017da6bdd.jpg: 640x640 3 Potholes, 26.5ms Speed: 4.4ms preprocess, 26.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-066_jpg.rf.f82e015d815a835c4fba39d799a7b712.jpg: 640x640 1 Pothole, 62.0ms Speed: 7.0ms preprocess, 62.0ms inference, 11.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-066_jpg.rf.fc3231efa3bc5aae4489465ea94f3c45.jpg: 640x640 2 Potholes, 62.8ms Speed: 16.5ms preprocess, 62.8ms inference, 7.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-067_jpg.rf.2a95dadb548e14fd4f7a9195b97a0b86.jpg: 640x640 1 Pothole, 50.0ms Speed: 6.3ms preprocess, 50.0ms inference, 7.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-067_jpg.rf.36cacc2c3283b39be299c76f1ff5f785.jpg: 640x640 3 Potholes, 40.7ms Speed: 25.9ms preprocess, 40.7ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-067_jpg.rf.37bb89da820db5264f54947643e52225.jpg: 640x640 1 Pothole, 22.3ms Speed: 4.8ms preprocess, 22.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-067_jpg.rf.6f9ea8656ec2f96a7873dea4b71ef2e1.jpg: 640x640 (no detections), 19.3ms Speed: 5.5ms preprocess, 19.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-067_jpg.rf.72960461d170c62e6b2c893e983c640c.jpg: 640x640 2 Potholes, 27.4ms Speed: 6.9ms preprocess, 27.4ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-067_jpg.rf.818872909889c50b4bc0ad90341f9b71.jpg: 640x640 (no detections), 24.6ms Speed: 5.1ms preprocess, 24.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-067_jpg.rf.c81fe3cdcdcf411e1ea3389357397ead.jpg: 640x640 2 Potholes, 110.7ms Speed: 6.1ms preprocess, 110.7ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-067_jpg.rf.fcb74023135da3d2bed01383f9daab61.jpg: 640x640 3 Potholes, 22.8ms Speed: 5.6ms preprocess, 22.8ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-068_jpg.rf.014d4fe3c6fc97dfeb77c59c9dede907.jpg: 640x640 1 Pothole, 27.0ms Speed: 6.6ms preprocess, 27.0ms inference, 12.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-068_jpg.rf.902308b61dbf00ba0b1bfc189d3ee046.jpg: 640x640 1 Pothole, 27.1ms Speed: 5.7ms preprocess, 27.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-068_jpg.rf.9f5eafe777eadb93c98fa027cc896200.jpg: 640x640 1 Pothole, 22.7ms Speed: 4.7ms preprocess, 22.7ms inference, 7.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-068_jpg.rf.a172c18d8c3e50409ed4f4ecfc04b577.jpg: 640x640 1 Pothole, 22.9ms Speed: 5.0ms preprocess, 22.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-068_jpg.rf.c0314611f4809a1b430ed99487eeca20.jpg: 640x640 1 Pothole, 23.4ms Speed: 5.7ms preprocess, 23.4ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-068_jpg.rf.ea716eff548a12277657a949dc2cc662.jpg: 640x640 1 Pothole, 27.2ms Speed: 5.9ms preprocess, 27.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-069_jpg.rf.7dadb4715daaaa98aab2b3a650787747.jpg: 640x640 1 Pothole, 22.9ms Speed: 5.3ms preprocess, 22.9ms inference, 12.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-069_jpg.rf.9fcd23eea7927ba688afcc4006abb2a3.jpg: 640x640 1 Pothole, 23.3ms Speed: 4.8ms preprocess, 23.3ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-069_jpg.rf.bc22431b5dfc8ae29199bfb64b4bba40.jpg: 640x640 3 Potholes, 23.1ms Speed: 4.5ms preprocess, 23.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-070_jpg.rf.3752f5abce909e5397e1561339bf69b5.jpg: 640x640 1 Pothole, 23.1ms Speed: 4.2ms preprocess, 23.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-070_jpg.rf.84783d01fcd293cc4abbe557cdb82428.jpg: 640x640 1 Pothole, 23.3ms Speed: 4.7ms preprocess, 23.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-070_jpg.rf.90d558737b822b93e73763b675d96623.jpg: 640x640 1 Pothole, 23.4ms Speed: 4.1ms preprocess, 23.4ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-070_jpg.rf.c98d03cb69a60ba3b9e5ff308978d940.jpg: 640x640 1 Pothole, 22.9ms Speed: 3.5ms preprocess, 22.9ms inference, 6.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-070_jpg.rf.ce4ed2ac3e5154a801f3195708923c18.jpg: 640x640 1 Pothole, 22.9ms Speed: 4.0ms preprocess, 22.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-070_jpg.rf.cea688a482c962ac48bb8a3024cfd891.jpg: 640x640 1 Pothole, 21.8ms Speed: 4.4ms preprocess, 21.8ms inference, 11.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-070_jpg.rf.e6c86e9ca0bad90936bd2840ea91492e.jpg: 640x640 1 Pothole, 22.1ms Speed: 4.0ms preprocess, 22.1ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-070_jpg.rf.ebfb5237486944cc9ba9c8d9ec5d3c02.jpg: 640x640 1 Pothole, 21.9ms Speed: 4.9ms preprocess, 21.9ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.049e3eeb294c515f99269a1484af79bb.jpg: 640x640 1 Pothole, 22.7ms Speed: 4.7ms preprocess, 22.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.16b5da0d97fadd12419f2d89097acdfa.jpg: 640x640 1 Pothole, 20.4ms Speed: 4.1ms preprocess, 20.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.1c36db607d8c1b9aa7de4fa59ff5b050.jpg: 640x640 1 Pothole, 20.7ms Speed: 3.6ms preprocess, 20.7ms inference, 6.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.728d9789fc83cd2fc50705c35874eca0.jpg: 640x640 2 Potholes, 35.4ms Speed: 7.0ms preprocess, 35.4ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.74ac0082e728ba871f7a89a2ff3f8161.jpg: 640x640 1 Pothole, 38.5ms Speed: 4.7ms preprocess, 38.5ms inference, 15.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.771a82c27bef3297c9ee4c200dda84e1.jpg: 640x640 1 Pothole, 31.4ms Speed: 5.8ms preprocess, 31.4ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.88210475357585457c44a1b434208c59.jpg: 640x640 2 Potholes, 31.9ms Speed: 9.2ms preprocess, 31.9ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.89795fdb5540ff698079df8af8ec4d73.jpg: 640x640 2 Potholes, 25.1ms Speed: 9.4ms preprocess, 25.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.9ae8b8aa28a92f65e5cff6c41431efd9.jpg: 640x640 1 Pothole, 20.5ms Speed: 8.6ms preprocess, 20.5ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.9e09b2508f2329484c194336c3508630.jpg: 640x640 1 Pothole, 20.7ms Speed: 3.6ms preprocess, 20.7ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.d1b5660e37ef5e9d7cadfb255e64a429.jpg: 640x640 1 Pothole, 20.3ms Speed: 3.8ms preprocess, 20.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-072_jpg.rf.fd12217dc12d8d4cebf12d08b0d1da8c.jpg: 640x640 2 Potholes, 20.4ms Speed: 3.0ms preprocess, 20.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-073_jpg.rf.715760d70088c7d2bae3d10e33718ac6.jpg: 640x640 2 Potholes, 20.5ms Speed: 4.1ms preprocess, 20.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-073_jpg.rf.781249213d210a57bcb1842b83279532.jpg: 640x640 1 Pothole, 21.1ms Speed: 8.5ms preprocess, 21.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-073_jpg.rf.910d742231f4dbb886ab9a1dce4c0b6e.jpg: 640x640 1 Pothole, 22.1ms Speed: 7.0ms preprocess, 22.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-074_jpg.rf.3cd80b6f580d32d6216a49e427315226.jpg: 640x640 1 Pothole, 19.6ms Speed: 4.2ms preprocess, 19.6ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-074_jpg.rf.e762e8e6b8bc6497de4db005fae24cac.jpg: 640x640 1 Pothole, 26.1ms Speed: 4.8ms preprocess, 26.1ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-074_jpg.rf.faf857b65ce3030e828cda87bc112895.jpg: 640x640 1 Pothole, 23.2ms Speed: 4.2ms preprocess, 23.2ms inference, 8.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-075_jpg.rf.066bcde3c5d87f1113f7a2731904b847.jpg: 640x640 1 Pothole, 31.5ms Speed: 5.6ms preprocess, 31.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-075_jpg.rf.3d184300a896a630f49dec410d33e421.jpg: 640x640 1 Pothole, 19.5ms Speed: 3.0ms preprocess, 19.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-075_jpg.rf.4d3d737c09beb0bd6865e36f8c25aea2.jpg: 640x640 (no detections), 19.6ms Speed: 3.9ms preprocess, 19.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-075_jpg.rf.7b1662089d59cbaeace4bb30d5105a27.jpg: 640x640 1 Pothole, 19.7ms Speed: 3.0ms preprocess, 19.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-075_jpg.rf.9472acaba85c334786959b6acf5cf256.jpg: 640x640 1 Pothole, 19.6ms Speed: 6.0ms preprocess, 19.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-076_jpg.rf.2828714ba82037b3cf880f9d81ff833c.jpg: 640x640 2 Potholes, 19.4ms Speed: 3.9ms preprocess, 19.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-076_jpg.rf.778dd18ac6b5ed2d0c5bd01d2d64daf5.jpg: 640x640 2 Potholes, 19.8ms Speed: 3.3ms preprocess, 19.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-076_jpg.rf.79b62590ce65b2543f181088b6c5b9b1.jpg: 640x640 3 Potholes, 19.0ms Speed: 3.1ms preprocess, 19.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-076_jpg.rf.b22d828541fe59795802f001a76c48d9.jpg: 640x640 2 Potholes, 17.8ms Speed: 4.4ms preprocess, 17.8ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-076_jpg.rf.f8ee7c20eb70389c1d202573afc83d3a.jpg: 640x640 2 Potholes, 17.7ms Speed: 3.5ms preprocess, 17.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-077_jpg.rf.517c9b5f6f82163788e4a0746d9f6364.jpg: 640x640 2 Potholes, 18.0ms Speed: 5.9ms preprocess, 18.0ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-077_jpg.rf.b83b5c972017fc3f19b5667d4f9d8b79.jpg: 640x640 3 Potholes, 18.9ms Speed: 3.6ms preprocess, 18.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-077_jpg.rf.c99ee4b5a7ff5aa7f630a83bbe96e4ad.jpg: 640x640 2 Potholes, 18.1ms Speed: 3.7ms preprocess, 18.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-077_jpg.rf.d002c7e3f2089d8e42779958d5920948.jpg: 640x640 3 Potholes, 20.6ms Speed: 4.5ms preprocess, 20.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-077_jpg.rf.d7fe9b4a4c20cbba0733736135ec57f1.jpg: 640x640 3 Potholes, 18.7ms Speed: 3.6ms preprocess, 18.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-077_jpg.rf.f5d6d424490698c2954086128b5eb631.jpg: 640x640 2 Potholes, 19.4ms Speed: 5.4ms preprocess, 19.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-078_jpg.rf.89dc8b467bfa2807d480bc74b427e162.jpg: 640x640 (no detections), 21.4ms Speed: 6.6ms preprocess, 21.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-078_jpg.rf.8bded4e95f7e1c18d3cb7ffff910ab2a.jpg: 640x640 1 Pothole, 29.9ms Speed: 4.3ms preprocess, 29.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-078_jpg.rf.9c5805f40f94f84868e898d4ecf228bb.jpg: 640x640 (no detections), 17.5ms Speed: 3.2ms preprocess, 17.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-078_jpg.rf.b0721041567c7df8a9c4a7dafa3851c1.jpg: 640x640 1 Pothole, 17.6ms Speed: 3.0ms preprocess, 17.6ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-078_jpg.rf.b4167cd9632ce3a20ca641249ebe8b00.jpg: 640x640 1 Pothole, 21.6ms Speed: 10.5ms preprocess, 21.6ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-078_jpg.rf.dff38532bad7349e4a9631c9e6fa3c89.jpg: 640x640 1 Pothole, 23.1ms Speed: 3.3ms preprocess, 23.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-078_jpg.rf.ffee9c177bc83f73b5409a61dade592b.jpg: 640x640 (no detections), 23.3ms Speed: 6.3ms preprocess, 23.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.3b3e422bf47ad82a1761e7c7d6bdd8b8.jpg: 640x640 1 Pothole, 20.1ms Speed: 3.3ms preprocess, 20.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.4a33511ed99e257f5710dce5e186f8e8.jpg: 640x640 1 Pothole, 32.4ms Speed: 4.8ms preprocess, 32.4ms inference, 12.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.6e8083540ba7198cb985ffb8baadd8df.jpg: 640x640 1 Pothole, 31.6ms Speed: 6.0ms preprocess, 31.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.74acdb6328ce8718e4b919f55c69beba.jpg: 640x640 1 Pothole, 28.2ms Speed: 8.9ms preprocess, 28.2ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.7698d85aae85daec6ef0b353f570b192.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.5ms preprocess, 17.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.76f17e41feac891d9636f2cdd1e844fe.jpg: 640x640 1 Pothole, 22.5ms Speed: 6.0ms preprocess, 22.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.7c3e160e097508a46dead7c86e83fad0.jpg: 640x640 1 Pothole, 18.3ms Speed: 5.2ms preprocess, 18.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.c5158cb7022e311f3df7f161f108b28a.jpg: 640x640 1 Pothole, 20.6ms Speed: 4.5ms preprocess, 20.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.d3817f372f71fcaff80b5c7211ec1fee.jpg: 640x640 1 Pothole, 22.2ms Speed: 5.4ms preprocess, 22.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-079_jpg.rf.e8c58f345750d225cda4f42f1f23c5b8.jpg: 640x640 1 Pothole, 17.6ms Speed: 6.8ms preprocess, 17.6ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-080_jpg.rf.c0a8e088655ea88f07cd8d7715229451.jpg: 640x640 2 Potholes, 19.7ms Speed: 7.3ms preprocess, 19.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-082_jpg.rf.4ff9c66358be8abd892729a79243b8c4.jpg: 640x640 1 Pothole, 17.5ms Speed: 4.0ms preprocess, 17.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-082_jpg.rf.583e563fb5463ec1db07fa9c192ea4d2.jpg: 640x640 1 Pothole, 22.4ms Speed: 4.1ms preprocess, 22.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-082_jpg.rf.801234c4da14a6cea634dde53d0a3f28.jpg: 640x640 1 Pothole, 17.7ms Speed: 3.4ms preprocess, 17.7ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-082_jpg.rf.8b5fac831cf1d78b5b50ebda711e5ad6.jpg: 640x640 1 Pothole, 18.4ms Speed: 3.9ms preprocess, 18.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-082_jpg.rf.a926221caa1551d9276e7136a7f326ee.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.1ms preprocess, 17.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-082_jpg.rf.f837f682bc78d954916ab78bb7b5fd17.jpg: 640x640 1 Pothole, 18.9ms Speed: 5.6ms preprocess, 18.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.02a10e102174c6140934aa33ed8397c5.jpg: 640x640 1 Pothole, 17.3ms Speed: 3.5ms preprocess, 17.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.045560dfabb6a06cef186c92233e0cdd.jpg: 640x640 1 Pothole, 19.2ms Speed: 5.7ms preprocess, 19.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.18ff5d4177427550a71ad12d84f53578.jpg: 640x640 1 Pothole, 19.0ms Speed: 4.5ms preprocess, 19.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.3f5a01061678ef1cc24ed303db08eaf0.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.5ms preprocess, 17.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.84a519ef77b0a52b12449b5708d73d31.jpg: 640x640 1 Pothole, 17.7ms Speed: 5.8ms preprocess, 17.7ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.9ce82ec22f4161b952652c931ece34a3.jpg: 640x640 1 Pothole, 22.9ms Speed: 6.7ms preprocess, 22.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.9edb97ab3e0a95e89ddfa69e102e0388.jpg: 640x640 1 Pothole, 17.3ms Speed: 4.0ms preprocess, 17.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.d409b5a50c52b8dbff27c383574a52b1.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.4ms preprocess, 17.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.d4d6e00d89d77da4748159e116dfa71e.jpg: 640x640 1 Pothole, 17.3ms Speed: 3.9ms preprocess, 17.3ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-083_jpg.rf.dc2ef850f10dc63061468e9c3f944db1.jpg: 640x640 1 Pothole, 18.3ms Speed: 3.5ms preprocess, 18.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-084_jpg.rf.8f2f7702421fd7ce7d0310d8e12f25ab.jpg: 640x640 1 Pothole, 17.6ms Speed: 3.3ms preprocess, 17.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-084_jpg.rf.ba2592197151e7a8cb201b6b577c8577.jpg: 640x640 1 Pothole, 21.6ms Speed: 4.6ms preprocess, 21.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-084_jpg.rf.c43bd51863dc4d5765a83961f2721041.jpg: 640x640 2 Potholes, 17.2ms Speed: 3.9ms preprocess, 17.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-084_jpg.rf.c690f56ebaaa9581fab84c7a45d75507.jpg: 640x640 2 Potholes, 21.0ms Speed: 4.5ms preprocess, 21.0ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-084_jpg.rf.ec1a4de6c471392190a24539a82ffb91.jpg: 640x640 1 Pothole, 17.8ms Speed: 4.0ms preprocess, 17.8ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-085_jpg.rf.38030cbccb67fe9d052bd7b6ddd7eb13.jpg: 640x640 1 Pothole, 24.5ms Speed: 5.0ms preprocess, 24.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-085_jpg.rf.9c3cf25a5abfd62eab9c400608ffaf19.jpg: 640x640 1 Pothole, 17.2ms Speed: 4.2ms preprocess, 17.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-086_jpg.rf.014ef328e7626e004c1a4430856003c0.jpg: 640x640 (no detections), 17.2ms Speed: 5.0ms preprocess, 17.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-086_jpg.rf.103821d2a745ecea4106b0efe4dc46b8.jpg: 640x640 1 Pothole, 17.3ms Speed: 4.9ms preprocess, 17.3ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-086_jpg.rf.55b685670b386c097be0c04e24093fc1.jpg: 640x640 2 Potholes, 25.2ms Speed: 5.6ms preprocess, 25.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-086_jpg.rf.6ab52987ce4dfd68e70b296184779d9f.jpg: 640x640 2 Potholes, 17.1ms Speed: 4.3ms preprocess, 17.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-086_jpg.rf.82cb029f3235ff3448e0e898f8bf5c74.jpg: 640x640 (no detections), 17.1ms Speed: 6.2ms preprocess, 17.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-086_jpg.rf.8bade4d35dd2af40b4f1f41eda612033.jpg: 640x640 (no detections), 19.8ms Speed: 5.0ms preprocess, 19.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-086_jpg.rf.b00d8608d03542db53e0ffc38f9ae17d.jpg: 640x640 1 Pothole, 17.9ms Speed: 3.1ms preprocess, 17.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-086_jpg.rf.f3afd2c2fa8c73521d5c856c32d27581.jpg: 640x640 (no detections), 17.2ms Speed: 3.9ms preprocess, 17.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-087_jpg.rf.405bf8ab808a124a384e77e98c285fb4.jpg: 640x640 2 Potholes, 18.8ms Speed: 6.2ms preprocess, 18.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-087_jpg.rf.46d8f3ddb6ca586aa92cb3cb89d9f3ae.jpg: 640x640 18 Potholes, 17.1ms Speed: 3.0ms preprocess, 17.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-087_jpg.rf.4725ff9cedd8925b342e128e96812c6f.jpg: 640x640 14 Potholes, 17.1ms Speed: 4.8ms preprocess, 17.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-087_jpg.rf.511a65904d4bddb9fae2efb5c6f8580c.jpg: 640x640 14 Potholes, 16.9ms Speed: 2.9ms preprocess, 16.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-087_jpg.rf.ad281021a953affc37ce4b5c98e80eef.jpg: 640x640 10 Potholes, 16.9ms Speed: 3.5ms preprocess, 16.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-087_jpg.rf.dfa1c2523410513be4a374bf4907fba8.jpg: 640x640 2 Potholes, 17.2ms Speed: 3.7ms preprocess, 17.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-088_jpg.rf.388adceafe34cd1a3ff895fc6c1619d9.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.8ms preprocess, 17.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-088_jpg.rf.dd2d93539afb66efbb12330e078dfef0.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.8ms preprocess, 17.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.23137eb39b6eebb6671c4a51e4073881.jpg: 640x640 1 Pothole, 16.8ms Speed: 6.2ms preprocess, 16.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.49b9b0f7c7e3c5c4d8cffe1dc72895f4.jpg: 640x640 1 Pothole, 16.8ms Speed: 5.0ms preprocess, 16.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.5c1875091aff9eb94e90e0532e3c341c.jpg: 640x640 1 Pothole, 27.7ms Speed: 7.2ms preprocess, 27.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.8863af7a3c4029a341fc8b58c8ee5295.jpg: 640x640 1 Pothole, 23.2ms Speed: 10.2ms preprocess, 23.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.8bf713499506a30ee10848620703d073.jpg: 640x640 1 Pothole, 22.1ms Speed: 5.1ms preprocess, 22.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.9ba66498267ffc7d14eba3e32c97eec1.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.1ms preprocess, 16.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.9f5102e5e8dc071d640d2e0f0c9e8175.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.9ms preprocess, 16.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.b85587913c61b1b2875fbf466ba97670.jpg: 640x640 1 Pothole, 16.7ms Speed: 4.0ms preprocess, 16.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-089_jpg.rf.d127053645745bd4c76dee31e34908ff.jpg: 640x640 1 Pothole, 18.4ms Speed: 4.5ms preprocess, 18.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-093_jpg.rf.5436f834df3c4f727b569192ac388b4e.jpg: 640x640 2 Potholes, 16.7ms Speed: 3.7ms preprocess, 16.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-093_jpg.rf.7b744c17a888ad9592fc5e6398b466d9.jpg: 640x640 2 Potholes, 21.0ms Speed: 3.4ms preprocess, 21.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.0023e92ce89c576ff2f7c69f0090ca90.jpg: 640x640 1 Pothole, 19.0ms Speed: 6.5ms preprocess, 19.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.005176813f28d9eb0837d62db5ee5aea.jpg: 640x640 1 Pothole, 16.7ms Speed: 4.9ms preprocess, 16.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.089ce3bfeb2b58869465ea63d27f333e.jpg: 640x640 1 Pothole, 22.6ms Speed: 5.1ms preprocess, 22.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.1b22ecda2a1a4c7b6a98be49b053952d.jpg: 640x640 1 Pothole, 23.5ms Speed: 4.2ms preprocess, 23.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.334ebd488b574b4f4d00a64c45005ed6.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.3ms preprocess, 16.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.644a85c3a462327337ecaf235c103932.jpg: 640x640 1 Pothole, 18.0ms Speed: 4.6ms preprocess, 18.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.764e691deb5fe917ca40be89705bae80.jpg: 640x640 1 Pothole, 16.7ms Speed: 4.5ms preprocess, 16.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.7ded7f509f5241a19f18852d5a07a713.jpg: 640x640 1 Pothole, 16.5ms Speed: 2.7ms preprocess, 16.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.82dd302ac3722e981fb22c58e1b71878.jpg: 640x640 1 Pothole, 17.5ms Speed: 5.6ms preprocess, 17.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.878a88643afcec13603b09ca416c98bc.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.4ms preprocess, 16.6ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.8c5c590e8f68daf73c03b99458b32adb.jpg: 640x640 1 Pothole, 17.9ms Speed: 3.2ms preprocess, 17.9ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.ad967f135603c7f0f367fa741dddcaad.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.4ms preprocess, 16.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.ae91ad8afc41ff4826dbda8b0935af66.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.0ms preprocess, 16.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.c4c996424bb884e6961be0b94db57a94.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.2ms preprocess, 16.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.c880ac45f0a090f8a9773552e6a5e770.jpg: 640x640 1 Pothole, 23.1ms Speed: 3.5ms preprocess, 23.1ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-094_jpg.rf.cb134f886e88cc2ae1f338f2c86a71aa.jpg: 640x640 1 Pothole, 26.8ms Speed: 6.2ms preprocess, 26.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-096_jpg.rf.3bcca33e883ddd3a46d2acb79678bb57.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.7ms preprocess, 16.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-096_jpg.rf.ec8b3b77e7ba55a1222141d68d809e53.jpg: 640x640 2 Potholes, 16.8ms Speed: 5.6ms preprocess, 16.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-096_jpg.rf.fe4b1bde1fee74019210f128cce890d5.jpg: 640x640 (no detections), 22.3ms Speed: 7.7ms preprocess, 22.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-097_jpg.rf.864818b1023be81c5c6ec6695cf0be7c.jpg: 640x640 1 Pothole, 31.4ms Speed: 8.0ms preprocess, 31.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-097_jpg.rf.d76f59cdcb6c380ea783196d6d19bdcd.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.8ms preprocess, 15.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.08b352f376a9d2829e1d8b58b2b19692.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.3ms preprocess, 16.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.1d4028f734582e7b3ba0b5005c59e4ca.jpg: 640x640 1 Pothole, 17.7ms Speed: 3.1ms preprocess, 17.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.43fa2e3ded09685aa37557583cee4afb.jpg: 640x640 1 Pothole, 21.0ms Speed: 5.3ms preprocess, 21.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.441892d2ad31233dcce1c5beb59fd902.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.2ms preprocess, 16.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.478450260331bef180444be30c2ebd9d.jpg: 640x640 2 Potholes, 15.9ms Speed: 4.3ms preprocess, 15.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.4ef5db57e0443a80a3f4b1258c99ccb1.jpg: 640x640 2 Potholes, 15.9ms Speed: 2.8ms preprocess, 15.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.7782a722f34dda3d6e2ec5ed3fcb154a.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.6ms preprocess, 15.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.899a60e60e6c1b0b0611c33c13c36ca4.jpg: 640x640 1 Pothole, 22.4ms Speed: 9.9ms preprocess, 22.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.8a71ec06c4e87be78a720ad2d4a3c2de.jpg: 640x640 1 Pothole, 35.8ms Speed: 5.9ms preprocess, 35.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.a2bf6e48b94d3c20972f4044ed499a1f.jpg: 640x640 1 Pothole, 33.9ms Speed: 8.9ms preprocess, 33.9ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.e7297f6a159835ed44a36925dff504ad.jpg: 640x640 1 Pothole, 25.8ms Speed: 5.3ms preprocess, 25.8ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.ea64f57ce6af9fba96c728ac7289a4ae.jpg: 640x640 1 Pothole, 24.2ms Speed: 4.2ms preprocess, 24.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-098_jpg.rf.fd9050c5faa33cab38e1b15a2c28f58c.jpg: 640x640 1 Pothole, 20.5ms Speed: 5.1ms preprocess, 20.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-099_jpg.rf.20b3b7d0a752960daff3203f08c56ab1.jpg: 640x640 (no detections), 15.5ms Speed: 3.9ms preprocess, 15.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-099_jpg.rf.32d2acbb1b8da50913c60dc9a068abba.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.0ms preprocess, 16.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-099_jpg.rf.5714c4a9a2a43c43acbb2e7ed4ec46c3.jpg: 640x640 (no detections), 18.0ms Speed: 2.7ms preprocess, 18.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-099_jpg.rf.a607c18d3dd70c69aeba4ac8834a2313.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.7ms preprocess, 15.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-099_jpg.rf.b99999daf12902040acb6ef4babda0af.jpg: 640x640 (no detections), 17.8ms Speed: 4.9ms preprocess, 17.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-099_jpg.rf.c3e71b51cf725206037e4e295cfa4fb0.jpg: 640x640 (no detections), 23.2ms Speed: 7.7ms preprocess, 23.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-099_jpg.rf.cdd6ce3f0b1c263c380438df07790c21.jpg: 640x640 (no detections), 23.2ms Speed: 3.9ms preprocess, 23.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-099_jpg.rf.dfeba649a41d042217a72604d6d48f91.jpg: 640x640 (no detections), 24.9ms Speed: 5.4ms preprocess, 24.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-100_jpg.rf.20cf1d5fcb77665e4a62b5bcc2ddab1c.jpg: 640x640 1 Pothole, 22.4ms Speed: 5.3ms preprocess, 22.4ms inference, 12.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-100_jpg.rf.2628f385c67a60d38761588df4c15d05.jpg: 640x640 2 Potholes, 20.6ms Speed: 4.6ms preprocess, 20.6ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-100_jpg.rf.704204cea2910fd201fb293f6115ab0f.jpg: 640x640 (no detections), 18.2ms Speed: 4.4ms preprocess, 18.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-100_jpg.rf.dcb79b410911333767a2ab9703a1f20c.jpg: 640x640 (no detections), 30.1ms Speed: 5.7ms preprocess, 30.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-101_jpg.rf.2815fffea6f1fa853cb746145bcef929.jpg: 640x640 1 Pothole, 30.3ms Speed: 4.6ms preprocess, 30.3ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-101_jpg.rf.3b96c79bda86753927b2a4ee658d2f76.jpg: 640x640 1 Pothole, 29.9ms Speed: 6.3ms preprocess, 29.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-101_jpg.rf.54cb2b951b6429746932189cb78504c3.jpg: 640x640 1 Pothole, 23.5ms Speed: 5.5ms preprocess, 23.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-101_jpg.rf.7b753f0d58a1abb37756b20f9d5707ef.jpg: 640x640 1 Pothole, 23.6ms Speed: 5.3ms preprocess, 23.6ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-101_jpg.rf.7cf56d84a4d78a600851e7f2ed059237.jpg: 640x640 1 Pothole, 18.8ms Speed: 5.4ms preprocess, 18.8ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-101_jpg.rf.8e619e5b2b6697004a2f74e132a65c85.jpg: 640x640 (no detections), 17.9ms Speed: 4.4ms preprocess, 17.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-101_jpg.rf.e9ac7672211f7559bb7a5102c8bff2c1.jpg: 640x640 1 Pothole, 30.0ms Speed: 6.1ms preprocess, 30.0ms inference, 7.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.0500613c207f8ed1a1c40160bf922e54.jpg: 640x640 1 Pothole, 26.5ms Speed: 5.2ms preprocess, 26.5ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.19371592d0e069b7ae518e62312b46cd.jpg: 640x640 4 Potholes, 34.6ms Speed: 6.0ms preprocess, 34.6ms inference, 7.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.24bad1e77db9bc1007b7c2bc7c2b5252.jpg: 640x640 4 Potholes, 74.7ms Speed: 7.7ms preprocess, 74.7ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.3ad89aad5b22f54575cbd2b22ade42f9.jpg: 640x640 1 Pothole, 32.3ms Speed: 6.0ms preprocess, 32.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.8c0403175a14e0e94db5c8c5db53b594.jpg: 640x640 3 Potholes, 36.9ms Speed: 5.9ms preprocess, 36.9ms inference, 7.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.9a9d090b323e87f289fc0ce3ce37cbcf.jpg: 640x640 3 Potholes, 29.5ms Speed: 7.3ms preprocess, 29.5ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.a7216e5258ba1ba100dc8c696d6c0777.jpg: 640x640 3 Potholes, 23.9ms Speed: 6.8ms preprocess, 23.9ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.a9793387f9b0fc3944e395f8afe7243a.jpg: 640x640 1 Pothole, 15.8ms Speed: 6.0ms preprocess, 15.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.bb55f2237a0c9d398337b172c844d5bf.jpg: 640x640 4 Potholes, 15.9ms Speed: 3.6ms preprocess, 15.9ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.c244214165d5148e8556bb1f2987d881.jpg: 640x640 1 Pothole, 31.6ms Speed: 4.6ms preprocess, 31.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-103_jpg.rf.cea8a843c5ecdc10efda3928a8aad50a.jpg: 640x640 4 Potholes, 17.5ms Speed: 5.0ms preprocess, 17.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-104_jpg.rf.2c497ea47263621cd42ce9b606c66c6b.jpg: 640x640 1 Pothole, 18.8ms Speed: 3.6ms preprocess, 18.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-104_jpg.rf.71c665da0a6c4e2dde25d81b0ad3af23.jpg: 640x640 1 Pothole, 22.6ms Speed: 13.1ms preprocess, 22.6ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-105_jpg.rf.33645f86319c84a0a76467827a53b598.jpg: 640x640 1 Pothole, 24.0ms Speed: 6.0ms preprocess, 24.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-105_jpg.rf.369d9c2c16d2f3fb44500b5ed4136906.jpg: 640x640 1 Pothole, 20.4ms Speed: 4.1ms preprocess, 20.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-105_jpg.rf.4d8b1fb26e29ddd5b659fedc4ae0ea05.jpg: 640x640 1 Pothole, 43.0ms Speed: 5.6ms preprocess, 43.0ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-105_jpg.rf.979114c97213aef6f29688119eb99533.jpg: 640x640 1 Pothole, 28.1ms Speed: 10.7ms preprocess, 28.1ms inference, 7.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-105_jpg.rf.9a3609d421470cf0a4470e10b5f65ef3.jpg: 640x640 2 Potholes, 23.5ms Speed: 6.2ms preprocess, 23.5ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-105_jpg.rf.a9f2de77c56aa893c365831a64456a2f.jpg: 640x640 1 Pothole, 23.1ms Speed: 6.5ms preprocess, 23.1ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-105_jpg.rf.c7f1600b7e7667fde051e87c976346fe.jpg: 640x640 1 Pothole, 22.2ms Speed: 5.9ms preprocess, 22.2ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.0075c4736f2e4ebb42b0b3725e58fd2c.jpg: 640x640 2 Potholes, 24.2ms Speed: 6.4ms preprocess, 24.2ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.027d979d121ab49f864905b81608a6b3.jpg: 640x640 3 Potholes, 31.6ms Speed: 7.0ms preprocess, 31.6ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.15c19d2dfe6b03b376962f51f66488f0.jpg: 640x640 2 Potholes, 22.8ms Speed: 7.8ms preprocess, 22.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.2bb9d7470eb6e5928286e1cfdf33fb1c.jpg: 640x640 2 Potholes, 31.6ms Speed: 7.1ms preprocess, 31.6ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.36ebf3e222db309317860d88970b7e81.jpg: 640x640 3 Potholes, 40.1ms Speed: 8.7ms preprocess, 40.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.5b34f1fef3661ff23369816c913232d2.jpg: 640x640 2 Potholes, 31.0ms Speed: 5.0ms preprocess, 31.0ms inference, 16.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.8a040249e10740c11cc38014342485ad.jpg: 640x640 3 Potholes, 23.0ms Speed: 4.8ms preprocess, 23.0ms inference, 7.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.bc5c2a315b61e98b313b1cfc8a25f9db.jpg: 640x640 2 Potholes, 30.4ms Speed: 6.1ms preprocess, 30.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.d2946f01e25885542d17b9e7e4d64607.jpg: 640x640 2 Potholes, 28.3ms Speed: 6.3ms preprocess, 28.3ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.edfed5302f27092bca68148955127915.jpg: 640x640 2 Potholes, 28.1ms Speed: 4.2ms preprocess, 28.1ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-106_jpg.rf.f834fd07a2b53e52f4f2e67128811ccd.jpg: 640x640 2 Potholes, 33.7ms Speed: 10.7ms preprocess, 33.7ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-107_jpg.rf.378a1821db4fd173ff1a62843d3bf699.jpg: 640x640 1 Pothole, 30.2ms Speed: 6.8ms preprocess, 30.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-107_jpg.rf.53b281233302eb8b78c7c14c50421c11.jpg: 640x640 1 Pothole, 23.7ms Speed: 4.9ms preprocess, 23.7ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-107_jpg.rf.b2598e3b30c02814c880cad85583708b.jpg: 640x640 1 Pothole, 21.3ms Speed: 4.4ms preprocess, 21.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-107_jpg.rf.ec5a40922df2d4ec65c94fc7e15d21a7.jpg: 640x640 1 Pothole, 20.8ms Speed: 5.3ms preprocess, 20.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-107_jpg.rf.f5258e868ec563ed1d6f7a86949a0234.jpg: 640x640 1 Pothole, 20.5ms Speed: 3.8ms preprocess, 20.5ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-108_jpg.rf.360062cd5baa94cef6bbcd9deb002959.jpg: 640x640 1 Pothole, 19.4ms Speed: 5.4ms preprocess, 19.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-108_jpg.rf.44e07a633dce255fb5efbda348fe1c44.jpg: 640x640 3 Potholes, 19.3ms Speed: 3.5ms preprocess, 19.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-108_jpg.rf.74217334741e0ed4bfc750600a2e10f0.jpg: 640x640 3 Potholes, 19.7ms Speed: 4.4ms preprocess, 19.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-108_jpg.rf.daf5ea6c8147cbdded34a313f1b4bd83.jpg: 640x640 1 Pothole, 18.4ms Speed: 3.6ms preprocess, 18.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.0117c6d2d7c12310fe66fc2c4465dd3e.jpg: 640x640 1 Pothole, 19.2ms Speed: 9.3ms preprocess, 19.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.2229fa6317ab29c66f810b8cecff2764.jpg: 640x640 1 Pothole, 18.4ms Speed: 3.1ms preprocess, 18.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.2ad31667a5736757041f08b7cdf75aff.jpg: 640x640 1 Pothole, 21.7ms Speed: 5.1ms preprocess, 21.7ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.52198a696cf4580610da415ffbbb168a.jpg: 640x640 1 Pothole, 18.4ms Speed: 4.1ms preprocess, 18.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.5d02954730dc32b67cbf704d3001117c.jpg: 640x640 1 Pothole, 25.9ms Speed: 4.1ms preprocess, 25.9ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.6b5510a7f23d94d65c9316f2a9cf5859.jpg: 640x640 1 Pothole, 24.4ms Speed: 5.4ms preprocess, 24.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.8d25eb2d960c7851badd18c221ace0fb.jpg: 640x640 1 Pothole, 20.1ms Speed: 5.4ms preprocess, 20.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.aa66cc9bf9ba6661a39e6b5290510095.jpg: 640x640 1 Pothole, 22.9ms Speed: 3.8ms preprocess, 22.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-109_jpg.rf.dc188c73eb2d445df9ca41e2f3e51d2a.jpg: 640x640 1 Pothole, 18.4ms Speed: 5.6ms preprocess, 18.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-111_jpg.rf.00269a7c64d05ffd8359f8d1e934bed6.jpg: 640x640 2 Potholes, 18.1ms Speed: 4.8ms preprocess, 18.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-111_jpg.rf.2782e4eab966ff77cbc6c2fdd9204f88.jpg: 640x640 2 Potholes, 18.2ms Speed: 3.0ms preprocess, 18.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-111_jpg.rf.5e5cb9feefa429146ce98d372cc27418.jpg: 640x640 3 Potholes, 18.2ms Speed: 3.6ms preprocess, 18.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-111_jpg.rf.8a1cf860ed71eb3e25f9a54a7148d55b.jpg: 640x640 2 Potholes, 18.2ms Speed: 4.3ms preprocess, 18.2ms inference, 6.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-111_jpg.rf.c93efca2459228c1be2f58b364eb2d54.jpg: 640x640 2 Potholes, 19.2ms Speed: 4.4ms preprocess, 19.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-111_jpg.rf.ef4938e5a9c7a3f02e80ae1515f16481.jpg: 640x640 2 Potholes, 18.4ms Speed: 6.8ms preprocess, 18.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-111_jpg.rf.f08ff0e390d934e4441e8345ae5b426a.jpg: 640x640 2 Potholes, 18.2ms Speed: 2.9ms preprocess, 18.2ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.28a77ad8e997b5debd39834787c23e23.jpg: 640x640 1 Pothole, 26.1ms Speed: 4.3ms preprocess, 26.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.31f3aa886d7448bcff398acddab2978b.jpg: 640x640 1 Pothole, 21.4ms Speed: 4.5ms preprocess, 21.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.69406c46613ecd31921066533ac1f3f6.jpg: 640x640 (no detections), 18.1ms Speed: 3.2ms preprocess, 18.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.7b7883b1052a127bdad87a3e74e455e9.jpg: 640x640 (no detections), 18.0ms Speed: 4.1ms preprocess, 18.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.7c0952788965bdf7e8f0c01eb9662403.jpg: 640x640 1 Pothole, 19.5ms Speed: 6.6ms preprocess, 19.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.91329fbdea142556064fc92e1cb9db01.jpg: 640x640 1 Pothole, 17.7ms Speed: 3.9ms preprocess, 17.7ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.9a8ff6e8880a5ecf803cb236e2bdf684.jpg: 640x640 1 Pothole, 17.5ms Speed: 2.7ms preprocess, 17.5ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.c78fb9f7628181469374724f1d187456.jpg: 640x640 1 Pothole, 18.8ms Speed: 6.6ms preprocess, 18.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.d0d6c24a2190dab3da42aae3d24e0a2b.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.1ms preprocess, 17.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.d665296485238518e80d45ab31f330f1.jpg: 640x640 1 Pothole, 18.2ms Speed: 4.6ms preprocess, 18.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.eb6cb86d8b794ea8df23ea089e9a67c0.jpg: 640x640 (no detections), 17.6ms Speed: 3.3ms preprocess, 17.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-113_jpg.rf.f0ac9aa3f19bf743039248e13fc6c777.jpg: 640x640 1 Pothole, 25.4ms Speed: 4.1ms preprocess, 25.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.37054961170d1fab609a379de0ecb74f.jpg: 640x640 2 Potholes, 20.6ms Speed: 3.5ms preprocess, 20.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.3d311b579968dd7fab9a64c8c8016177.jpg: 640x640 2 Potholes, 24.1ms Speed: 7.5ms preprocess, 24.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.5e36d75cd80f4eb231c1d258b2c2aa0c.jpg: 640x640 4 Potholes, 17.6ms Speed: 3.4ms preprocess, 17.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.85511ad35081ec07a88d625eca5135de.jpg: 640x640 (no detections), 23.5ms Speed: 4.6ms preprocess, 23.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.8779bc00f816bef891b1055daa19038f.jpg: 640x640 2 Potholes, 18.0ms Speed: 3.2ms preprocess, 18.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.a5c52cfc36125914ae4cf0cf75c0a06f.jpg: 640x640 4 Potholes, 17.6ms Speed: 3.7ms preprocess, 17.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.b2da70de54ea2927f1964891de9325e3.jpg: 640x640 (no detections), 17.6ms Speed: 4.1ms preprocess, 17.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.b5f1ec0c7fdd40d347b1c79b97e227e8.jpg: 640x640 2 Potholes, 17.7ms Speed: 4.9ms preprocess, 17.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.ce569dd6a89a8ebded9168dfac64d220.jpg: 640x640 2 Potholes, 21.2ms Speed: 4.1ms preprocess, 21.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-114_jpg.rf.d8e0ccccfe2296ca2480fb72dd8185af.jpg: 640x640 1 Pothole, 17.4ms Speed: 5.4ms preprocess, 17.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-115_jpg.rf.068bb8c93345c2e36338e388b2c63d33.jpg: 640x640 1 Pothole, 17.6ms Speed: 3.2ms preprocess, 17.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-115_jpg.rf.49bbe2d4203499b51ac5dbbdecb4ded2.jpg: 640x640 (no detections), 26.8ms Speed: 5.0ms preprocess, 26.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-115_jpg.rf.4e8199beec5c3e0de4c5b201bfdb265b.jpg: 640x640 1 Pothole, 17.3ms Speed: 2.9ms preprocess, 17.3ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-115_jpg.rf.8ff0338e7e13628dea85ddde27b689b4.jpg: 640x640 1 Pothole, 19.6ms Speed: 5.4ms preprocess, 19.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-115_jpg.rf.cc1ae117fdb7d66299ba8954e9c3486a.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.9ms preprocess, 17.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-115_jpg.rf.d2c684075ff1a1e3b8707c860b5f008f.jpg: 640x640 1 Pothole, 21.3ms Speed: 4.9ms preprocess, 21.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-115_jpg.rf.d5b9aafeaf723b0f78522842460dfef0.jpg: 640x640 1 Pothole, 20.0ms Speed: 3.6ms preprocess, 20.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-115_jpg.rf.d9c2bea7d41bdb9f5879e16ab1b9bc18.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.9ms preprocess, 16.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-116_jpg.rf.0249cf12b01cae6a0dd667d33d4bb354.jpg: 640x640 1 Pothole, 16.5ms Speed: 3.5ms preprocess, 16.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-116_jpg.rf.13920b97e0ed8a6723ce9c7187b66c71.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.6ms preprocess, 17.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-116_jpg.rf.b69f6b51fafd990c663ca82d5e2155cf.jpg: 640x640 1 Pothole, 20.8ms Speed: 7.0ms preprocess, 20.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-117_jpg.rf.099000143793a73ac39065c692158db6.jpg: 640x640 1 Pothole, 23.6ms Speed: 4.2ms preprocess, 23.6ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-117_jpg.rf.547eea5eee44bb9949f780d632415f7d.jpg: 640x640 1 Pothole, 29.3ms Speed: 7.1ms preprocess, 29.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-117_jpg.rf.72e436205b2c07a792d2c03732a4cc79.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.2ms preprocess, 16.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.003132826c825301f688e1af7d3eb5f2.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.2ms preprocess, 16.5ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.058eb9a0a230f715dd1ce13508ac1090.jpg: 640x640 1 Pothole, 17.0ms Speed: 5.5ms preprocess, 17.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.0752007ea5ce2dc21e31a8076151ed6f.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.1ms preprocess, 16.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.1b04cbb9fc91f77710f258b1aa3aa647.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.9ms preprocess, 16.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.43b166f368a3ac3c6ebf9e683de94736.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.7ms preprocess, 16.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.59219bf45fc43f977c546d9d48e25d5e.jpg: 640x640 1 Pothole, 20.8ms Speed: 4.8ms preprocess, 20.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.5a083f45b281da02610c30d7d8e816ac.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.0ms preprocess, 16.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.677637ecb77406e4e7f59644dfbc1792.jpg: 640x640 1 Pothole, 16.9ms Speed: 4.4ms preprocess, 16.9ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.76dd61da749f8d4252b7f706d8ba4ef4.jpg: 640x640 1 Pothole, 25.8ms Speed: 6.1ms preprocess, 25.8ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.78bce4d1276bca5614cc250557977715.jpg: 640x640 1 Pothole, 19.7ms Speed: 4.6ms preprocess, 19.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.9252b06a455dfc8359724abc09f9a289.jpg: 640x640 1 Pothole, 20.4ms Speed: 5.2ms preprocess, 20.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.9c2ecc192c7bebd1a4197af73f01984b.jpg: 640x640 1 Pothole, 19.6ms Speed: 7.5ms preprocess, 19.6ms inference, 16.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.b875ae35db4f967396e7734cb4893a59.jpg: 640x640 1 Pothole, 20.5ms Speed: 4.3ms preprocess, 20.5ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.b951d939e3b8df5800a5834503bbb453.jpg: 640x640 1 Pothole, 16.4ms Speed: 5.3ms preprocess, 16.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.bccd69d86e78250d0435b2218fa6840c.jpg: 640x640 1 Pothole, 16.9ms Speed: 5.5ms preprocess, 16.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-119_jpg.rf.c5099a1503babcd88cc9bb2e95fb8ef3.jpg: 640x640 1 Pothole, 16.9ms Speed: 5.4ms preprocess, 16.9ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-120_jpg.rf.2a6f2124110bf494c115425e78f5b445.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.5ms preprocess, 16.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-120_jpg.rf.7a8da0ec4bb059f31c7e12c245beb7d2.jpg: 640x640 1 Pothole, 16.5ms Speed: 3.6ms preprocess, 16.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-120_jpg.rf.d5e02d88aee04a3993556852406061e6.jpg: 640x640 (no detections), 18.9ms Speed: 5.5ms preprocess, 18.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-120_jpg.rf.f38e400ac5ecda1a9169e17c03944850.jpg: 640x640 1 Pothole, 16.6ms Speed: 2.9ms preprocess, 16.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-120_jpg.rf.f9acd96ff7ad906b6074e9db9b17da5e.jpg: 640x640 1 Pothole, 21.3ms Speed: 5.5ms preprocess, 21.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-120_jpg.rf.fa432cb530995acae7d4b0d8ebffc496.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.2ms preprocess, 17.2ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-121_jpg.rf.7e6afcdf6318ac904a02b91990a88c11.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.0ms preprocess, 15.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-121_jpg.rf.a2e3b21d17ba88e5680b2509a0d46cbb.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.8ms preprocess, 16.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-121_jpg.rf.d0d77d459c375a371a14bd9791d1e58d.jpg: 640x640 1 Pothole, 21.0ms Speed: 4.6ms preprocess, 21.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-122_jpg.rf.0c477b5bd88ee4ea189015387ca969a2.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.8ms preprocess, 15.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-122_jpg.rf.12da631d48040ffd0da23804db1f4798.jpg: 640x640 1 Pothole, 16.1ms Speed: 4.8ms preprocess, 16.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-122_jpg.rf.14c0ec4154a4836e1c8acaa228965d9b.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.5ms preprocess, 16.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-122_jpg.rf.42c19969ecc0d59359676e993c215f9e.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.6ms preprocess, 16.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-122_jpg.rf.68fc3278fa0a6be9ab4a2259a0b3d43a.jpg: 640x640 1 Pothole, 16.5ms Speed: 7.8ms preprocess, 16.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-122_jpg.rf.f6c5d67a7a68c805ed4b490278fe1dd4.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.6ms preprocess, 15.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-122_jpg.rf.fbeeeb594f403929b9f5e77ed867cd49.jpg: 640x640 2 Potholes, 15.7ms Speed: 3.6ms preprocess, 15.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-123_jpg.rf.22dc6a15daab35955eefe3dfe2d409fc.jpg: 640x640 1 Pothole, 17.4ms Speed: 5.3ms preprocess, 17.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-123_jpg.rf.5cf6ce9dda1c363381b9f620339000dd.jpg: 640x640 1 Pothole, 20.0ms Speed: 4.2ms preprocess, 20.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-123_jpg.rf.990a78eda121ca3c0caeab5b0b1d0f95.jpg: 640x640 (no detections), 20.8ms Speed: 4.3ms preprocess, 20.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-123_jpg.rf.acd569785f0ffa52e5ba5650c62700d1.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.6ms preprocess, 15.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-123_jpg.rf.b2161488faf3749b78731c73439166f0.jpg: 640x640 1 Pothole, 27.0ms Speed: 10.9ms preprocess, 27.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-123_jpg.rf.cf69e2bcb1142d25680ef8952de4b7c0.jpg: 640x640 2 Potholes, 19.4ms Speed: 5.6ms preprocess, 19.4ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-124_jpg.rf.186d31f89f0096071240419e8ac1c596.jpg: 640x640 5 Potholes, 21.8ms Speed: 5.4ms preprocess, 21.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-124_jpg.rf.5749621cea306f9c9abb21360ff62955.jpg: 640x640 4 Potholes, 16.3ms Speed: 5.1ms preprocess, 16.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-124_jpg.rf.7c6effa416058cfb7689ffc0b9feb6f4.jpg: 640x640 5 Potholes, 16.0ms Speed: 4.3ms preprocess, 16.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-124_jpg.rf.7c934c9ac6dd97e6447297fe9c766d5b.jpg: 640x640 1 Pothole, 21.1ms Speed: 5.1ms preprocess, 21.1ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-124_jpg.rf.b22bfd34aee9bb94536cb5466f5fe175.jpg: 640x640 4 Potholes, 15.6ms Speed: 4.7ms preprocess, 15.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-124_jpg.rf.d44f939301613f53cbef3fd7132d583a.jpg: 640x640 6 Potholes, 15.7ms Speed: 3.6ms preprocess, 15.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-124_jpg.rf.e5ad7a5d67d5c7e8098ac95b60f2a160.jpg: 640x640 4 Potholes, 15.7ms Speed: 3.4ms preprocess, 15.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-125_jpg.rf.0e03716c3d6544cf5593000dcbee68ea.jpg: 640x640 1 Pothole, 17.1ms Speed: 11.9ms preprocess, 17.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-125_jpg.rf.10bd1964a9366688cedc6707cc06313d.jpg: 640x640 4 Potholes, 15.9ms Speed: 5.1ms preprocess, 15.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-125_jpg.rf.551f7db88935b6c482266e7cc782339e.jpg: 640x640 6 Potholes, 15.9ms Speed: 4.3ms preprocess, 15.9ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-125_jpg.rf.9ca32e515a96e83d07bf7477f3e90eb7.jpg: 640x640 6 Potholes, 15.5ms Speed: 4.2ms preprocess, 15.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-125_jpg.rf.af4d16e881b77364d7f092d6d371351a.jpg: 640x640 6 Potholes, 16.2ms Speed: 4.9ms preprocess, 16.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-125_jpg.rf.d0e8539b250f92713b4fcf18051b1aa5.jpg: 640x640 6 Potholes, 15.7ms Speed: 2.2ms preprocess, 15.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-127_jpg.rf.06bf45166700998eb1d1a531a42004f1.jpg: 640x640 2 Potholes, 15.5ms Speed: 4.2ms preprocess, 15.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-127_jpg.rf.0aded68dd5f9a321e8b6200521510a10.jpg: 640x640 2 Potholes, 16.9ms Speed: 6.6ms preprocess, 16.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-127_jpg.rf.80f5feb62d6c8b63b9c96d0ff6af90f8.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.8ms preprocess, 16.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-127_jpg.rf.82e3670dc16d9116c3987491ec9a1c7c.jpg: 640x640 1 Pothole, 18.5ms Speed: 3.9ms preprocess, 18.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-130_jpg.rf.031dffe6b38709f9ff4b72cf18847e67.jpg: 640x640 2 Potholes, 17.9ms Speed: 5.9ms preprocess, 17.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-130_jpg.rf.335cfef6b3bc64e0514611978cbf17cc.jpg: 640x640 2 Potholes, 21.9ms Speed: 4.9ms preprocess, 21.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-130_jpg.rf.7fe295d8e4d6e5c36a1810086a57fd8d.jpg: 640x640 2 Potholes, 20.2ms Speed: 4.0ms preprocess, 20.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-130_jpg.rf.cafbf3af56bd7cbad8fe83bc6f338e7d.jpg: 640x640 2 Potholes, 20.1ms Speed: 6.6ms preprocess, 20.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-131_jpg.rf.2dc7878886264cae098ed580da582828.jpg: 640x640 1 Pothole, 18.8ms Speed: 3.9ms preprocess, 18.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-131_jpg.rf.3dbf7dece5be30f6f7e47d384d21042c.jpg: 640x640 1 Pothole, 21.6ms Speed: 4.3ms preprocess, 21.6ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-131_jpg.rf.60630291dabdd3df03c49db99d2a297a.jpg: 640x640 1 Pothole, 24.2ms Speed: 4.4ms preprocess, 24.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-134_jpg.rf.b8bbf8395eff9ba718eefdfd459b0e82.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.7ms preprocess, 15.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-136_jpg.rf.a9cf0f76239af9c64a9e16fcd82940ec.jpg: 640x640 3 Potholes, 15.8ms Speed: 4.1ms preprocess, 15.8ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-137_jpg.rf.612da5708476a16e974fdf8f73cb2698.jpg: 640x640 1 Pothole, 17.9ms Speed: 3.8ms preprocess, 17.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-137_jpg.rf.6ff0820b4241da8f1d7dabf4ad980330.jpg: 640x640 2 Potholes, 18.5ms Speed: 6.3ms preprocess, 18.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-137_jpg.rf.8eadbb01039e24c2c5981c1d97937fed.jpg: 640x640 2 Potholes, 15.7ms Speed: 3.9ms preprocess, 15.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-137_jpg.rf.a86b8b07386f985ae37b59d78e452489.jpg: 640x640 1 Pothole, 21.8ms Speed: 6.8ms preprocess, 21.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-137_jpg.rf.add80281a76866f4971bbaa721f52bc9.jpg: 640x640 1 Pothole, 18.7ms Speed: 5.9ms preprocess, 18.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-137_jpg.rf.ca14007a06349fdfe231212a059093ac.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.9ms preprocess, 15.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.008f333e8e41a399045cccbb7127a3bd.jpg: 640x640 1 Pothole, 21.3ms Speed: 4.7ms preprocess, 21.3ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.02241ad32eaa5aae39150268cd4a4c79.jpg: 640x640 1 Pothole, 31.5ms Speed: 5.0ms preprocess, 31.5ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.2ceaeaffdca7f34713818505a6091746.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.7ms preprocess, 16.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.41300ffa55b61dbac1d859a355a364de.jpg: 640x640 (no detections), 16.8ms Speed: 4.7ms preprocess, 16.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.4f51102b3e057e7ca731a48ceefcc107.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.2ms preprocess, 15.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.5d14f1ba06da0a05e96dabd991eb90fa.jpg: 640x640 2 Potholes, 18.5ms Speed: 4.7ms preprocess, 18.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.76f3e8f731f183d9cd4f3d52f461d556.jpg: 640x640 2 Potholes, 16.2ms Speed: 3.1ms preprocess, 16.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.8a8c097b86f7c71428f5ca22b2a37102.jpg: 640x640 2 Potholes, 18.5ms Speed: 8.4ms preprocess, 18.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.ab2eac5843631ef57ed0c0d4fe7b5cb2.jpg: 640x640 2 Potholes, 15.4ms Speed: 4.0ms preprocess, 15.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.b41f25960310f63a3b1dc359b62be694.jpg: 640x640 (no detections), 25.4ms Speed: 5.9ms preprocess, 25.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-140_jpg.rf.ba0749b310b9c577dcb3131fe97db40f.jpg: 640x640 2 Potholes, 15.9ms Speed: 4.1ms preprocess, 15.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-141_jpg.rf.0a6c78043e5cd52bb022fff8bd501c97.jpg: 640x640 1 Pothole, 21.1ms Speed: 5.9ms preprocess, 21.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-141_jpg.rf.6a04309d6fcef2fa6bd940618d790dd4.jpg: 640x640 1 Pothole, 22.0ms Speed: 6.5ms preprocess, 22.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-141_jpg.rf.a98b90010cf209fdaeb425984303bc05.jpg: 640x640 1 Pothole, 16.2ms Speed: 5.3ms preprocess, 16.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-141_jpg.rf.cf127579af1929867bfc4c7094dae9ab.jpg: 640x640 1 Pothole, 23.3ms Speed: 4.3ms preprocess, 23.3ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-141_jpg.rf.f3e609f0ee0ab57d9091206cce5ff85a.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.8ms preprocess, 17.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-142_jpg.rf.3d0a43634e814ca5dbefcbc70f9408bc.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.1ms preprocess, 15.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-142_jpg.rf.c293d321a09de55589393fa16365dfcb.jpg: 640x640 1 Pothole, 21.2ms Speed: 4.9ms preprocess, 21.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-142_jpg.rf.df9a52dc38408e9002b760afd079c155.jpg: 640x640 1 Pothole, 23.0ms Speed: 4.9ms preprocess, 23.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-146_jpg.rf.abfc49c3b07486e9a0b13fab2999bfc2.jpg: 640x640 3 Potholes, 15.5ms Speed: 4.0ms preprocess, 15.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.122b536ccfe6cfc01a0573770da08080.jpg: 640x640 1 Pothole, 31.1ms Speed: 9.2ms preprocess, 31.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.19b0dcb199424b4cb978acb5871045c9.jpg: 640x640 1 Pothole, 19.9ms Speed: 3.8ms preprocess, 19.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.1da735c28f41b1354926d732fee811f2.jpg: 640x640 1 Pothole, 16.9ms Speed: 5.0ms preprocess, 16.9ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.2f7ff5c00cba3cae2c981c3043054631.jpg: 640x640 1 Pothole, 24.9ms Speed: 3.8ms preprocess, 24.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.48cf44ff7e043616953d3abdd958a440.jpg: 640x640 1 Pothole, 16.2ms Speed: 4.4ms preprocess, 16.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.5d39d4948930fa7471255dd5ce20916b.jpg: 640x640 1 Pothole, 21.0ms Speed: 5.9ms preprocess, 21.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.652de4dc4c5bddef42e9ff13e891cc92.jpg: 640x640 1 Pothole, 18.6ms Speed: 2.9ms preprocess, 18.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.69b626d6c2d5250e3cdba25433455225.jpg: 640x640 2 Potholes, 16.4ms Speed: 3.7ms preprocess, 16.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.83f37a3b3b6fb225fd59dbe40d81cba5.jpg: 640x640 1 Pothole, 17.8ms Speed: 4.8ms preprocess, 17.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.96fddf68412cbc47dba957d423340d4d.jpg: 640x640 1 Pothole, 20.3ms Speed: 8.4ms preprocess, 20.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.bf5446d3cab0c38b8be2ea1b43e4a0d2.jpg: 640x640 1 Pothole, 17.2ms Speed: 4.3ms preprocess, 17.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.c5d464726f3b07325fa78260d2822fc4.jpg: 640x640 1 Pothole, 17.0ms Speed: 5.0ms preprocess, 17.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.c8237ae1e012929d0ec2da0030837b5c.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.4ms preprocess, 16.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.f591b9cb45b4a7e8f36fb84fef61574c.jpg: 640x640 1 Pothole, 28.6ms Speed: 2.9ms preprocess, 28.6ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.f69d581fbe0948005fba86e0a22888bc.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.3ms preprocess, 16.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-147_jpg.rf.ff03b2ad0cb457e6fcb2731c013d7381.jpg: 640x640 1 Pothole, 22.9ms Speed: 4.8ms preprocess, 22.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-148_jpg.rf.1497aab12878ff2e1a03b470da6aa003.jpg: 640x640 2 Potholes, 16.4ms Speed: 3.8ms preprocess, 16.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-148_jpg.rf.2d0db43b1d1935a928b16ea0e7b6d029.jpg: 640x640 3 Potholes, 21.9ms Speed: 9.0ms preprocess, 21.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-148_jpg.rf.ebe2a6e1c05d8c7089bfb73be48baf8b.jpg: 640x640 3 Potholes, 16.8ms Speed: 4.0ms preprocess, 16.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-148_jpg.rf.f3393ed786a810c6d555b9d97c236217.jpg: 640x640 3 Potholes, 18.5ms Speed: 6.8ms preprocess, 18.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.03801edb743a4579811eb4bd5cd402e4.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.2ms preprocess, 16.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.2949f2a2a59522b89c847c78222eef4e.jpg: 640x640 2 Potholes, 17.1ms Speed: 5.5ms preprocess, 17.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.4d49519dc3e89ccc794d26dfd8ee78b9.jpg: 640x640 1 Pothole, 26.1ms Speed: 8.5ms preprocess, 26.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.6468460ffaa983ec7b35e8110b555ecd.jpg: 640x640 2 Potholes, 26.9ms Speed: 5.5ms preprocess, 26.9ms inference, 6.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.6d6b4c64e34ee0c5259886cbee170ff2.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.7ms preprocess, 16.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.6eaae62a189e9ff99a7a8693b7acb90b.jpg: 640x640 2 Potholes, 16.7ms Speed: 4.0ms preprocess, 16.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.716016e78f01d1b343f05f3ec55e75d9.jpg: 640x640 1 Pothole, 28.5ms Speed: 4.5ms preprocess, 28.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.9ce0097119ec2c7d31daee76a7604506.jpg: 640x640 1 Pothole, 21.4ms Speed: 4.2ms preprocess, 21.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.9e856562dcd074230f78b409549f0b83.jpg: 640x640 2 Potholes, 19.0ms Speed: 8.6ms preprocess, 19.0ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.a9cc15113de2bdff799397a76fe05ffc.jpg: 640x640 2 Potholes, 16.7ms Speed: 3.3ms preprocess, 16.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.c800cbaa2e39b530837a9ae5ae8df891.jpg: 640x640 1 Pothole, 16.9ms Speed: 2.8ms preprocess, 16.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-149_jpg.rf.ef007dc6963e10b9eab34137e6eb2f8e.jpg: 640x640 2 Potholes, 16.9ms Speed: 4.9ms preprocess, 16.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-150_jpg.rf.11639218221d627ee0a8dfa4661f4e32.jpg: 640x640 (no detections), 17.2ms Speed: 2.4ms preprocess, 17.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-150_jpg.rf.4e3219291413b1a9a8d3a55c517e5479.jpg: 640x640 (no detections), 28.8ms Speed: 4.7ms preprocess, 28.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-150_jpg.rf.5c374c61c59dc8000beef331e84094a2.jpg: 640x640 (no detections), 40.8ms Speed: 15.9ms preprocess, 40.8ms inference, 7.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-150_jpg.rf.668aa30b6dc192dd83a8b932463be179.jpg: 640x640 1 Pothole, 26.8ms Speed: 5.5ms preprocess, 26.8ms inference, 11.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-150_jpg.rf.791cc7c9ab60ab3403c6bfa86a6c47ff.jpg: 640x640 (no detections), 33.0ms Speed: 4.6ms preprocess, 33.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-150_jpg.rf.93594dc1d8b0d381b85e07ed29ed83eb.jpg: 640x640 (no detections), 29.8ms Speed: 7.0ms preprocess, 29.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-150_jpg.rf.a7b4ab7c5ef5100dbc475a13769a82d1.jpg: 640x640 1 Pothole, 28.8ms Speed: 4.8ms preprocess, 28.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-150_jpg.rf.d6936f24624e2a935318a1e3dd646e6b.jpg: 640x640 1 Pothole, 26.8ms Speed: 4.7ms preprocess, 26.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-153_jpg.rf.294b3b83ea8f9e790ee239ce714b383a.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.5ms preprocess, 16.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-153_jpg.rf.4763505f45f75dd5bf93f2b47474052e.jpg: 640x640 1 Pothole, 17.3ms Speed: 6.0ms preprocess, 17.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-153_jpg.rf.a7409809e5efe119c8b73a12c1dfce68.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.0ms preprocess, 16.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-153_jpg.rf.dcc84138840a7efc26b0c2d73d0d3ed0.jpg: 640x640 1 Pothole, 19.7ms Speed: 6.3ms preprocess, 19.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.385a7823199675206c6fdaada5ebc86f.jpg: 640x640 1 Pothole, 25.0ms Speed: 6.6ms preprocess, 25.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.4490520b138c395cd2edb973991d5089.jpg: 640x640 1 Pothole, 23.4ms Speed: 3.2ms preprocess, 23.4ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.4c12e76036173d3e89e287d13c47db8f.jpg: 640x640 1 Pothole, 25.4ms Speed: 3.9ms preprocess, 25.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.5060ec76d4425aaef1a5810ef3183887.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.5ms preprocess, 16.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.69b949893aff87ce35857ff1d6900e97.jpg: 640x640 (no detections), 17.8ms Speed: 7.3ms preprocess, 17.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.8423ad0df8e846887225c8118b86f621.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.0ms preprocess, 16.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.9f63be586c636c1d67d3794cae927292.jpg: 640x640 1 Pothole, 19.9ms Speed: 4.4ms preprocess, 19.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.b150343c6461c2baa25b9cd4401a228d.jpg: 640x640 1 Pothole, 18.8ms Speed: 3.8ms preprocess, 18.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.b69de8dd6e848ffe53a9f82ba5c7b76b.jpg: 640x640 1 Pothole, 28.9ms Speed: 5.3ms preprocess, 28.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.cd5e501de19452518bdc68f776fdae0e.jpg: 640x640 1 Pothole, 21.3ms Speed: 5.2ms preprocess, 21.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-154_jpg.rf.dcc2836cbe9754c9dd2677b3e839f6af.jpg: 640x640 1 Pothole, 20.5ms Speed: 4.6ms preprocess, 20.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-155_jpg.rf.36b048e966888054ae91543ab100a4a5.jpg: 640x640 2 Potholes, 18.2ms Speed: 6.2ms preprocess, 18.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-155_jpg.rf.68235c5d5b35a53201bf2c2fa24886d7.jpg: 640x640 2 Potholes, 21.3ms Speed: 3.0ms preprocess, 21.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-155_jpg.rf.80f860fa2ba920fb3b823cff6f3acafa.jpg: 640x640 2 Potholes, 28.2ms Speed: 3.9ms preprocess, 28.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-157_jpg.rf.651249ebaae8eeb43e40c5792cf1cc95.jpg: 640x640 1 Pothole, 21.0ms Speed: 4.5ms preprocess, 21.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-157_jpg.rf.84704de74291dc77e60cbebd0fa691e0.jpg: 640x640 (no detections), 23.7ms Speed: 4.8ms preprocess, 23.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-157_jpg.rf.9565f23c29e3215c83d45aa3e9b54a33.jpg: 640x640 1 Pothole, 24.3ms Speed: 4.3ms preprocess, 24.3ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-157_jpg.rf.98dd92b7ec42a4fd335b82371bcb8076.jpg: 640x640 (no detections), 21.3ms Speed: 5.3ms preprocess, 21.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-157_jpg.rf.ce68ae675dbfb82eb82d307f8d2c426d.jpg: 640x640 1 Pothole, 16.8ms Speed: 5.4ms preprocess, 16.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-157_jpg.rf.edaf1990546144df86ae7d7b47a10b1a.jpg: 640x640 1 Pothole, 27.2ms Speed: 4.6ms preprocess, 27.2ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-158_jpg.rf.0100dd2ae22420091cf514db68115f8f.jpg: 640x640 (no detections), 15.9ms Speed: 3.8ms preprocess, 15.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-158_jpg.rf.39542149dac149e21571a8977d7a7781.jpg: 640x640 4 Potholes, 19.1ms Speed: 3.9ms preprocess, 19.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-158_jpg.rf.431ac413408ba0430ae5d51c71f1ba1d.jpg: 640x640 4 Potholes, 17.2ms Speed: 3.5ms preprocess, 17.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-158_jpg.rf.e995564ff34c093b6e0835cff560e7ad.jpg: 640x640 (no detections), 17.5ms Speed: 4.2ms preprocess, 17.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-159_jpg.rf.4620e408aec36c9826e26fdecc6f73c2.jpg: 640x640 2 Potholes, 22.0ms Speed: 5.0ms preprocess, 22.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-159_jpg.rf.48914650905fb289a2349153913b55c6.jpg: 640x640 3 Potholes, 19.2ms Speed: 4.7ms preprocess, 19.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-159_jpg.rf.66c71cb2929c6bf5de12e89f881e53ad.jpg: 640x640 (no detections), 16.6ms Speed: 7.8ms preprocess, 16.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-159_jpg.rf.881c23efbccbaba4ab87c6a6659d7c56.jpg: 640x640 3 Potholes, 21.4ms Speed: 4.8ms preprocess, 21.4ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-159_jpg.rf.b31eedd09db058373214ad61514339bd.jpg: 640x640 (no detections), 18.5ms Speed: 7.4ms preprocess, 18.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-160_jpg.rf.0a8a4c3b8dda890fb34af405a121d2cc.jpg: 640x640 2 Potholes, 20.2ms Speed: 5.7ms preprocess, 20.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-160_jpg.rf.4b6630fc5c169d02afe78164d8bfc23a.jpg: 640x640 1 Pothole, 17.0ms Speed: 3.9ms preprocess, 17.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-160_jpg.rf.8cc8ed6ac4892d3e4dff0f3ef9c59805.jpg: 640x640 2 Potholes, 15.8ms Speed: 3.2ms preprocess, 15.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-160_jpg.rf.ff8a22a2c6289e1077c9a4a06dc55e9f.jpg: 640x640 2 Potholes, 17.3ms Speed: 4.0ms preprocess, 17.3ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-161_jpg.rf.19d8bad95bdcb7d56082318ff942b761.jpg: 640x640 2 Potholes, 16.1ms Speed: 3.3ms preprocess, 16.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-161_jpg.rf.1ce5df8cf364e3db49375217f69ce8ae.jpg: 640x640 3 Potholes, 17.6ms Speed: 3.7ms preprocess, 17.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-161_jpg.rf.32d7935575a3c8fafe5bfbb5cdc6170a.jpg: 640x640 2 Potholes, 17.7ms Speed: 6.9ms preprocess, 17.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-161_jpg.rf.bc736b58bd8ec395e2cebbba4cc0d7ef.jpg: 640x640 2 Potholes, 17.7ms Speed: 4.0ms preprocess, 17.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-161_jpg.rf.f1eca328c15cf01768b2fd799d2d8c1f.jpg: 640x640 2 Potholes, 25.1ms Speed: 3.7ms preprocess, 25.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-161_jpg.rf.fbbd919f5fb14fd3510beb5cc9976b85.jpg: 640x640 (no detections), 20.6ms Speed: 3.9ms preprocess, 20.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-162_jpg.rf.60646eb0e246d992e30a6b17b5674319.jpg: 640x640 4 Potholes, 18.6ms Speed: 3.5ms preprocess, 18.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-162_jpg.rf.722fc381e7c53d2dbf2359e3e535157a.jpg: 640x640 4 Potholes, 17.9ms Speed: 4.0ms preprocess, 17.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-162_jpg.rf.a894de2d440268267749c0a66eb6f936.jpg: 640x640 3 Potholes, 23.4ms Speed: 4.9ms preprocess, 23.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-162_jpg.rf.acd11f1ead5a62d8d99882dac34f20ca.jpg: 640x640 5 Potholes, 17.3ms Speed: 4.6ms preprocess, 17.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-162_jpg.rf.c81a8d5c13f13ce14de3174278e559f7.jpg: 640x640 4 Potholes, 16.2ms Speed: 4.4ms preprocess, 16.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-162_jpg.rf.d2f1034388220d13595a6b9723d63df8.jpg: 640x640 5 Potholes, 15.7ms Speed: 3.1ms preprocess, 15.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-163_jpg.rf.673028d85058cb3459ae214e9b23d438.jpg: 640x640 2 Potholes, 24.7ms Speed: 2.9ms preprocess, 24.7ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-163_jpg.rf.ab131781d03d5aaf730f40a3d774a1fa.jpg: 640x640 2 Potholes, 15.8ms Speed: 4.1ms preprocess, 15.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-163_jpg.rf.e80c6670a1fbc60e60f9bf9adc670c67.jpg: 640x640 1 Pothole, 25.6ms Speed: 3.2ms preprocess, 25.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-163_jpg.rf.f0689dbe697ebf61e3a40d18cfb5be72.jpg: 640x640 2 Potholes, 16.1ms Speed: 4.0ms preprocess, 16.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.03d9cd29c8520b5d23632020c5b1a762.jpg: 640x640 2 Potholes, 15.6ms Speed: 9.4ms preprocess, 15.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.4aa6f86fc4a7068a676532bdba396d0c.jpg: 640x640 2 Potholes, 16.2ms Speed: 3.5ms preprocess, 16.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.4bbcd6dd4570cfdab4b08ae567936ad6.jpg: 640x640 1 Pothole, 20.7ms Speed: 6.4ms preprocess, 20.7ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.56f33652296661ced84159cc5dcac72e.jpg: 640x640 2 Potholes, 18.7ms Speed: 3.5ms preprocess, 18.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.7b65865e8492daceb15a9463dd7a7fcb.jpg: 640x640 2 Potholes, 24.6ms Speed: 4.8ms preprocess, 24.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.9471c66c010904ff51b8f2b5f6361d01.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.3ms preprocess, 15.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.95c67c4cb531bab72e0cd7faebd73532.jpg: 640x640 1 Pothole, 19.2ms Speed: 5.1ms preprocess, 19.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.9ab4849745bad268a3972290f068751a.jpg: 640x640 2 Potholes, 19.7ms Speed: 8.5ms preprocess, 19.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.ba18554eef5bd917874979f2943119db.jpg: 640x640 2 Potholes, 15.5ms Speed: 3.6ms preprocess, 15.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-164_jpg.rf.d5deee0c61f83d428f248b1d4a71bfa8.jpg: 640x640 1 Pothole, 23.1ms Speed: 7.7ms preprocess, 23.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.313631602fe5fead6f7f9603b701b34d.jpg: 640x640 2 Potholes, 15.5ms Speed: 2.8ms preprocess, 15.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.3667cd06ccaf08cc6d6927514be7bd01.jpg: 640x640 1 Pothole, 24.4ms Speed: 3.2ms preprocess, 24.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.4453da4afd3b951734fbae232527047a.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.8ms preprocess, 15.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.47e423629fc411cfd69be3a5c8283959.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.5ms preprocess, 17.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.4b4dda46b63235d1b155d2538bf80dad.jpg: 640x640 1 Pothole, 19.3ms Speed: 4.2ms preprocess, 19.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.5843ab71e9e1e1c73fde46c9e9744576.jpg: 640x640 2 Potholes, 19.0ms Speed: 3.5ms preprocess, 19.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.5eb9f583e885af274858848d7ff867c2.jpg: 640x640 1 Pothole, 19.1ms Speed: 3.9ms preprocess, 19.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.84b52559c408354ef3be0b36c3c3403b.jpg: 640x640 2 Potholes, 18.2ms Speed: 4.1ms preprocess, 18.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.a268ce0d9c9b2f443e2b72f55e79c39a.jpg: 640x640 1 Pothole, 23.8ms Speed: 4.8ms preprocess, 23.8ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.b80c7ff86f1f0bc42e42bc2f4dcb6327.jpg: 640x640 1 Pothole, 20.9ms Speed: 4.4ms preprocess, 20.9ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-165_jpg.rf.c76d7efb9fc665ffff49d56f6a51620d.jpg: 640x640 2 Potholes, 18.0ms Speed: 6.4ms preprocess, 18.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-166_jpg.rf.1ed0a96ba938a2436af7f62166cc260a.jpg: 640x640 1 Pothole, 21.0ms Speed: 5.3ms preprocess, 21.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-166_jpg.rf.408bb064462e1ce497f135698d2c4eb2.jpg: 640x640 1 Pothole, 34.6ms Speed: 6.9ms preprocess, 34.6ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-166_jpg.rf.7a5451fc3665e6b185168699663ce692.jpg: 640x640 2 Potholes, 18.5ms Speed: 4.9ms preprocess, 18.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-166_jpg.rf.a9af0ac9e7d242985830e2d1404b71fc.jpg: 640x640 1 Pothole, 15.5ms Speed: 7.0ms preprocess, 15.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-166_jpg.rf.be72a1622e49d4c62519d4a0b2d076af.jpg: 640x640 2 Potholes, 16.3ms Speed: 3.5ms preprocess, 16.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-166_jpg.rf.fdafa3b20db890e4f127dd84b3d91b60.jpg: 640x640 1 Pothole, 21.9ms Speed: 3.3ms preprocess, 21.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-169_jpg.rf.524ccb7b3f1b68b1b5e043853908c5c3.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.0ms preprocess, 15.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-169_jpg.rf.96a40f5a270bc57ff541e88685e04e9d.jpg: 640x640 2 Potholes, 21.2ms Speed: 3.9ms preprocess, 21.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-169_jpg.rf.b2a5c019ba6a4d41ec6d81bad5521b6c.jpg: 640x640 2 Potholes, 17.6ms Speed: 3.4ms preprocess, 17.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-169_jpg.rf.bb919521a18203c3d7e76136ff84c55f.jpg: 640x640 1 Pothole, 23.3ms Speed: 10.2ms preprocess, 23.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-169_jpg.rf.c13121ab52686c91533a42f4a10a7605.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.2ms preprocess, 15.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-171_jpg.rf.03995f7dd159558de2939ea6c133805e.jpg: 640x640 1 Pothole, 27.8ms Speed: 7.5ms preprocess, 27.8ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-171_jpg.rf.8430e3e58a0892b6ffe06d80587ecaf8.jpg: 640x640 1 Pothole, 26.9ms Speed: 6.7ms preprocess, 26.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-171_jpg.rf.85c7fd3923c842ce994c8741a8d58712.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.7ms preprocess, 15.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-171_jpg.rf.bb19e41253dfbcf7a1d8a50c883a6827.jpg: 640x640 1 Pothole, 19.6ms Speed: 5.5ms preprocess, 19.6ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-171_jpg.rf.eed9eaa18c7d9631e29cc2cfc6fc8a15.jpg: 640x640 1 Pothole, 20.8ms Speed: 5.1ms preprocess, 20.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-171_jpg.rf.f810453442378b414aa055b9c27d4040.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.0ms preprocess, 15.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-172_jpg.rf.1f509f85d5e491e1c3409349314006b8.jpg: 640x640 1 Pothole, 20.2ms Speed: 3.7ms preprocess, 20.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-172_jpg.rf.9c27c58fff203c6cfa965dd060bc696e.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.5ms preprocess, 15.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-172_jpg.rf.e3045671e93894d2cc091ae8d70fff06.jpg: 640x640 (no detections), 15.6ms Speed: 3.9ms preprocess, 15.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-173_jpg.rf.837efa561f64b5f3e7ffe889a28e4a1f.jpg: 640x640 2 Potholes, 15.8ms Speed: 4.5ms preprocess, 15.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-173_jpg.rf.8a364c5db8d2c770ab5b4980f5801681.jpg: 640x640 2 Potholes, 16.3ms Speed: 4.0ms preprocess, 16.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-173_jpg.rf.ba5a5999c12bd3aa8524c594ab0e1a5d.jpg: 640x640 2 Potholes, 19.6ms Speed: 6.0ms preprocess, 19.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-173_jpg.rf.c5b1ffe734928090b8de6affa1d12ca8.jpg: 640x640 2 Potholes, 15.9ms Speed: 5.2ms preprocess, 15.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-173_jpg.rf.e025b7173a682013bec547b304d1f8ac.jpg: 640x640 (no detections), 26.0ms Speed: 6.4ms preprocess, 26.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-174_jpg.rf.2fc68f8b7526365d7f1044af0cb62ef8.jpg: 640x640 1 Pothole, 19.5ms Speed: 4.4ms preprocess, 19.5ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-174_jpg.rf.43a8e2ceefd9532e429b3d72ad582505.jpg: 640x640 2 Potholes, 27.2ms Speed: 3.2ms preprocess, 27.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-174_jpg.rf.72ec74712c371b8f53ba9254f26a0bb3.jpg: 640x640 2 Potholes, 16.1ms Speed: 3.6ms preprocess, 16.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-174_jpg.rf.7f3ae053c4cd948115ca8cee784358a4.jpg: 640x640 2 Potholes, 21.3ms Speed: 3.5ms preprocess, 21.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-174_jpg.rf.ab757e4b58f27488487f19d66a0659dd.jpg: 640x640 2 Potholes, 25.1ms Speed: 3.4ms preprocess, 25.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-174_jpg.rf.ee21aaddff9a3850a476683d40d3efae.jpg: 640x640 2 Potholes, 15.5ms Speed: 3.0ms preprocess, 15.5ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-175_jpg.rf.05b22114f7a12fb9f226dd4f9c703d20.jpg: 640x640 2 Potholes, 15.6ms Speed: 3.1ms preprocess, 15.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-175_jpg.rf.19b93e802a701a60ae5bc376887732b7.jpg: 640x640 1 Pothole, 21.8ms Speed: 4.8ms preprocess, 21.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-175_jpg.rf.4c3fe2467b21df86713c74f3b906fd46.jpg: 640x640 3 Potholes, 16.6ms Speed: 3.6ms preprocess, 16.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-175_jpg.rf.a1dbfaecf9042ef373e699a3bd3a0a2e.jpg: 640x640 2 Potholes, 22.1ms Speed: 5.6ms preprocess, 22.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-175_jpg.rf.f2e7e9d05ca343971a6624ed27d2be69.jpg: 640x640 3 Potholes, 15.6ms Speed: 4.0ms preprocess, 15.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-175_jpg.rf.fe6ebe81feb8d46b60f4b35ee699bc00.jpg: 640x640 (no detections), 18.0ms Speed: 5.5ms preprocess, 18.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-176_jpg.rf.0d86eba749928647c6df85aa77a90657.jpg: 640x640 2 Potholes, 23.6ms Speed: 7.0ms preprocess, 23.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-176_jpg.rf.193441f159909b4d4e8b8c4d8ee9ceed.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.8ms preprocess, 15.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-176_jpg.rf.31c67e50781b4d970da74e8c4901f262.jpg: 640x640 2 Potholes, 15.5ms Speed: 4.2ms preprocess, 15.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-176_jpg.rf.a77c3fa49ad2d2d4ebfedf8693feea98.jpg: 640x640 2 Potholes, 17.9ms Speed: 5.5ms preprocess, 17.9ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-176_jpg.rf.b3e28de96734b48a402d90eb4228dd7e.jpg: 640x640 2 Potholes, 21.6ms Speed: 3.9ms preprocess, 21.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-176_jpg.rf.b8c9fedd003dc29daa7b61a9f7276d89.jpg: 640x640 2 Potholes, 17.0ms Speed: 5.2ms preprocess, 17.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-177_jpg.rf.052a19215545e92d84f8ae14b0de8e54.jpg: 640x640 6 Potholes, 21.4ms Speed: 4.7ms preprocess, 21.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-177_jpg.rf.142ebc0f8227bc451de6f7a93c0577f5.jpg: 640x640 5 Potholes, 18.0ms Speed: 9.3ms preprocess, 18.0ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-177_jpg.rf.720505ee153163743ee20c7c35dae5c3.jpg: 640x640 3 Potholes, 19.8ms Speed: 3.4ms preprocess, 19.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-177_jpg.rf.8469ea74bcb42a5fb1889dd6cc671174.jpg: 640x640 5 Potholes, 16.5ms Speed: 4.1ms preprocess, 16.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-177_jpg.rf.de7080243373519b7dffe19956fe3f13.jpg: 640x640 4 Potholes, 18.4ms Speed: 4.8ms preprocess, 18.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-177_jpg.rf.e2aa6bccbe8d7945f4ef281cc6bb216d.jpg: 640x640 5 Potholes, 21.2ms Speed: 3.0ms preprocess, 21.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-177_jpg.rf.e4356e6319fa926bf7031968798a8537.jpg: 640x640 2 Potholes, 16.6ms Speed: 3.9ms preprocess, 16.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-181_jpg.rf.103d9e6e8fc0a983028c8864a6dde908.jpg: 640x640 1 Pothole, 18.8ms Speed: 4.9ms preprocess, 18.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-181_jpg.rf.5b91fa2fab6f461b8d4609c08eeb60a0.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.3ms preprocess, 15.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-181_jpg.rf.631d06988df348be04715b213553ddb0.jpg: 640x640 2 Potholes, 15.7ms Speed: 3.5ms preprocess, 15.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-181_jpg.rf.6cccea695a3ec3bcdc84a0eb4976ed6c.jpg: 640x640 2 Potholes, 17.2ms Speed: 4.6ms preprocess, 17.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-181_jpg.rf.76e2af434b423ba938f4a74f6d1faa4d.jpg: 640x640 2 Potholes, 17.3ms Speed: 4.2ms preprocess, 17.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-181_jpg.rf.9d87991c3e4dc6edf13db4a624634878.jpg: 640x640 1 Pothole, 16.7ms Speed: 4.4ms preprocess, 16.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-181_jpg.rf.c3389ad31585066fba41138d6222e33e.jpg: 640x640 1 Pothole, 21.3ms Speed: 3.7ms preprocess, 21.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-182_jpg.rf.002fde3fedde9b7014b71fd33773e228.jpg: 640x640 (no detections), 25.9ms Speed: 4.9ms preprocess, 25.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-182_jpg.rf.09a71c81ab92978d7f2be2d653a6fbbb.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.4ms preprocess, 15.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-182_jpg.rf.11358690b315402fc290779e38099504.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.5ms preprocess, 16.8ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-182_jpg.rf.18ac73369b31e69534503ec90580a97c.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.8ms preprocess, 15.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-182_jpg.rf.593a0abba2fb12860ab5de4bd46e38a4.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.9ms preprocess, 15.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-182_jpg.rf.5f2860f4291900db1e6f8513bf326d97.jpg: 640x640 1 Pothole, 22.2ms Speed: 3.3ms preprocess, 22.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-182_jpg.rf.87c7ee31dee7d92775105bad85fc3777.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.4ms preprocess, 15.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-182_jpg.rf.ac9542ec794681e3fe31bfa5c61fa3a7.jpg: 640x640 1 Pothole, 16.0ms Speed: 7.4ms preprocess, 16.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-183_jpg.rf.0162761741e6fe2b9ebee89bf8b7300f.jpg: 640x640 2 Potholes, 17.0ms Speed: 3.3ms preprocess, 17.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-183_jpg.rf.2ee9eca740ec6f6040421f61399b6690.jpg: 640x640 2 Potholes, 19.5ms Speed: 4.1ms preprocess, 19.5ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-184_jpg.rf.0a0397103e7fa4e4cff7e7f8481e9682.jpg: 640x640 1 Pothole, 19.3ms Speed: 3.8ms preprocess, 19.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-184_jpg.rf.135e2a6d655d93232fa1b153d6726f4a.jpg: 640x640 1 Pothole, 27.1ms Speed: 7.2ms preprocess, 27.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-184_jpg.rf.55f9732461eea82f995dee8b177aab0c.jpg: 640x640 2 Potholes, 29.1ms Speed: 8.7ms preprocess, 29.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-184_jpg.rf.57973c84d0d07f6b64cfafda7461a0fa.jpg: 640x640 1 Pothole, 26.2ms Speed: 9.2ms preprocess, 26.2ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-184_jpg.rf.642f9719bfe604fec9ad46e604cbd81d.jpg: 640x640 1 Pothole, 18.4ms Speed: 3.8ms preprocess, 18.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-184_jpg.rf.e376fd1269e98a3379f023fd02bcca63.jpg: 640x640 1 Pothole, 18.7ms Speed: 3.0ms preprocess, 18.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.13764528e798af04afafb5ac2a4b5fb5.jpg: 640x640 1 Pothole, 41.0ms Speed: 5.4ms preprocess, 41.0ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.239cdcd09c4121c3163d7fd0041b5526.jpg: 640x640 1 Pothole, 16.4ms Speed: 4.2ms preprocess, 16.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.27e0e684821671650f533b6ceab5de07.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.7ms preprocess, 16.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.287f886bb8110b7d02653027a308c5ae.jpg: 640x640 1 Pothole, 18.5ms Speed: 10.3ms preprocess, 18.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.2ce2ca5fa9dfa38a0857baddb207ac1e.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.4ms preprocess, 16.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.63a33217471bbd87b22e1daccc00ee4e.jpg: 640x640 1 Pothole, 17.0ms Speed: 6.0ms preprocess, 17.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.6d12848c49c5a25bb6d931bd723245ff.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.3ms preprocess, 16.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.6d3a55c35955e76b0a4595717c239648.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.7ms preprocess, 16.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.8138f5da4139167cc19848663ae5be09.jpg: 640x640 1 Pothole, 18.8ms Speed: 5.5ms preprocess, 18.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.8a0d3f1adfb620bbd85551d2ef23d4e3.jpg: 640x640 1 Pothole, 17.0ms Speed: 2.7ms preprocess, 17.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.9af100c2c64d43d9bb392fec6bec4e9f.jpg: 640x640 1 Pothole, 23.2ms Speed: 4.4ms preprocess, 23.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.b4bf54748278e6ac029dccc03c13ac5e.jpg: 640x640 1 Pothole, 19.5ms Speed: 9.5ms preprocess, 19.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.bd765d3a2b8e8a1b40bd24b0bb60ddfb.jpg: 640x640 1 Pothole, 21.1ms Speed: 3.8ms preprocess, 21.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.ca4422cbc1253b237a70d8216b39f015.jpg: 640x640 1 Pothole, 17.3ms Speed: 3.9ms preprocess, 17.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.d4f6ddb4297eb19f8b260d1a8f7d7c87.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.8ms preprocess, 17.4ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-185_jpg.rf.f24b49574668d23b1f4b92d858302a63.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.2ms preprocess, 16.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.3949f61f0c43823c27c761a63a392a54.jpg: 640x640 2 Potholes, 16.6ms Speed: 3.4ms preprocess, 16.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.470c7d7e46c1573416be8b806e0e0cd7.jpg: 640x640 (no detections), 17.1ms Speed: 6.1ms preprocess, 17.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.65d791218a703049ddc2dde025c2d754.jpg: 640x640 2 Potholes, 16.8ms Speed: 3.0ms preprocess, 16.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.8071a6edf778c4a3aeb466cd769e2fd7.jpg: 640x640 2 Potholes, 25.1ms Speed: 4.4ms preprocess, 25.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.808407030a1a8bfe259b57b8ab0c1b06.jpg: 640x640 2 Potholes, 17.4ms Speed: 3.0ms preprocess, 17.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.a815b4d24b6751ff8f38fcc98ba7efa9.jpg: 640x640 2 Potholes, 20.2ms Speed: 3.7ms preprocess, 20.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.b0eff9b5a7ecf2bc97837fe11aa83a54.jpg: 640x640 2 Potholes, 15.9ms Speed: 3.1ms preprocess, 15.9ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.db775956202f98ef0f83ed35e1dcf75b.jpg: 640x640 1 Pothole, 23.9ms Speed: 3.5ms preprocess, 23.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.fb212328b824f68b21325a10be6d2833.jpg: 640x640 2 Potholes, 16.8ms Speed: 4.6ms preprocess, 16.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-186_jpg.rf.fc1c1045a74cb2a12c9c0c1b3d1a245a.jpg: 640x640 2 Potholes, 16.0ms Speed: 4.2ms preprocess, 16.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-187_jpg.rf.2b699051b62014a4832f96f26ccbe391.jpg: 640x640 3 Potholes, 20.4ms Speed: 3.8ms preprocess, 20.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-187_jpg.rf.41ff414d89bf08f72c0ddd01ac842f3a.jpg: 640x640 3 Potholes, 29.8ms Speed: 4.0ms preprocess, 29.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-187_jpg.rf.4d18d359a7de1b2d92c57ce3c7c9d0e0.jpg: 640x640 3 Potholes, 17.5ms Speed: 3.9ms preprocess, 17.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-187_jpg.rf.506b7af2eb7ad177ed398d34c621a790.jpg: 640x640 2 Potholes, 16.2ms Speed: 4.8ms preprocess, 16.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-187_jpg.rf.804a97725edaf72d7ce6db8e232df9ef.jpg: 640x640 3 Potholes, 19.5ms Speed: 4.3ms preprocess, 19.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-188_jpg.rf.dd270d36212bddb652770823b91e7755.jpg: 640x640 2 Potholes, 22.2ms Speed: 3.5ms preprocess, 22.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-189_jpg.rf.598c778b6b33317a9ba16387fda09885.jpg: 640x640 3 Potholes, 16.1ms Speed: 3.2ms preprocess, 16.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-189_jpg.rf.75a99e8f1a511a7908419909f91c6ed0.jpg: 640x640 3 Potholes, 22.5ms Speed: 6.3ms preprocess, 22.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-189_jpg.rf.97031be1709e4c8f781e58814916522a.jpg: 640x640 2 Potholes, 19.0ms Speed: 5.2ms preprocess, 19.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-189_jpg.rf.982e7e9bfc8f79a32e891aa4c2b170f3.jpg: 640x640 2 Potholes, 16.0ms Speed: 3.9ms preprocess, 16.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-189_jpg.rf.bbaa7f1352ad02e6bc95db73d35d1f8f.jpg: 640x640 2 Potholes, 16.1ms Speed: 4.5ms preprocess, 16.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-189_jpg.rf.d617ed5b833204d64526d06a27b05310.jpg: 640x640 2 Potholes, 31.1ms Speed: 4.0ms preprocess, 31.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-189_jpg.rf.dbf0e19331066875d6ff3b781a16d308.jpg: 640x640 1 Pothole, 23.4ms Speed: 3.6ms preprocess, 23.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-189_jpg.rf.fe7380c880febd0f8fec4291de74bf40.jpg: 640x640 2 Potholes, 16.1ms Speed: 4.5ms preprocess, 16.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.345dcaf49b85fa71ff4976ff71339433.jpg: 640x640 2 Potholes, 16.6ms Speed: 6.5ms preprocess, 16.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.3e8b1ab194d551bdfa28986d37a74a1a.jpg: 640x640 2 Potholes, 15.9ms Speed: 4.8ms preprocess, 15.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.5e427f6d43ff48e8b5c491a99deba980.jpg: 640x640 1 Pothole, 20.1ms Speed: 4.0ms preprocess, 20.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.692cb40aa66fc19663814620c2c8c13b.jpg: 640x640 2 Potholes, 20.7ms Speed: 5.0ms preprocess, 20.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.7ba9881d4e0b841131a0f60f6c1a2e2b.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.3ms preprocess, 15.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.9b022a3ce9f6a0d0e019cfe293976b92.jpg: 640x640 1 Pothole, 20.7ms Speed: 3.0ms preprocess, 20.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.9d9fe6486e6fdad54e804bc5fd061806.jpg: 640x640 2 Potholes, 15.9ms Speed: 2.9ms preprocess, 15.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.b1ae6e5a01e5eaac500da0af1c4a0bf2.jpg: 640x640 2 Potholes, 18.0ms Speed: 4.5ms preprocess, 18.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.f095e3595d620e3cefca39306c1331e1.jpg: 640x640 2 Potholes, 15.7ms Speed: 3.6ms preprocess, 15.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-192_jpg.rf.f720605960d650ac984ff4be9e71c116.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.1ms preprocess, 17.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.20631731684947ecce452c46a3d04e72.jpg: 640x640 3 Potholes, 15.7ms Speed: 4.6ms preprocess, 15.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.283faa273d1453f890efa90c675ea62f.jpg: 640x640 3 Potholes, 24.4ms Speed: 4.2ms preprocess, 24.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.4ac1a5236b5dab8914470ef7d3b550e9.jpg: 640x640 1 Pothole, 32.9ms Speed: 4.8ms preprocess, 32.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.5faa4d56afe7de16bb44388ccbc0efed.jpg: 640x640 1 Pothole, 22.7ms Speed: 7.3ms preprocess, 22.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.767fb6e841b77d2e82fff15c2b4ebaee.jpg: 640x640 3 Potholes, 15.6ms Speed: 3.8ms preprocess, 15.6ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.926c9a0d946abd98ac306389f3c964c2.jpg: 640x640 2 Potholes, 15.7ms Speed: 5.2ms preprocess, 15.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.cb965c7893c0b410690a63f38c6193da.jpg: 640x640 3 Potholes, 15.9ms Speed: 4.7ms preprocess, 15.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.cf67a97c96e01032ea768ec4a148cf79.jpg: 640x640 1 Pothole, 20.9ms Speed: 5.0ms preprocess, 20.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-193_jpg.rf.f7251362ca9b588ab53b69b333bea533.jpg: 640x640 4 Potholes, 15.6ms Speed: 3.5ms preprocess, 15.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.0b4bb8cc2af1674a8c164e3f46c1d8fc.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.0ms preprocess, 15.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.36419a2f471c94130b95a4e04cb42fc4.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.4ms preprocess, 15.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.3764f2cf269fcb594a451d2574a16ac3.jpg: 640x640 1 Pothole, 24.8ms Speed: 3.4ms preprocess, 24.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.482f865f7fc5bccda0996a387c5a9954.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.6ms preprocess, 15.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.68c7cb3e84920e7977cfd228c812e021.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.3ms preprocess, 15.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.914a4f7bcd463a270b741bd62575cc0f.jpg: 640x640 1 Pothole, 16.4ms Speed: 4.3ms preprocess, 16.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.9bd4cba9259909ce7ca74ab196eea7e8.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.6ms preprocess, 16.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.de2f7872b69c4433c58f9a14311c51cd.jpg: 640x640 1 Pothole, 19.3ms Speed: 3.2ms preprocess, 19.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-194_jpg.rf.e855dd5ff46a598fad824e3b0cb87cbe.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.1ms preprocess, 17.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-195_jpg.rf.056445449c12abfa48e802187e81219c.jpg: 640x640 4 Potholes, 15.6ms Speed: 4.0ms preprocess, 15.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-195_jpg.rf.12a0a5246bb205325b598d9bf5b47a5b.jpg: 640x640 4 Potholes, 16.9ms Speed: 4.8ms preprocess, 16.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-196_jpg.rf.0d0e6694c88e520d02c68f15e162e866.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.9ms preprocess, 15.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-196_jpg.rf.1a8c276c523cc79e78d2f079d00eaf67.jpg: 640x640 1 Pothole, 18.5ms Speed: 6.4ms preprocess, 18.5ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-196_jpg.rf.2feb3dc64ffd4563730405d62fcc4767.jpg: 640x640 1 Pothole, 20.1ms Speed: 3.9ms preprocess, 20.1ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-196_jpg.rf.b383931876de2e6f79046a0273ef9b44.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.8ms preprocess, 15.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-198_jpg.rf.07772d9d61adb3916b659d983ebf79ce.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.0ms preprocess, 16.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-198_jpg.rf.47b11ea2961e03ce8c2a184b3b293865.jpg: 640x640 1 Pothole, 27.0ms Speed: 4.1ms preprocess, 27.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-198_jpg.rf.e992e5e08551e910f9d811fbe48f8c23.jpg: 640x640 1 Pothole, 23.2ms Speed: 3.8ms preprocess, 23.2ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-200_jpg.rf.16640f534f998bdf8c4fa46ac4e737c4.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.6ms preprocess, 15.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-200_jpg.rf.3a77bb98d61673e75093f2b6ae1e6076.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.3ms preprocess, 15.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-200_jpg.rf.6b141973888b997fb0630d772467316b.jpg: 640x640 1 Pothole, 15.6ms Speed: 5.4ms preprocess, 15.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-200_jpg.rf.878fc08ca92b174309796a70def2025e.jpg: 640x640 1 Pothole, 16.2ms Speed: 4.7ms preprocess, 16.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-200_jpg.rf.9147a81b56c074da2c32507f4e59fdb0.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.3ms preprocess, 15.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-200_jpg.rf.93b519722b4eaf015598f0172cef75cc.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.9ms preprocess, 15.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-201_jpg.rf.473923cabb4f731ff1d76fdcad49cb36.jpg: 640x640 1 Pothole, 18.6ms Speed: 4.9ms preprocess, 18.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-201_jpg.rf.622cd7ce1670a53ab54446e26ef7a08d.jpg: 640x640 5 Potholes, 18.9ms Speed: 4.2ms preprocess, 18.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-201_jpg.rf.6fa570057c38542362b234d34825b055.jpg: 640x640 (no detections), 21.1ms Speed: 3.9ms preprocess, 21.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-201_jpg.rf.e55f0b006ea3a6ed81e36165cab911e0.jpg: 640x640 5 Potholes, 15.4ms Speed: 3.7ms preprocess, 15.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-202_jpg.rf.1d32e613dcb30790efd30b300a181da2.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.6ms preprocess, 15.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-202_jpg.rf.308339dbd6d15f792af4bb459eb69968.jpg: 640x640 1 Pothole, 16.5ms Speed: 3.7ms preprocess, 16.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-202_jpg.rf.a4029f8ca50696eafa56ece2d773793f.jpg: 640x640 1 Pothole, 17.0ms Speed: 5.7ms preprocess, 17.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-202_jpg.rf.c6480b522c15bd3e1c4a3551ca0a8051.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.4ms preprocess, 15.7ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-202_jpg.rf.ca21f3c77af8df40b71fd2b47ee9440b.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.4ms preprocess, 15.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-202_jpg.rf.cdead9e83e18fb1ef4c9b33c43993844.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.7ms preprocess, 16.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.05f2e2bbc6c7ac651b7e5ad9e1ceb62f.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.9ms preprocess, 15.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.196d4ebbd7bea552840fd9bebd074c9c.jpg: 640x640 1 Pothole, 19.0ms Speed: 9.3ms preprocess, 19.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.1af106f267d28181279503517a998de2.jpg: 640x640 1 Pothole, 16.9ms Speed: 4.1ms preprocess, 16.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.44af4773755cfb0459c011d642a4417a.jpg: 640x640 1 Pothole, 17.0ms Speed: 9.6ms preprocess, 17.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.4df5f1addd58240b5e829f247a854292.jpg: 640x640 1 Pothole, 19.1ms Speed: 3.5ms preprocess, 19.1ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.62073fbf2bee2338551ead8eafaccfc6.jpg: 640x640 1 Pothole, 25.5ms Speed: 5.1ms preprocess, 25.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.72076b7daf1ee400f048b9eb91b79e0f.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.3ms preprocess, 16.3ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.7a08973d36b09f5ff2c3697d157e202b.jpg: 640x640 1 Pothole, 22.7ms Speed: 4.3ms preprocess, 22.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.8f62dd78bede8eb7c234110ef3451808.jpg: 640x640 1 Pothole, 16.9ms Speed: 5.8ms preprocess, 16.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.99820d754fd1ab6e59e54ea17bb6f8b6.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.1ms preprocess, 15.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.aff2b94955836fbf9441550d7a4a6888.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.3ms preprocess, 15.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.b58ca00275c2c7f98546d8a2b10a5233.jpg: 640x640 1 Pothole, 18.5ms Speed: 4.3ms preprocess, 18.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.c4ad46154689d5fe6f7917bbd010c539.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.1ms preprocess, 15.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.d1aa86fc2d8f0c2242a103f449ef014b.jpg: 640x640 1 Pothole, 20.0ms Speed: 11.3ms preprocess, 20.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.d899b11f4307b7942e98b7ee5967d3e7.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.8ms preprocess, 15.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-205_jpg.rf.dfbce6ddfc5cdc8af6195c3cb8b12ed8.jpg: 640x640 1 Pothole, 21.8ms Speed: 4.2ms preprocess, 21.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-206_jpg.rf.022bce9ea36da81ade4b49845a71a81f.jpg: 640x640 1 Pothole, 16.4ms Speed: 4.0ms preprocess, 16.4ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-206_jpg.rf.23aaede8d479f1b6867161d89d57e79b.jpg: 640x640 1 Pothole, 21.6ms Speed: 3.4ms preprocess, 21.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-206_jpg.rf.728326458c25e6c4b0294461b0fb78ad.jpg: 640x640 5 Potholes, 15.6ms Speed: 3.4ms preprocess, 15.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-206_jpg.rf.7900eba11793e1141ad3ca3a2d7af6e1.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.8ms preprocess, 15.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-206_jpg.rf.b16c636f6b2eb712a2ecc612e50aaba6.jpg: 640x640 4 Potholes, 18.2ms Speed: 3.0ms preprocess, 18.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-206_jpg.rf.cf19166870999a27afbf57e9a58006b6.jpg: 640x640 5 Potholes, 15.5ms Speed: 3.5ms preprocess, 15.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-208_jpg.rf.36fd9b9fc712d2bfdbb1aaa201d0cd90.jpg: 640x640 2 Potholes, 15.6ms Speed: 2.8ms preprocess, 15.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-208_jpg.rf.49a5559f15602c0db38b0ed1b22a8236.jpg: 640x640 1 Pothole, 19.1ms Speed: 4.0ms preprocess, 19.1ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-208_jpg.rf.74e8786fb58df00faf2f46f12dea040b.jpg: 640x640 2 Potholes, 15.7ms Speed: 2.8ms preprocess, 15.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-208_jpg.rf.77214530fb608d063c5558d64014ca1a.jpg: 640x640 1 Pothole, 18.2ms Speed: 4.2ms preprocess, 18.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-208_jpg.rf.7fd63c5d8dbc32b8e26058bf9c52ed11.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.9ms preprocess, 15.1ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-208_jpg.rf.9919696987b40369c7acb1ce74262021.jpg: 640x640 2 Potholes, 15.4ms Speed: 2.6ms preprocess, 15.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-208_jpg.rf.bf6767b883fbe70fbbd3b6bc04abd72c.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.8ms preprocess, 15.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-208_jpg.rf.e86f81b8fe6989ffa71dda4ee1ca22ec.jpg: 640x640 1 Pothole, 16.2ms Speed: 5.0ms preprocess, 16.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-211_jpg.rf.298a11e2eb409178ee7203759a734e55.jpg: 640x640 1 Pothole, 29.7ms Speed: 2.4ms preprocess, 29.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-211_jpg.rf.5e56ea207a97bc5855199fdb91133cf5.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.6ms preprocess, 15.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-211_jpg.rf.ca12ce14ee59f55972b914714700a7ce.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.5ms preprocess, 16.3ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-212_jpg.rf.34d7e6681588d87dacd48a747a471173.jpg: 640x640 1 Pothole, 19.7ms Speed: 8.4ms preprocess, 19.7ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-212_jpg.rf.3ff623e24a78d7f8d3c1c68f9933a39c.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.5ms preprocess, 15.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-212_jpg.rf.51cecd2929c38e96abc60d67297c624f.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.4ms preprocess, 15.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-212_jpg.rf.92f7d3c0c40200790bee1252f56e3206.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.9ms preprocess, 15.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-212_jpg.rf.e459339dc7fb38d2301aba603b709532.jpg: 640x640 1 Pothole, 18.7ms Speed: 2.8ms preprocess, 18.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-213_jpg.rf.7a7ae12ba3411be75419fd2abcdd4285.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.5ms preprocess, 15.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.5fd4359e28dfc224348051bfbe458a0f.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.0ms preprocess, 16.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.67b00541404d9b2ef6354b18b1e6688f.jpg: 640x640 2 Potholes, 15.2ms Speed: 2.5ms preprocess, 15.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.6faa92c7f44e1ffdf986c2230d34e797.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.9ms preprocess, 15.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.71595c9be36193513845916a91036b68.jpg: 640x640 2 Potholes, 15.3ms Speed: 4.0ms preprocess, 15.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.8700debae04a5b97e0ff1fcf9b5c48be.jpg: 640x640 2 Potholes, 15.1ms Speed: 3.6ms preprocess, 15.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.873c0b809ec7b8d14330317192009b7f.jpg: 640x640 2 Potholes, 21.2ms Speed: 6.1ms preprocess, 21.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.909120ffbfff2bfa5f16804cd8525832.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.2ms preprocess, 15.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.9e66df59f693b9f45869fcd6a8daf4de.jpg: 640x640 2 Potholes, 20.4ms Speed: 6.3ms preprocess, 20.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-214_jpg.rf.c4e2a3921fc127ce22fc9d934c54c0a8.jpg: 640x640 2 Potholes, 26.2ms Speed: 5.4ms preprocess, 26.2ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-216_jpg.rf.115a39908b64adde09273ff23281a78a.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.8ms preprocess, 15.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-216_jpg.rf.1e9aaab1e3525f20209297e2df2f9886.jpg: 640x640 (no detections), 15.2ms Speed: 2.7ms preprocess, 15.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-216_jpg.rf.a356398a1bacd8221694dd96d7940488.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.8ms preprocess, 15.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-216_jpg.rf.b3625c290b6c78296b316b5f907146af.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.6ms preprocess, 15.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-216_jpg.rf.cdb5dd0f9003846b52e1a7178ca2c00f.jpg: 640x640 1 Pothole, 17.7ms Speed: 2.7ms preprocess, 17.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-217_jpg.rf.a917fb5d87d1716792d5744e8928ac9b.jpg: 640x640 3 Potholes, 15.5ms Speed: 2.2ms preprocess, 15.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-217_jpg.rf.adb2868b1d12807ecc8929957d50e304.jpg: 640x640 2 Potholes, 18.0ms Speed: 2.7ms preprocess, 18.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-217_jpg.rf.b6cb5072696ca68b7ef07d22ac15d813.jpg: 640x640 3 Potholes, 12.6ms Speed: 3.3ms preprocess, 12.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-217_jpg.rf.f300ffb76b6d7a04bf32ed3f59930e8c.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.2ms preprocess, 12.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.2e089f36ec80ffc166099309f887d1ce.jpg: 640x640 4 Potholes, 20.9ms Speed: 3.6ms preprocess, 20.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.48dc2bf10c4b4a2b3bd08adacc6c79f8.jpg: 640x640 (no detections), 17.8ms Speed: 3.9ms preprocess, 17.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.743fd72614ede01eb868a6776840739d.jpg: 640x640 3 Potholes, 17.1ms Speed: 7.7ms preprocess, 17.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.7e88626739e8bb9356f3daa360c43239.jpg: 640x640 4 Potholes, 18.4ms Speed: 3.7ms preprocess, 18.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.98ef785c394714ac7fea65719a8f6bb4.jpg: 640x640 1 Pothole, 18.5ms Speed: 4.3ms preprocess, 18.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.9c7dd48dfc380d32dc32490b0045da01.jpg: 640x640 3 Potholes, 15.4ms Speed: 3.1ms preprocess, 15.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.a034089614266e0e8a41f86f7dee3ac9.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.5ms preprocess, 16.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.a08cf4e0c61631f1fa5e3715a37167dc.jpg: 640x640 4 Potholes, 12.8ms Speed: 2.0ms preprocess, 12.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.a70f9dc092f9e64cb430ba6b763a1e40.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.1ms preprocess, 12.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-218_jpg.rf.fcd4a27ff275354b6f71ad409b9290e7.jpg: 640x640 4 Potholes, 12.8ms Speed: 2.7ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-220_jpg.rf.5225875abfbea127713714b857b0c25c.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.4ms preprocess, 12.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-220_jpg.rf.b35d32b1a5732f7b64fcbe2b750b2a91.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.8ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-220_jpg.rf.e734eaf136dd673980c7038433258cf2.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.5ms preprocess, 12.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.00b2d544d9b4277565f2511f20045210.jpg: 640x640 1 Pothole, 13.8ms Speed: 5.0ms preprocess, 13.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.01f3dc932d54f556d5a69dc4636d7c69.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.9ms preprocess, 15.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.1dbe1b23e420f04c9f26ab3c6a65545b.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.7ms preprocess, 13.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.2940fb2277675a173651d1043d52bcee.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.5ms preprocess, 13.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.2a0a11ea1f992839ad0f180b30560d95.jpg: 640x640 1 Pothole, 17.3ms Speed: 6.6ms preprocess, 17.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.56cc0d56ebc7552a89ca35c2d0a66097.jpg: 640x640 1 Pothole, 23.5ms Speed: 3.4ms preprocess, 23.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.6b09fa0333c93514ada38f07863e98fe.jpg: 640x640 2 Potholes, 13.6ms Speed: 4.2ms preprocess, 13.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.72c7c8fb6504b7f31e8bf220a9b845a8.jpg: 640x640 2 Potholes, 14.0ms Speed: 3.6ms preprocess, 14.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.9f8787d6dee903ffc701f5da7f9b3de7.jpg: 640x640 2 Potholes, 12.8ms Speed: 4.1ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.c34498b501200d36ae4249ec009afe15.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.4ms preprocess, 12.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.cec7072343c70b620d8d52c9e2a99ad1.jpg: 640x640 2 Potholes, 13.6ms Speed: 4.3ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-221_jpg.rf.de3db91edf669548d22ff4bf0afb6ce3.jpg: 640x640 1 Pothole, 14.3ms Speed: 3.1ms preprocess, 14.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.046809df1675de295328c74835835749.jpg: 640x640 3 Potholes, 12.7ms Speed: 4.0ms preprocess, 12.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.451510d947bd6a7bece8c08f208899d3.jpg: 640x640 3 Potholes, 12.6ms Speed: 2.2ms preprocess, 12.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.475c0450c29229ac2a3e85b8aaf59a66.jpg: 640x640 1 Pothole, 23.2ms Speed: 2.5ms preprocess, 23.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.4b45d3b061659fcdfbd73d16b64a9054.jpg: 640x640 3 Potholes, 12.8ms Speed: 4.0ms preprocess, 12.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.5631485d3a13fb947fc99e26c79b6a29.jpg: 640x640 2 Potholes, 24.9ms Speed: 4.9ms preprocess, 24.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.737cbc73430b605d89310fadcdfeaf24.jpg: 640x640 3 Potholes, 15.3ms Speed: 2.4ms preprocess, 15.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.983d033b4bfbdf6c3de5237895aeb524.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.3ms preprocess, 12.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.b5fd924c471c5380b2fbf74e094a5ea7.jpg: 640x640 3 Potholes, 20.8ms Speed: 3.4ms preprocess, 20.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.c99dc4ce47797d7144f1afecf3a34660.jpg: 640x640 3 Potholes, 12.8ms Speed: 3.1ms preprocess, 12.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.d3202b9bcfa6e2770c21b6ebd0e64818.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.8ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.d51ecefad65e2f8d0f6549c8af0cb36a.jpg: 640x640 2 Potholes, 13.0ms Speed: 4.1ms preprocess, 13.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-222_jpg.rf.ecdae617894d863aff191e290fd14636.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.6ms preprocess, 12.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-224_jpg.rf.2b62630e09eb8b68fe13aee0ee60701c.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.6ms preprocess, 12.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-224_jpg.rf.37170f225cd8fed25f46e6f6018d65fc.jpg: 640x640 10 Potholes, 12.5ms Speed: 2.2ms preprocess, 12.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-224_jpg.rf.e4084ebc6ce2c7ef1db06ea6cdd09e2b.jpg: 640x640 10 Potholes, 16.0ms Speed: 4.1ms preprocess, 16.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-224_jpg.rf.f36d5671cc936dd07e3fcb2354b433d3.jpg: 640x640 2 Potholes, 13.7ms Speed: 5.0ms preprocess, 13.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-225_jpg.rf.9059b8ec71b5747613c2d4031e34663c.jpg: 640x640 6 Potholes, 12.6ms Speed: 3.6ms preprocess, 12.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-225_jpg.rf.9c23a7309f1bca4580ef528ad2594ee7.jpg: 640x640 17 Potholes, 12.4ms Speed: 2.1ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-225_jpg.rf.a0eb6e28ebdda3fec5a619575c3ae82c.jpg: 640x640 (no detections), 14.3ms Speed: 5.0ms preprocess, 14.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-225_jpg.rf.b4b62bc37f054d43cb82d2876a31baf5.jpg: 640x640 17 Potholes, 12.5ms Speed: 2.7ms preprocess, 12.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-225_jpg.rf.c8205c58efee50d60495391bc9e4c101.jpg: 640x640 17 Potholes, 13.7ms Speed: 4.6ms preprocess, 13.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-229_jpg.rf.1d87e3fb924b4ded2dd8fa6c565adc86.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.2ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-229_jpg.rf.26e3d44c76b94e430d9d3200e439254a.jpg: 640x640 (no detections), 16.6ms Speed: 4.3ms preprocess, 16.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-229_jpg.rf.560a44d9988f7442feac96a1aa021a99.jpg: 640x640 1 Pothole, 19.5ms Speed: 2.7ms preprocess, 19.5ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-229_jpg.rf.60dfc7d78c50e88d73a6fe4e3644b1fc.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.1ms preprocess, 13.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-229_jpg.rf.938990d186b55b401253e5ad615d3d14.jpg: 640x640 1 Pothole, 16.6ms Speed: 4.2ms preprocess, 16.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-229_jpg.rf.b1cd54854bcdc5b58fa5da3056991b94.jpg: 640x640 (no detections), 19.5ms Speed: 4.3ms preprocess, 19.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-230_jpg.rf.46bac7948c524a9d1f2a706f8fafd9cf.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.9ms preprocess, 12.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-230_jpg.rf.4b5be2bfaae853e3040b6175c156fb42.jpg: 640x640 4 Potholes, 24.0ms Speed: 2.9ms preprocess, 24.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-230_jpg.rf.518ac21b15d2ada302cdb62001042cab.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.3ms preprocess, 13.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-230_jpg.rf.cb1720d342b70103c7836a817916858e.jpg: 640x640 2 Potholes, 13.3ms Speed: 4.8ms preprocess, 13.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-230_jpg.rf.d1a77768c48641a49d0f88a9446ebb66.jpg: 640x640 2 Potholes, 13.2ms Speed: 2.5ms preprocess, 13.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-230_jpg.rf.fbeb45a6329de5fbbc7acb275bd4994f.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.5ms preprocess, 14.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-232_jpg.rf.7f8f43b4b5f948a4c5a94f1c3d83ff54.jpg: 640x640 1 Pothole, 15.5ms Speed: 5.0ms preprocess, 15.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-232_jpg.rf.b0800ddbd85c0d988eba4979ec08a1cf.jpg: 640x640 1 Pothole, 24.6ms Speed: 4.0ms preprocess, 24.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-234_jpg.rf.393e487f14d1254877c5e93fc91f5b57.jpg: 640x640 2 Potholes, 15.0ms Speed: 5.7ms preprocess, 15.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-235_jpg.rf.14a1f580c4ee3248a024bae0b7c062fb.jpg: 640x640 2 Potholes, 19.2ms Speed: 4.4ms preprocess, 19.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-235_jpg.rf.29e7a8dec4d620f391385d5ecaea4648.jpg: 640x640 1 Pothole, 17.0ms Speed: 3.6ms preprocess, 17.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-235_jpg.rf.34de90f67c59ce77e461a4562a8735d3.jpg: 640x640 1 Pothole, 17.8ms Speed: 3.9ms preprocess, 17.8ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-235_jpg.rf.84a78a21f2ed36a31f9af1c656a44cf3.jpg: 640x640 1 Pothole, 14.6ms Speed: 3.2ms preprocess, 14.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-235_jpg.rf.ba1a1e03ab6755011c926dd964c7e63f.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.5ms preprocess, 14.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-235_jpg.rf.ee7e176b44c80246e2e8fa6ace4e0950.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.5ms preprocess, 14.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.2dcc59883be2670622598dfc3f36b046.jpg: 640x640 4 Potholes, 14.7ms Speed: 3.7ms preprocess, 14.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.2dd47bed2d1a00aa8691cf4e3dee1b97.jpg: 640x640 5 Potholes, 17.0ms Speed: 4.3ms preprocess, 17.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.3826cbe1691e3103beea317e21043091.jpg: 640x640 4 Potholes, 14.8ms Speed: 2.7ms preprocess, 14.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.407fbf6680c0b00d3e926f5cbf9613e0.jpg: 640x640 1 Pothole, 19.2ms Speed: 3.8ms preprocess, 19.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.4bc7f5ece913e67d52ab7ff57226d527.jpg: 640x640 2 Potholes, 14.7ms Speed: 2.8ms preprocess, 14.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.728353a0bdaf86f40748b116f1664960.jpg: 640x640 5 Potholes, 15.2ms Speed: 3.9ms preprocess, 15.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.7c30b5921c45e004111d5fcffaebab5f.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.9ms preprocess, 15.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.a70ac1ae417b9f88e87c535814a273b2.jpg: 640x640 1 Pothole, 23.6ms Speed: 9.6ms preprocess, 23.6ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.beb8eab2cf90b49a7b29fe0a7e9e620c.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.7ms preprocess, 15.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.c117d184cc9f5501335dd6f042520597.jpg: 640x640 5 Potholes, 18.5ms Speed: 5.7ms preprocess, 18.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.ccb9da8deefc2edcd598080d8f5ddf44.jpg: 640x640 6 Potholes, 14.9ms Speed: 2.5ms preprocess, 14.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.d13d2db7b87abfb09fb4c63e619721dc.jpg: 640x640 5 Potholes, 22.3ms Speed: 3.0ms preprocess, 22.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-236_jpg.rf.e7ca97458dd2c095f172decf74a6151a.jpg: 640x640 4 Potholes, 16.7ms Speed: 5.6ms preprocess, 16.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-237_jpg.rf.19193de5a7fb3776d2ebc7f7fd53c9d2.jpg: 640x640 1 Pothole, 14.8ms Speed: 3.6ms preprocess, 14.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-237_jpg.rf.6018f2ec8f729f47f3ef36c8dc50105f.jpg: 640x640 1 Pothole, 20.7ms Speed: 3.7ms preprocess, 20.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-237_jpg.rf.7008a8b48179dd636cca6059a8dc12c9.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.7ms preprocess, 14.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-237_jpg.rf.7a79ac3ed91b4252cbd6bee45acfafa9.jpg: 640x640 1 Pothole, 14.9ms Speed: 4.6ms preprocess, 14.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-237_jpg.rf.dd285ec0d6c1f87d8624acc5065d65d0.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.1ms preprocess, 14.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-238_jpg.rf.0a99dc8c8d8d05b51dd3b8e41fa95658.jpg: 640x640 3 Potholes, 25.5ms Speed: 3.8ms preprocess, 25.5ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-238_jpg.rf.56bb82c8df70b12a3baf70c774698983.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.8ms preprocess, 14.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-238_jpg.rf.5c04f3dda03622a5bf7a181adf228909.jpg: 640x640 2 Potholes, 16.6ms Speed: 2.4ms preprocess, 16.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-238_jpg.rf.772711ab7f9ede6b548fe866837a5429.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.0ms preprocess, 15.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-238_jpg.rf.d5b4a62401759eaa16e664b679e6fbeb.jpg: 640x640 1 Pothole, 23.6ms Speed: 4.2ms preprocess, 23.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-239_jpg.rf.2dc83df291efc5c84a86564ccf438187.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.0ms preprocess, 15.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-239_jpg.rf.4f8b880e686b14ececedc3c74e635e8c.jpg: 640x640 1 Pothole, 15.6ms Speed: 5.4ms preprocess, 15.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-239_jpg.rf.91e91dec11a1590432af56905785bace.jpg: 640x640 1 Pothole, 19.4ms Speed: 6.0ms preprocess, 19.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-239_jpg.rf.a9dc36374243f43d6c32e4c20d6c548f.jpg: 640x640 1 Pothole, 12.7ms Speed: 3.2ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-239_jpg.rf.ad031131cc66e573ad68df47cfcd84e1.jpg: 640x640 1 Pothole, 30.6ms Speed: 3.3ms preprocess, 30.6ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-239_jpg.rf.ca1ae5473ed0108798021448e07a265c.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.9ms preprocess, 13.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-239_jpg.rf.e7957d3db09c1ba0a38c38e584a2568a.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.8ms preprocess, 12.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.04287b45cb97e0aed74cff6816cf940d.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.1ms preprocess, 12.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.050d41e34ee5d8d65b6b53acb349617b.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.9ms preprocess, 15.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.0ecdc760f3be29c1ace83b20b5a6ff80.jpg: 640x640 (no detections), 13.4ms Speed: 3.9ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.13ec683887af781c0b29b63d4b4a4d42.jpg: 640x640 3 Potholes, 14.2ms Speed: 3.0ms preprocess, 14.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.2c5b2fe21fc717889e11835233badce3.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.3ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.30d9617b7e8906197ad95ed287857947.jpg: 640x640 4 Potholes, 31.7ms Speed: 3.6ms preprocess, 31.7ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.3ac1bed67642855834814fbdf41a7fd6.jpg: 640x640 (no detections), 12.9ms Speed: 3.7ms preprocess, 12.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.40ff2393770278715d73ddaed0b6716a.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.2ms preprocess, 13.0ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.a3cb6181ebe8a8a260b146c12f42ad3e.jpg: 640x640 4 Potholes, 17.1ms Speed: 3.7ms preprocess, 17.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.bc2619126fabd5b58e9bb550132d33a9.jpg: 640x640 3 Potholes, 25.1ms Speed: 4.9ms preprocess, 25.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.c3d0c3209bac2524cf4cd914d6fd0172.jpg: 640x640 4 Potholes, 19.3ms Speed: 3.5ms preprocess, 19.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-240_jpg.rf.c411c162952c89d08e5202aec49f390d.jpg: 640x640 1 Pothole, 19.8ms Speed: 3.5ms preprocess, 19.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-241_jpg.rf.12b4035e0fbb053b826dc77a53e0bd6c.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.4ms preprocess, 12.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-241_jpg.rf.7d060d91a9ae5abc1a2103f1a819586f.jpg: 640x640 2 Potholes, 19.3ms Speed: 3.8ms preprocess, 19.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-241_jpg.rf.b78c01fc69b46ac928f4af4909b43779.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.5ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-242_jpg.rf.6db56e1dd8fd24e88465da530aa360ed.jpg: 640x640 2 Potholes, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-242_jpg.rf.789b74fb2068546bc96b4248804deaeb.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.3ms preprocess, 12.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-242_jpg.rf.a26c7fcafadfa67b299f7e7e5cb48f00.jpg: 640x640 2 Potholes, 15.7ms Speed: 3.8ms preprocess, 15.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-242_jpg.rf.a5066ae635f1c12f6592df9311aee6af.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.3ms preprocess, 12.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-242_jpg.rf.d07d103b677a615f93487e9308cedb32.jpg: 640x640 2 Potholes, 18.9ms Speed: 2.5ms preprocess, 18.9ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-242_jpg.rf.f2c7ad4a36f855747c54ccfde027378d.jpg: 640x640 3 Potholes, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.004f2d28d3432345608a8a1950f74da5.jpg: 640x640 2 Potholes, 15.2ms Speed: 4.3ms preprocess, 15.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.0dcef243b6fa7991336672a28ca9dd4e.jpg: 640x640 1 Pothole, 18.5ms Speed: 4.2ms preprocess, 18.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.149dcb0af3ec171af47e0d1cfedd32af.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.5ms preprocess, 13.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.3a3a4833414d2e2b6f48184a28fd19a3.jpg: 640x640 2 Potholes, 18.3ms Speed: 4.5ms preprocess, 18.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.5aab5ad1f23c204ae327388f08b044ab.jpg: 640x640 1 Pothole, 14.5ms Speed: 3.3ms preprocess, 14.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.5f6429c970d5d7a54884ef68b1fdb1fb.jpg: 640x640 1 Pothole, 19.4ms Speed: 2.8ms preprocess, 19.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.60fa9f824608b4c386956ae3fa0db51e.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.5ms preprocess, 13.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.7bc0bf8277b069cbe1f58cca5eaa23a3.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.4ms preprocess, 15.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.94d72feeb2f378ca4f13bdf5a45a4f4d.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.1ms preprocess, 12.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.bca0aba2f43f5484bf3f280cac7247e0.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.9ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.cc25d1d3ea6f4fdbbddb482c3d4a2952.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.2ms preprocess, 13.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-243_jpg.rf.ee7a33a0e48330abe16775375f5a0f23.jpg: 640x640 1 Pothole, 13.1ms Speed: 4.0ms preprocess, 13.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.137d829e7fd7b824f914b1a95691c28f.jpg: 640x640 1 Pothole, 17.7ms Speed: 3.0ms preprocess, 17.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.3a81062f51abbfb91f5a33794356d760.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.3ms preprocess, 12.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.42fe709fd66fcbb781ef163742d97905.jpg: 640x640 (no detections), 12.9ms Speed: 4.2ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.5cb7f2ca1242185e7da554ec45212a69.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.6ms preprocess, 13.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.7381de7045f6eed284680da6fc5bf044.jpg: 640x640 1 Pothole, 13.1ms Speed: 4.8ms preprocess, 13.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.85aa3f9b1d81ee32e71887b9c35df5be.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.8ms preprocess, 14.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.87786040aebc7905be6e7738c4e1de74.jpg: 640x640 1 Pothole, 20.2ms Speed: 3.7ms preprocess, 20.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.a21e4578ab36f7131b97a0bf768f013d.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.4ms preprocess, 12.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.b30a8df64ed166ec7db3ad536aa916c6.jpg: 640x640 1 Pothole, 20.0ms Speed: 4.1ms preprocess, 20.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.b52e672b1d4c08c854c8297f3a798ce9.jpg: 640x640 1 Pothole, 14.6ms Speed: 4.0ms preprocess, 14.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.bdbd945c4eb9e734bdf1b54a7bd75688.jpg: 640x640 1 Pothole, 14.8ms Speed: 5.0ms preprocess, 14.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.c2d9282f0b9dffa37d673bf53e3b6554.jpg: 640x640 (no detections), 14.9ms Speed: 2.2ms preprocess, 14.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-244_jpg.rf.fd387070fa70367140e50959b0f633fa.jpg: 640x640 1 Pothole, 16.4ms Speed: 4.5ms preprocess, 16.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-246_jpg.rf.9024b649a1a3b108ca8bdd6f73cf659b.jpg: 640x640 2 Potholes, 14.5ms Speed: 3.3ms preprocess, 14.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-247_jpg.rf.04aed2d8c8b3c8ca418badd03fca5e04.jpg: 640x640 1 Pothole, 18.5ms Speed: 5.7ms preprocess, 18.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-247_jpg.rf.19fbff3aaff288177bc7c34e5dc1165c.jpg: 640x640 1 Pothole, 29.1ms Speed: 5.8ms preprocess, 29.1ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-247_jpg.rf.e95ee5cc39630be9647aea455634e744.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.5ms preprocess, 16.4ms inference, 13.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-248_jpg.rf.6093ca795e4b171624d606b6a197be4b.jpg: 640x640 1 Pothole, 23.3ms Speed: 5.0ms preprocess, 23.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-248_jpg.rf.86a896ec696f8e030bbd5047f745f3bf.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.7ms preprocess, 17.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-248_jpg.rf.d71a71f2173c501d5772c213e13616d1.jpg: 640x640 1 Pothole, 24.1ms Speed: 6.3ms preprocess, 24.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-248_jpg.rf.e995157d1bdda4c941606acae03dc311.jpg: 640x640 1 Pothole, 28.2ms Speed: 3.8ms preprocess, 28.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-249_jpg.rf.677d492b1f9a3712e8b8ab2ad03b4fb4.jpg: 640x640 1 Pothole, 18.9ms Speed: 3.6ms preprocess, 18.9ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-249_jpg.rf.ddce545d6c13051981c98b605d91afe3.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.9ms preprocess, 13.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-249_jpg.rf.e4bd1d67b4c4f065c922d3da7aedca90.jpg: 640x640 1 Pothole, 15.1ms Speed: 4.1ms preprocess, 15.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-250_jpg.rf.3d380471ab1e4af03bd5af63f957b289.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.1ms preprocess, 12.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-250_jpg.rf.4fbc3572f253c161bbdc113d641d2fff.jpg: 640x640 1 Pothole, 18.7ms Speed: 2.5ms preprocess, 18.7ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-250_jpg.rf.69252e36a44431c2c7d7dc3d23d2eb31.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.6ms preprocess, 13.2ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-251_jpg.rf.03ba9f678212d8544ae1e51dbdde3090.jpg: 640x640 1 Pothole, 19.2ms Speed: 3.4ms preprocess, 19.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-251_jpg.rf.36b1ad21a95fcea2e756aa8c5a7f25f8.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.5ms preprocess, 13.6ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-251_jpg.rf.d0bc8ef8c9d1ff9e80e2fb498682712e.jpg: 640x640 1 Pothole, 26.2ms Speed: 3.8ms preprocess, 26.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-252_jpg.rf.39c708d741424b0d65547f9ae7d4133b.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.0ms preprocess, 13.5ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-252_jpg.rf.50f963eb7779f31c59186931f95c3589.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.1ms preprocess, 13.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-252_jpg.rf.5a86dcc797ba8726278c75878280ca2f.jpg: 640x640 1 Pothole, 19.1ms Speed: 5.1ms preprocess, 19.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-252_jpg.rf.9d98fdc029a4d31611cd26cce36741dc.jpg: 640x640 1 Pothole, 14.4ms Speed: 5.3ms preprocess, 14.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-252_jpg.rf.b82a0733048887c11ce1d1a33876b2f2.jpg: 640x640 1 Pothole, 15.0ms Speed: 4.5ms preprocess, 15.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-253_jpg.rf.1921287aa54bf1d59a518f1f46655a6d.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.3ms preprocess, 17.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-253_jpg.rf.20dd939dbf443a6b078f812aa713abb3.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.6ms preprocess, 12.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-253_jpg.rf.27049face1bf0317319105d79c08fe1e.jpg: 640x640 (no detections), 12.9ms Speed: 2.1ms preprocess, 12.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-253_jpg.rf.28f7e9088b58c8e692818a7214a49722.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.7ms preprocess, 12.9ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-253_jpg.rf.6b80963f909b0dc9fd1452bd772a1380.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.1ms preprocess, 13.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-253_jpg.rf.798b136a45f820cbe222a329cd9d09d6.jpg: 640x640 3 Potholes, 14.9ms Speed: 2.1ms preprocess, 14.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-253_jpg.rf.8e278884113cfedf2cfa27f2343eede3.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.4ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-253_jpg.rf.ae7f3231f332587a97cb40b7b93d8fa7.jpg: 640x640 2 Potholes, 17.5ms Speed: 7.1ms preprocess, 17.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-254_jpg.rf.1e03ea8457d1fb47ad51ad6a50fa7160.jpg: 640x640 (no detections), 13.1ms Speed: 3.1ms preprocess, 13.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-254_jpg.rf.4de5f96dea95207b7ee2fd37e2d91861.jpg: 640x640 1 Pothole, 13.1ms Speed: 4.2ms preprocess, 13.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-254_jpg.rf.686e176f56da22541df88f291306ce9a.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.6ms preprocess, 12.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-255_jpg.rf.0f12026a63ee8adde91f9d687750e217.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.4ms preprocess, 16.5ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-255_jpg.rf.2cae7a3ac4d3b1b7fd1cc8e2a2722c84.jpg: 640x640 1 Pothole, 13.5ms Speed: 4.8ms preprocess, 13.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-255_jpg.rf.2fe3fabba13e020d89adfca1918ea4cc.jpg: 640x640 1 Pothole, 29.0ms Speed: 6.1ms preprocess, 29.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-255_jpg.rf.89ea8a14cc800f00c77dd19c6a8c1562.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.5ms preprocess, 13.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-255_jpg.rf.8cb368a90ffcfc6036b43291503d1a00.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.2ms preprocess, 12.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-255_jpg.rf.d7b62a4f32e49e21aa19532d9d82c39d.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.5ms preprocess, 13.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-256_jpg.rf.59205aeb518981286e50378c8a0b20e2.jpg: 640x640 3 Potholes, 13.3ms Speed: 4.7ms preprocess, 13.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-256_jpg.rf.5d58ae36c20418df5bfcaaeb4fffb92d.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.3ms preprocess, 13.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-256_jpg.rf.d3c0dd2779ba586fc40263cad4b6aac3.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.9ms preprocess, 13.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-257_jpg.rf.0d73d3dd4ea2a118dd54bdf26fcd0aa6.jpg: 640x640 1 Pothole, 13.1ms Speed: 4.7ms preprocess, 13.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-257_jpg.rf.32d47b72174a685b2ca314fc595cdfdf.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.5ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-257_jpg.rf.3fae9a9111487e367b2fa59895347637.jpg: 640x640 1 Pothole, 31.4ms Speed: 11.6ms preprocess, 31.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-257_jpg.rf.4f17613a81fd674fbcac11113c85e1d2.jpg: 640x640 1 Pothole, 14.7ms Speed: 5.0ms preprocess, 14.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-257_jpg.rf.6fa04720ae2d9a59935cf1cc49f4b1c0.jpg: 640x640 1 Pothole, 24.9ms Speed: 5.3ms preprocess, 24.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-257_jpg.rf.8184f1c7dfa1602003636e128651fb4d.jpg: 640x640 1 Pothole, 14.7ms Speed: 3.0ms preprocess, 14.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-257_jpg.rf.a5751d95fd51ea65e8072a26e11bf14d.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.2ms preprocess, 15.2ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-257_jpg.rf.d3ff7bcc291560de42421e35a6ede131.jpg: 640x640 1 Pothole, 15.1ms Speed: 8.7ms preprocess, 15.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-258_jpg.rf.5e8f45cbbe51d19c3a34a819a843e495.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.8ms preprocess, 15.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-258_jpg.rf.6eee642c4d6a5355eeb0a2519566e0f5.jpg: 640x640 1 Pothole, 17.4ms Speed: 3.4ms preprocess, 17.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-258_jpg.rf.8e2ce0b9ac7e734ffb86d2e8e6e4af6c.jpg: 640x640 1 Pothole, 10.7ms Speed: 3.5ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-258_jpg.rf.8e7ba351c6110d1a70ee03d20a06ad4b.jpg: 640x640 2 Potholes, 20.9ms Speed: 2.9ms preprocess, 20.9ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-258_jpg.rf.cc7d8a5e3bb382e8d807604e5ddf1321.jpg: 640x640 1 Pothole, 37.3ms Speed: 4.7ms preprocess, 37.3ms inference, 7.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-258_jpg.rf.fbc92d35a405e748ebfbfe2bed1773b5.jpg: 640x640 (no detections), 24.7ms Speed: 6.5ms preprocess, 24.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.07b6172dcebccee1a7bb276b4b60114a.jpg: 640x640 2 Potholes, 21.8ms Speed: 5.8ms preprocess, 21.8ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.1f71a8e45554fb8eab53158af9394617.jpg: 640x640 2 Potholes, 28.9ms Speed: 4.6ms preprocess, 28.9ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.5c59a69f71729c07cd860106d7250a43.jpg: 640x640 2 Potholes, 20.5ms Speed: 6.0ms preprocess, 20.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.7ebe77a8eb37dde1608e9dc15ce394d6.jpg: 640x640 3 Potholes, 29.9ms Speed: 6.3ms preprocess, 29.9ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.834198004ae8e063f2084db5897a4ff7.jpg: 640x640 2 Potholes, 18.3ms Speed: 6.9ms preprocess, 18.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.90f27db051a302c67b0eae3ac43a8202.jpg: 640x640 (no detections), 17.4ms Speed: 3.9ms preprocess, 17.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.a24ee92abbf364ad2e27dce201e2fc52.jpg: 640x640 1 Pothole, 31.9ms Speed: 5.5ms preprocess, 31.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.c2f9bfd93aca2d24947e972aead48556.jpg: 640x640 1 Pothole, 13.8ms Speed: 4.1ms preprocess, 13.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.d0702b50cc9f52a8da335f2d4bba2219.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.d192e76591722528a851c8ab5c136b55.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.5ms preprocess, 16.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.d333321244db1e1fa19ab49c4c7c79af.jpg: 640x640 2 Potholes, 13.6ms Speed: 4.3ms preprocess, 13.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-259_jpg.rf.f31fa4aefdf59a5f1f03dedb14d73c5a.jpg: 640x640 2 Potholes, 19.7ms Speed: 5.4ms preprocess, 19.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-260_jpg.rf.a8ab739d498b61edb8999af3d56484c3.jpg: 640x640 1 Pothole, 19.6ms Speed: 3.2ms preprocess, 19.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-260_jpg.rf.d13f06592d8fcacabca6dcf6b8fb9b41.jpg: 640x640 1 Pothole, 25.5ms Speed: 3.3ms preprocess, 25.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-261_jpg.rf.b1ca2f7a0b7327812f75e5066536e60d.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.6ms preprocess, 17.7ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-261_jpg.rf.b95d5e9e28a2700ca9daf82474b1ced6.jpg: 640x640 2 Potholes, 23.5ms Speed: 4.9ms preprocess, 23.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-262_jpg.rf.06f732b421a3281a2fb9076d9583502a.jpg: 640x640 1 Pothole, 22.5ms Speed: 5.9ms preprocess, 22.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-262_jpg.rf.1f47e806b87c258ed0603943dd9fda17.jpg: 640x640 (no detections), 15.1ms Speed: 3.9ms preprocess, 15.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-262_jpg.rf.25f77c1d4bb082926be8cab4cef34604.jpg: 640x640 1 Pothole, 14.0ms Speed: 2.8ms preprocess, 14.0ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-262_jpg.rf.750c82b67ebd9b2a7de13ada1a1c5b97.jpg: 640x640 (no detections), 22.6ms Speed: 4.4ms preprocess, 22.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-262_jpg.rf.781d1c067425bfcce1c550500e7bb10c.jpg: 640x640 1 Pothole, 22.3ms Speed: 4.1ms preprocess, 22.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-262_jpg.rf.c08b6adf9e6e36f4b2fbb2ac67f38b8c.jpg: 640x640 1 Pothole, 21.8ms Speed: 4.1ms preprocess, 21.8ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-262_jpg.rf.ca919984b0ae72cf0f7e7cdd94788eff.jpg: 640x640 (no detections), 14.2ms Speed: 3.9ms preprocess, 14.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-263_jpg.rf.2a142f8ec6d1785e98db8b5e50111eba.jpg: 640x640 2 Potholes, 31.8ms Speed: 9.4ms preprocess, 31.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-263_jpg.rf.4ba6d44a84b5db112957f9861312a957.jpg: 640x640 2 Potholes, 11.5ms Speed: 2.7ms preprocess, 11.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-263_jpg.rf.5dffcbb30dd28d5e1473cdee9144cc61.jpg: 640x640 1 Pothole, 11.5ms Speed: 4.5ms preprocess, 11.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-263_jpg.rf.663bbc129bba64fad1a57526f178cf9e.jpg: 640x640 1 Pothole, 13.1ms Speed: 6.1ms preprocess, 13.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-263_jpg.rf.b57962d87af1ac56d8b2e9ed6d9d273a.jpg: 640x640 2 Potholes, 18.9ms Speed: 5.4ms preprocess, 18.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-263_jpg.rf.d364581db8d2d0b8068fa6cb46392a6f.jpg: 640x640 2 Potholes, 10.5ms Speed: 4.4ms preprocess, 10.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-264_jpg.rf.5da44d95835f387cb113c92b4f28377d.jpg: 640x640 3 Potholes, 25.4ms Speed: 4.6ms preprocess, 25.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-264_jpg.rf.7e5c2d2c0f8c3f522fc9a8e440755f90.jpg: 640x640 2 Potholes, 22.0ms Speed: 6.3ms preprocess, 22.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-265_jpg.rf.3cfc1a228cfecd2481670decc9056286.jpg: 640x640 3 Potholes, 16.8ms Speed: 4.2ms preprocess, 16.8ms inference, 7.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-265_jpg.rf.ada7ea7140f9ded7c088dc8fc9208fcd.jpg: 640x640 1 Pothole, 14.5ms Speed: 6.2ms preprocess, 14.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-265_jpg.rf.aed9c29dda4f81cbf21c924fc201f523.jpg: 640x640 2 Potholes, 20.6ms Speed: 4.3ms preprocess, 20.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-265_jpg.rf.e0b0818f7cd5ed1ff30d9e26e211c988.jpg: 640x640 (no detections), 10.5ms Speed: 1.9ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-265_jpg.rf.ebb27e4261d855462371c0ce5db78760.jpg: 640x640 3 Potholes, 16.8ms Speed: 2.7ms preprocess, 16.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-265_jpg.rf.f8519de8f4358de1ad2feaa5fe248053.jpg: 640x640 2 Potholes, 11.9ms Speed: 2.9ms preprocess, 11.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-265_jpg.rf.f974a3262b1f1c22fe2f9aabc698632e.jpg: 640x640 3 Potholes, 27.2ms Speed: 3.4ms preprocess, 27.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-266_jpg.rf.02e901d845f0ecb145055c9ec95d349d.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.2ms preprocess, 15.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-266_jpg.rf.1a41856eaef8b694b9a2c6ed1867fb35.jpg: 640x640 2 Potholes, 12.4ms Speed: 4.8ms preprocess, 12.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-266_jpg.rf.462f824081a8c98ac748eb14cd502888.jpg: 640x640 2 Potholes, 16.6ms Speed: 5.3ms preprocess, 16.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-266_jpg.rf.5ae7dff873f282a759c97854316a9acd.jpg: 640x640 1 Pothole, 27.7ms Speed: 4.5ms preprocess, 27.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-266_jpg.rf.72bbbbc43584f01fea0c979e79cab1da.jpg: 640x640 1 Pothole, 17.0ms Speed: 3.2ms preprocess, 17.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-266_jpg.rf.f309c292f6b73375721ef6aa846f0202.jpg: 640x640 2 Potholes, 14.4ms Speed: 3.6ms preprocess, 14.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-267_jpg.rf.0c962417b17725bacf5da993664cd8f4.jpg: 640x640 2 Potholes, 19.3ms Speed: 6.7ms preprocess, 19.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-267_jpg.rf.5cbc309a3073e7b4702c55a5c4a509b2.jpg: 640x640 2 Potholes, 19.3ms Speed: 4.9ms preprocess, 19.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-267_jpg.rf.d8491fee0acf5b66faaaaaf3b7e14a0d.jpg: 640x640 5 Potholes, 18.7ms Speed: 4.5ms preprocess, 18.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-268_jpg.rf.332c205e1bd17ec62a8059a78201d64e.jpg: 640x640 4 Potholes, 12.4ms Speed: 3.4ms preprocess, 12.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-268_jpg.rf.6cae86d45006d3d296e46a7e120d9a36.jpg: 640x640 3 Potholes, 16.2ms Speed: 5.2ms preprocess, 16.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-268_jpg.rf.b6329744f008e78f2b935c8909a2e030.jpg: 640x640 1 Pothole, 21.0ms Speed: 4.4ms preprocess, 21.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-269_jpg.rf.03d8bc7709383e99274e0c2b712e443f.jpg: 640x640 4 Potholes, 20.4ms Speed: 12.9ms preprocess, 20.4ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-269_jpg.rf.2a285794e851c3ecdc036225065dab13.jpg: 640x640 5 Potholes, 15.7ms Speed: 4.9ms preprocess, 15.7ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-269_jpg.rf.9669a9161371838f013de35a6ec2428d.jpg: 640x640 2 Potholes, 25.0ms Speed: 7.1ms preprocess, 25.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-269_jpg.rf.e1ac401917a2cbe2d85039b864cb660d.jpg: 640x640 3 Potholes, 28.1ms Speed: 7.2ms preprocess, 28.1ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-269_jpg.rf.fb748d45700fda19d12b371655d85e83.jpg: 640x640 3 Potholes, 19.1ms Speed: 4.4ms preprocess, 19.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-270_jpg.rf.09f43949639cae3807bd1df96a43367a.jpg: 640x640 2 Potholes, 23.5ms Speed: 5.4ms preprocess, 23.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-270_jpg.rf.35212166f84f4e60c9fbd200f8640454.jpg: 640x640 2 Potholes, 17.7ms Speed: 4.6ms preprocess, 17.7ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-270_jpg.rf.37f3cca0f116e8b34a4c6e94502b916e.jpg: 640x640 2 Potholes, 16.1ms Speed: 4.4ms preprocess, 16.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-270_jpg.rf.93e1692eb1a7c659c8ca40bc4ba5e78f.jpg: 640x640 2 Potholes, 17.4ms Speed: 4.2ms preprocess, 17.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-270_jpg.rf.d9c8a2580b920df3e4a500e566fe326a.jpg: 640x640 2 Potholes, 17.8ms Speed: 4.8ms preprocess, 17.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-270_jpg.rf.e1982c410ace2af6475a27ba10f713a6.jpg: 640x640 2 Potholes, 23.6ms Speed: 4.7ms preprocess, 23.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-271_jpg.rf.e79523d89114f00a8c7160d364b0d58e.jpg: 640x640 4 Potholes, 16.7ms Speed: 4.5ms preprocess, 16.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.010674737be37bcc9d19149e63dd9a45.jpg: 640x640 1 Pothole, 20.0ms Speed: 4.8ms preprocess, 20.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.0aa1f6fbdd2972ddb9c0d4ae2fb4ba07.jpg: 640x640 4 Potholes, 19.7ms Speed: 4.2ms preprocess, 19.7ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.271e1b7d210a0dee3973713ecf96c5f3.jpg: 640x640 3 Potholes, 25.0ms Speed: 4.6ms preprocess, 25.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.2ab4e63bc43a0cca1457bcf1acc2b0be.jpg: 640x640 2 Potholes, 25.7ms Speed: 3.7ms preprocess, 25.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.34eb88b40887f9de57140115a51ab608.jpg: 640x640 2 Potholes, 17.1ms Speed: 4.0ms preprocess, 17.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.3f0fb49ec852ed51921e13901d2c6f53.jpg: 640x640 2 Potholes, 14.9ms Speed: 3.8ms preprocess, 14.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.a40b45e8d13373aa9bc61c5092f98e7b.jpg: 640x640 2 Potholes, 17.5ms Speed: 4.5ms preprocess, 17.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.b3205d1e50dfe23bb2a34d146c6ba2fa.jpg: 640x640 2 Potholes, 25.8ms Speed: 7.9ms preprocess, 25.8ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.c660c3ea8b39a152135e61b16dfcfeed.jpg: 640x640 4 Potholes, 32.6ms Speed: 5.0ms preprocess, 32.6ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.d52dc113293d13bc41d6a141d7cff3ce.jpg: 640x640 1 Pothole, 33.3ms Speed: 10.8ms preprocess, 33.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-272_jpg.rf.fd4713d9b5d5aca1ab0d8b301d469c1f.jpg: 640x640 4 Potholes, 22.2ms Speed: 8.2ms preprocess, 22.2ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-273_jpg.rf.45a0ecf979dd25d20b9821e1c64a4659.jpg: 640x640 4 Potholes, 15.5ms Speed: 3.3ms preprocess, 15.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-273_jpg.rf.8502d292095797677a8fc725f0fedc63.jpg: 640x640 5 Potholes, 23.7ms Speed: 4.8ms preprocess, 23.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-273_jpg.rf.b82a0ae37a4a3dbc3e8b4e3fde207842.jpg: 640x640 2 Potholes, 17.8ms Speed: 4.0ms preprocess, 17.8ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-273_jpg.rf.bdc01b7050431e9a246f67496da45826.jpg: 640x640 3 Potholes, 17.0ms Speed: 4.0ms preprocess, 17.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-273_jpg.rf.d4344cd60811bde8103a01ca9e2048b3.jpg: 640x640 4 Potholes, 26.4ms Speed: 3.5ms preprocess, 26.4ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-273_jpg.rf.d73b8c650f948cd1c0c6b2557f90108c.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.1ms preprocess, 15.6ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-274_jpg.rf.161e08f7895b22315241bdcd89bbb6b2.jpg: 640x640 2 Potholes, 28.5ms Speed: 5.2ms preprocess, 28.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-274_jpg.rf.51a97e7e983b470461d8a9938066f029.jpg: 640x640 2 Potholes, 18.8ms Speed: 5.6ms preprocess, 18.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-274_jpg.rf.716d5aac51e3d43eb958ca63f9caabfb.jpg: 640x640 4 Potholes, 25.7ms Speed: 7.7ms preprocess, 25.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-274_jpg.rf.7f853d3b86148aea5c3236153d3ada7d.jpg: 640x640 3 Potholes, 27.0ms Speed: 5.2ms preprocess, 27.0ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-275_jpg.rf.716c137bcb042eed53fdc9c9c1b58b34.jpg: 640x640 3 Potholes, 38.1ms Speed: 7.7ms preprocess, 38.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-275_jpg.rf.cb9e582aeea991a2dd50756040bdeeaf.jpg: 640x640 1 Pothole, 22.1ms Speed: 6.4ms preprocess, 22.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-275_jpg.rf.f17f293c7f8641433a7f36d4bf7e886d.jpg: 640x640 2 Potholes, 20.8ms Speed: 3.6ms preprocess, 20.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.0db484d1647b5ac32acf31c2815e04fa.jpg: 640x640 2 Potholes, 20.6ms Speed: 3.5ms preprocess, 20.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.1e025c46eb0755f2570426b3ec2a2053.jpg: 640x640 1 Pothole, 16.1ms Speed: 5.2ms preprocess, 16.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.6563a3fb724ce9e4ffa62ae47de3f7fd.jpg: 640x640 2 Potholes, 16.1ms Speed: 3.5ms preprocess, 16.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.6a89a6a79c9c933a3307a08d2fe8a7f9.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.1ms preprocess, 16.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.6e2a3a6d2a51446e558f4974b480e2fe.jpg: 640x640 1 Pothole, 18.7ms Speed: 6.4ms preprocess, 18.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.6f7c1c00e8190bb6d29cee4820daae0a.jpg: 640x640 2 Potholes, 16.2ms Speed: 3.8ms preprocess, 16.2ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.998bee419f436f461e1c8547df71101d.jpg: 640x640 2 Potholes, 26.4ms Speed: 4.6ms preprocess, 26.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.b63a7fc5775b2665eb7c998bee737e9b.jpg: 640x640 2 Potholes, 23.7ms Speed: 7.0ms preprocess, 23.7ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.df08c201b85edd6fe25734846fa918d3.jpg: 640x640 2 Potholes, 23.8ms Speed: 4.8ms preprocess, 23.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-276_jpg.rf.df0f1f87497e72e8b1cd8e68585f4d6f.jpg: 640x640 2 Potholes, 25.8ms Speed: 11.2ms preprocess, 25.8ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-277_jpg.rf.1f906327982deb8e693cdcfea515b74b.jpg: 640x640 1 Pothole, 17.6ms Speed: 5.3ms preprocess, 17.6ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-277_jpg.rf.2387651cda7305b65ddf3d785c6d3041.jpg: 640x640 1 Pothole, 38.0ms Speed: 5.7ms preprocess, 38.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-277_jpg.rf.883216a536496d972525db9218ac97df.jpg: 640x640 1 Pothole, 20.3ms Speed: 6.6ms preprocess, 20.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-277_jpg.rf.8d6dcbaf8c0535526b0eb582d06e8038.jpg: 640x640 1 Pothole, 25.4ms Speed: 6.9ms preprocess, 25.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-277_jpg.rf.a0402d7195bdac513320f06e3deae665.jpg: 640x640 2 Potholes, 32.6ms Speed: 8.5ms preprocess, 32.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-277_jpg.rf.b2c29de63c86b89080eca6059cb81508.jpg: 640x640 1 Pothole, 31.6ms Speed: 5.5ms preprocess, 31.6ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-277_jpg.rf.e36f420cff356426cbaacb47c97489e1.jpg: 640x640 1 Pothole, 16.8ms Speed: 8.0ms preprocess, 16.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-278_jpg.rf.0951bb2aacc1b39b50078534f4f6665a.jpg: 640x640 1 Pothole, 27.1ms Speed: 4.6ms preprocess, 27.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-278_jpg.rf.e0259dfe37f6705f6d1d7dc5acdcad19.jpg: 640x640 2 Potholes, 17.0ms Speed: 3.5ms preprocess, 17.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-278_jpg.rf.e74c80e069a731ab624cf3294458010d.jpg: 640x640 1 Pothole, 17.6ms Speed: 5.3ms preprocess, 17.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-279_jpg.rf.2eab8d145f76141e2ff23960e7d57ee6.jpg: 640x640 1 Pothole, 18.2ms Speed: 5.0ms preprocess, 18.2ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-279_jpg.rf.34198f0aa2972ba9a83d1e2d6228d677.jpg: 640x640 1 Pothole, 36.3ms Speed: 4.7ms preprocess, 36.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-279_jpg.rf.74bb4518dc0a35933e6baec4447b1b22.jpg: 640x640 2 Potholes, 27.4ms Speed: 7.3ms preprocess, 27.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-279_jpg.rf.77ccf4d91827b10c15a93d3f8eb7fe49.jpg: 640x640 1 Pothole, 30.4ms Speed: 5.0ms preprocess, 30.4ms inference, 9.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-279_jpg.rf.d12312afb8b63d28d695ff046ac29dde.jpg: 640x640 1 Pothole, 29.6ms Speed: 10.1ms preprocess, 29.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-279_jpg.rf.d306268b7e29b7dd7a85ee3320cb3059.jpg: 640x640 1 Pothole, 54.9ms Speed: 6.2ms preprocess, 54.9ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-280_jpg.rf.0b9f04d057d0309d1d84507d69480f4b.jpg: 640x640 1 Pothole, 46.5ms Speed: 7.4ms preprocess, 46.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-280_jpg.rf.1bdc8b956658d43364c1c60d5c9cce69.jpg: 640x640 1 Pothole, 29.2ms Speed: 10.7ms preprocess, 29.2ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-280_jpg.rf.44fba408c68c259d500d07c679e595d9.jpg: 640x640 1 Pothole, 28.0ms Speed: 9.6ms preprocess, 28.0ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-281_jpg.rf.6ca6549dfa90392cab5825fde4462fd9.jpg: 640x640 1 Pothole, 30.4ms Speed: 8.0ms preprocess, 30.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-281_jpg.rf.767c99b99d17398aea6dad75adc39f8b.jpg: 640x640 1 Pothole, 35.8ms Speed: 4.2ms preprocess, 35.8ms inference, 6.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-281_jpg.rf.80a6a0ef65ecc8b42225117aad6e93ee.jpg: 640x640 1 Pothole, 24.1ms Speed: 5.5ms preprocess, 24.1ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-282_jpg.rf.63ee12fb2f44885c9cfa393bb7e57f27.jpg: 640x640 1 Pothole, 28.2ms Speed: 6.4ms preprocess, 28.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-282_jpg.rf.7ebde3751658e6a37a947eb3d2289321.jpg: 640x640 2 Potholes, 18.7ms Speed: 4.4ms preprocess, 18.7ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-282_jpg.rf.b7bc1e1b8a8217630d3486ebcfb61777.jpg: 640x640 2 Potholes, 21.1ms Speed: 4.2ms preprocess, 21.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-283_jpg.rf.32d22f4215c5a7173df67639d7969f7a.jpg: 640x640 1 Pothole, 53.1ms Speed: 6.6ms preprocess, 53.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-283_jpg.rf.3d114451491116645fa7252700f97117.jpg: 640x640 1 Pothole, 58.3ms Speed: 10.1ms preprocess, 58.3ms inference, 30.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-283_jpg.rf.72803bd113ea0dbfa7c0853eaf3ffb75.jpg: 640x640 1 Pothole, 40.6ms Speed: 7.9ms preprocess, 40.6ms inference, 7.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-283_jpg.rf.f9de80bc3e16150f4e201b4fcdbc599f.jpg: 640x640 1 Pothole, 21.7ms Speed: 8.5ms preprocess, 21.7ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-284_jpg.rf.069bcfbefbd6fcd57fd535f97979fc7e.jpg: 640x640 1 Pothole, 34.7ms Speed: 10.6ms preprocess, 34.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-284_jpg.rf.2060e8b6ccba0e95da948628e49231ba.jpg: 640x640 1 Pothole, 37.3ms Speed: 6.4ms preprocess, 37.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-284_jpg.rf.23f60768b7295ddf444d3e4f98544b5c.jpg: 640x640 1 Pothole, 40.2ms Speed: 5.7ms preprocess, 40.2ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-284_jpg.rf.374153a2dbebf64fc2fa3133da38226d.jpg: 640x640 1 Pothole, 26.0ms Speed: 4.9ms preprocess, 26.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-284_jpg.rf.42eefc8ee7edbc38c7070042d1107702.jpg: 640x640 1 Pothole, 30.4ms Speed: 4.5ms preprocess, 30.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-284_jpg.rf.c488a4bfdc031346fe0bb0b45455be6a.jpg: 640x640 1 Pothole, 26.4ms Speed: 6.2ms preprocess, 26.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-285_jpg.rf.5f22f91deacc3e7d0acdfe886a5ab490.jpg: 640x640 1 Pothole, 29.6ms Speed: 7.8ms preprocess, 29.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-285_jpg.rf.79eaf47c60b4d91fcb5190aa86d4cbcf.jpg: 640x640 1 Pothole, 30.0ms Speed: 3.1ms preprocess, 30.0ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-285_jpg.rf.b658c1c9e30cc2046a5455d8206709ed.jpg: 640x640 1 Pothole, 37.5ms Speed: 7.9ms preprocess, 37.5ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.085ec44a6a2980ca0fb6732742fe802b.jpg: 640x640 1 Pothole, 43.6ms Speed: 11.7ms preprocess, 43.6ms inference, 6.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.1032841782ddbeed918385d25f281304.jpg: 640x640 2 Potholes, 28.0ms Speed: 8.9ms preprocess, 28.0ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.1ec6f6188b956cd3b8da7f78d909877b.jpg: 640x640 1 Pothole, 25.6ms Speed: 9.3ms preprocess, 25.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.3c5d1f247fad8c7ea53cb45aa7d6a8a2.jpg: 640x640 1 Pothole, 21.5ms Speed: 5.5ms preprocess, 21.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.529cac2bc1af428b30bf557b110dfcdf.jpg: 640x640 1 Pothole, 21.6ms Speed: 3.6ms preprocess, 21.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.c0733ad1a45a400a79cee65a1260100e.jpg: 640x640 1 Pothole, 21.6ms Speed: 7.9ms preprocess, 21.6ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.ca747613aa4a9689a8f39902b3b30eac.jpg: 640x640 1 Pothole, 21.7ms Speed: 5.4ms preprocess, 21.7ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.cf47f137ff63203c2e23b503d9d1d70e.jpg: 640x640 1 Pothole, 21.9ms Speed: 3.9ms preprocess, 21.9ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-286_jpg.rf.fe5a27dd7158b8d57993ce1b811d0471.jpg: 640x640 1 Pothole, 21.9ms Speed: 5.6ms preprocess, 21.9ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-287_jpg.rf.1a639e8e31c57f14dd3ce0c957b6f248.jpg: 640x640 2 Potholes, 24.8ms Speed: 4.1ms preprocess, 24.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-287_jpg.rf.2e4e2eb0362ad2ffff9f96a711cb123c.jpg: 640x640 2 Potholes, 26.8ms Speed: 10.8ms preprocess, 26.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-287_jpg.rf.3305f788ecf75b345614e26a5011381a.jpg: 640x640 1 Pothole, 25.5ms Speed: 6.1ms preprocess, 25.5ms inference, 8.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-287_jpg.rf.8b3906afe71f8b0eb0c537161029a461.jpg: 640x640 1 Pothole, 29.0ms Speed: 10.6ms preprocess, 29.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-287_jpg.rf.952b17aac4a3a21f3fd26416b1f6cbd1.jpg: 640x640 1 Pothole, 22.0ms Speed: 7.3ms preprocess, 22.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-287_jpg.rf.fd664d574bb15a12e6182a430d25a4f5.jpg: 640x640 1 Pothole, 23.2ms Speed: 6.5ms preprocess, 23.2ms inference, 6.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-288_jpg.rf.1a9b8fc8ebe4107e4638a3984a6c2458.jpg: 640x640 1 Pothole, 22.3ms Speed: 4.5ms preprocess, 22.3ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-288_jpg.rf.2011c19b4a506666849f11ce78635a9d.jpg: 640x640 1 Pothole, 22.5ms Speed: 6.0ms preprocess, 22.5ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-288_jpg.rf.4ae0bec0d0534187f0402934dee8f677.jpg: 640x640 1 Pothole, 26.7ms Speed: 5.2ms preprocess, 26.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-288_jpg.rf.68726130ae6abfb72da4c006a9ac6076.jpg: 640x640 (no detections), 22.4ms Speed: 7.0ms preprocess, 22.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-288_jpg.rf.79950655d60bca9679415a402d136989.jpg: 640x640 1 Pothole, 23.4ms Speed: 5.2ms preprocess, 23.4ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-288_jpg.rf.def849c6c873368e026356f73d91c0a7.jpg: 640x640 1 Pothole, 22.4ms Speed: 5.9ms preprocess, 22.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-289_jpg.rf.7cb9376e7e8fad57b0d1ea687fdd4305.jpg: 640x640 2 Potholes, 20.6ms Speed: 6.7ms preprocess, 20.6ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-289_jpg.rf.a354428c05ceac4501e7d1255b572928.jpg: 640x640 1 Pothole, 20.8ms Speed: 5.1ms preprocess, 20.8ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-289_jpg.rf.b1ef019f5a851a59bc4424d9a39845a4.jpg: 640x640 (no detections), 22.9ms Speed: 4.0ms preprocess, 22.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.1d6829dafaaf26d983fb5e25c9caf17c.jpg: 640x640 1 Pothole, 21.6ms Speed: 15.5ms preprocess, 21.6ms inference, 6.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.6a80d8f6727499b6ba0641ae14756521.jpg: 640x640 1 Pothole, 20.8ms Speed: 8.3ms preprocess, 20.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.8e7054b0871037097ad384e9ae7a6d4b.jpg: 640x640 1 Pothole, 26.1ms Speed: 5.9ms preprocess, 26.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.b5e72a19fb94faf5f7ede3ac50a9fcf6.jpg: 640x640 1 Pothole, 20.9ms Speed: 5.0ms preprocess, 20.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.bdc12293048bbbad954a462b7fcd1e83.jpg: 640x640 1 Pothole, 25.9ms Speed: 7.1ms preprocess, 25.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.c126a9806c4307001529e1765c0d9141.jpg: 640x640 1 Pothole, 19.8ms Speed: 2.5ms preprocess, 19.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.c160a0cad6a8ceb49e2804fa70e353ad.jpg: 640x640 1 Pothole, 20.0ms Speed: 5.2ms preprocess, 20.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.cc6e910716eb557e667dfc4211faec5a.jpg: 640x640 1 Pothole, 24.4ms Speed: 6.1ms preprocess, 24.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-290_jpg.rf.ce1c60319350841194ba52ad5eee17a9.jpg: 640x640 1 Pothole, 24.3ms Speed: 5.2ms preprocess, 24.3ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.11a2c37b50fc85b4d5e65af7a11fc28b.jpg: 640x640 1 Pothole, 23.5ms Speed: 9.8ms preprocess, 23.5ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.24dcd3ad57dce257b532062de6315ae3.jpg: 640x640 1 Pothole, 23.6ms Speed: 12.6ms preprocess, 23.6ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.27ff0a0a87adccd1ebb2ff267bd3aa57.jpg: 640x640 1 Pothole, 19.6ms Speed: 3.4ms preprocess, 19.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.4644d75b70c0e4adaac31726eeae4fb6.jpg: 640x640 1 Pothole, 24.5ms Speed: 4.2ms preprocess, 24.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.535c0bde55254424511a0554045aacae.jpg: 640x640 1 Pothole, 29.5ms Speed: 4.7ms preprocess, 29.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.605a4c06d69a93761ba3ff6a8d2358ea.jpg: 640x640 1 Pothole, 21.5ms Speed: 10.1ms preprocess, 21.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.704ec3c540de136d6319fa6db2c1f0b4.jpg: 640x640 1 Pothole, 19.6ms Speed: 6.2ms preprocess, 19.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.8c79a9d5e7ad65a63f47b69851829584.jpg: 640x640 1 Pothole, 20.7ms Speed: 7.3ms preprocess, 20.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.f3fd2ed99457551fccc89c56f5977dfd.jpg: 640x640 1 Pothole, 25.2ms Speed: 9.0ms preprocess, 25.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-291_jpg.rf.f6edf7fe4f25828e4693c2f003cf942c.jpg: 640x640 2 Potholes, 20.1ms Speed: 4.9ms preprocess, 20.1ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-292_jpg.rf.489237421a1c9db08768906c464a0fbc.jpg: 640x640 1 Pothole, 24.9ms Speed: 11.6ms preprocess, 24.9ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-292_jpg.rf.523afb2a4f9ecff65896f51646e87514.jpg: 640x640 1 Pothole, 21.3ms Speed: 4.5ms preprocess, 21.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-292_jpg.rf.526816a8cb0ba8857dbfef0f61638ed1.jpg: 640x640 2 Potholes, 34.6ms Speed: 10.5ms preprocess, 34.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-292_jpg.rf.8692206d94333f31cc85c22e9a7ae80c.jpg: 640x640 1 Pothole, 22.5ms Speed: 5.0ms preprocess, 22.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-292_jpg.rf.99d50c8825abcccb748605427813f004.jpg: 640x640 1 Pothole, 19.7ms Speed: 4.5ms preprocess, 19.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-292_jpg.rf.ad61b98248aaf7dc8b9e80409dbbb92e.jpg: 640x640 1 Pothole, 22.3ms Speed: 3.7ms preprocess, 22.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-292_jpg.rf.ae09e329328c6243979d60e27432426c.jpg: 640x640 1 Pothole, 29.2ms Speed: 5.4ms preprocess, 29.2ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-293_jpg.rf.b375513d53488c6ca0f552b7d21a49f5.jpg: 640x640 1 Pothole, 21.5ms Speed: 5.5ms preprocess, 21.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-293_jpg.rf.e6ea24e87dff6293b90c3e7889929711.jpg: 640x640 1 Pothole, 20.8ms Speed: 4.1ms preprocess, 20.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-293_jpg.rf.f729fc4c4734d244aaa18349c73d0ecf.jpg: 640x640 1 Pothole, 19.4ms Speed: 4.4ms preprocess, 19.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-294_jpg.rf.227fe049f252094246fedd073b7a0887.jpg: 640x640 1 Pothole, 19.5ms Speed: 12.0ms preprocess, 19.5ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-294_jpg.rf.460e35779b166e25f4f89cb394f861af.jpg: 640x640 1 Pothole, 20.9ms Speed: 3.9ms preprocess, 20.9ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-294_jpg.rf.9c7d7c271f2f39558f4b7c7cf52dee46.jpg: 640x640 2 Potholes, 32.1ms Speed: 5.4ms preprocess, 32.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-294_jpg.rf.a8fcb29d1be65b95e83e1ed3643c727e.jpg: 640x640 1 Pothole, 20.0ms Speed: 8.5ms preprocess, 20.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-294_jpg.rf.e8ce533c31c43012adb13f95a1b751df.jpg: 640x640 1 Pothole, 32.2ms Speed: 17.7ms preprocess, 32.2ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-294_jpg.rf.f48ba8f673111dcd3372528f63e1f219.jpg: 640x640 1 Pothole, 19.7ms Speed: 3.6ms preprocess, 19.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.09942d7ac61719a6ab24ae590ec2dd9a.jpg: 640x640 1 Pothole, 28.1ms Speed: 6.5ms preprocess, 28.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.67598eae568dc32044c0fb6b87c7b1c7.jpg: 640x640 2 Potholes, 19.7ms Speed: 3.3ms preprocess, 19.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.961ce6a595f6beca120bb9e9a7656f3c.jpg: 640x640 1 Pothole, 22.0ms Speed: 4.5ms preprocess, 22.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.9c7fbbf9809e014c595c43d4ffb58b2e.jpg: 640x640 2 Potholes, 19.3ms Speed: 5.4ms preprocess, 19.3ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.cbf8da6d8524b60d0c3e53bcfaf44721.jpg: 640x640 1 Pothole, 19.7ms Speed: 5.2ms preprocess, 19.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.e067e0b10e38667afcfea5a34bc3640b.jpg: 640x640 1 Pothole, 33.1ms Speed: 4.5ms preprocess, 33.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.e29dfa50001b852ab6a44b1165083205.jpg: 640x640 1 Pothole, 35.1ms Speed: 4.8ms preprocess, 35.1ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.f693e77870eeee43df2d5c3a592e65b9.jpg: 640x640 1 Pothole, 19.2ms Speed: 3.8ms preprocess, 19.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.f99a01ce698b1e80cc1de39de54b08d5.jpg: 640x640 1 Pothole, 19.4ms Speed: 5.3ms preprocess, 19.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-295_jpg.rf.fb802782017b226fd9e7557812c76186.jpg: 640x640 1 Pothole, 19.5ms Speed: 3.5ms preprocess, 19.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-296_jpg.rf.0b40a187a1a82ec119815440a4a33da3.jpg: 640x640 1 Pothole, 20.3ms Speed: 6.2ms preprocess, 20.3ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-296_jpg.rf.1663b08fee189070a5a42b5b570eb346.jpg: 640x640 3 Potholes, 19.5ms Speed: 5.9ms preprocess, 19.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-296_jpg.rf.2344457e78969a7ed34fa574d55a2029.jpg: 640x640 1 Pothole, 20.0ms Speed: 3.4ms preprocess, 20.0ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-296_jpg.rf.29617b8c2a764a6c379df10a16fc77bf.jpg: 640x640 1 Pothole, 19.3ms Speed: 4.9ms preprocess, 19.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-296_jpg.rf.8a8615cdf9ab0213caae97e9482f78cf.jpg: 640x640 1 Pothole, 19.2ms Speed: 3.7ms preprocess, 19.2ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-296_jpg.rf.969dfd19b94741af338e4db5cd667a65.jpg: 640x640 1 Pothole, 23.1ms Speed: 9.3ms preprocess, 23.1ms inference, 11.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-297_jpg.rf.82bc738323c92e369464a8d74c0423b2.jpg: 640x640 1 Pothole, 27.4ms Speed: 4.5ms preprocess, 27.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-297_jpg.rf.a24440997729da8e5a196b103a978ddf.jpg: 640x640 1 Pothole, 25.4ms Speed: 4.7ms preprocess, 25.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.14be7c6b86f4f43816f604733d5ebc6f.jpg: 640x640 2 Potholes, 19.5ms Speed: 3.5ms preprocess, 19.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.331031fc563e3dfd2941a0b0dbb89efd.jpg: 640x640 1 Pothole, 32.8ms Speed: 6.6ms preprocess, 32.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.510c65f5d0533162b7d0b12d9e858769.jpg: 640x640 1 Pothole, 40.1ms Speed: 11.5ms preprocess, 40.1ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.69e1dcffea2950cca4f074999097ecc0.jpg: 640x640 2 Potholes, 20.4ms Speed: 7.5ms preprocess, 20.4ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.7113715764fabf783427ab945886776f.jpg: 640x640 2 Potholes, 19.2ms Speed: 3.2ms preprocess, 19.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.8e351d36f5ad2b7041e48fb963989e25.jpg: 640x640 2 Potholes, 28.8ms Speed: 5.3ms preprocess, 28.8ms inference, 8.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.90dc336226ae27a5850da4eecdf9c204.jpg: 640x640 1 Pothole, 19.3ms Speed: 2.9ms preprocess, 19.3ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.935b03432f6ef4adcbd21cc9475f3d12.jpg: 640x640 1 Pothole, 30.7ms Speed: 5.0ms preprocess, 30.7ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.b1b8189a6f1ef6354310fa7c91565ed7.jpg: 640x640 1 Pothole, 19.5ms Speed: 4.1ms preprocess, 19.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-298_jpg.rf.b43e51d996187770c2b9e470f986089f.jpg: 640x640 1 Pothole, 20.5ms Speed: 4.2ms preprocess, 20.5ms inference, 6.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-299_jpg.rf.0316d4b67e6125351272ffbafe2b63bf.jpg: 640x640 1 Pothole, 23.7ms Speed: 8.7ms preprocess, 23.7ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-299_jpg.rf.4f4ec9c8174a56499dbc386ddac61fff.jpg: 640x640 1 Pothole, 35.5ms Speed: 9.6ms preprocess, 35.5ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-299_jpg.rf.61bf63d04458c3748d4524bef2518eab.jpg: 640x640 1 Pothole, 19.1ms Speed: 4.3ms preprocess, 19.1ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-299_jpg.rf.ba13196d67708272b02d1a9f0aa79a3a.jpg: 640x640 1 Pothole, 21.5ms Speed: 3.6ms preprocess, 21.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-299_jpg.rf.ebf0ce08fbd6ab40eccb074153ce620d.jpg: 640x640 1 Pothole, 19.4ms Speed: 9.4ms preprocess, 19.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-299_jpg.rf.f98af38471d03d97d6dba5db695b9495.jpg: 640x640 1 Pothole, 21.2ms Speed: 4.6ms preprocess, 21.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-300_jpg.rf.1793bde33605ecb3bfca870eca966b68.jpg: 640x640 1 Pothole, 19.2ms Speed: 4.3ms preprocess, 19.2ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-300_jpg.rf.87b02cbc7a32036f39d3a442f5771bec.jpg: 640x640 1 Pothole, 23.6ms Speed: 4.0ms preprocess, 23.6ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-300_jpg.rf.b0272fc012dfa186c03fb944151cbc86.jpg: 640x640 1 Pothole, 26.4ms Speed: 3.9ms preprocess, 26.4ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-300_jpg.rf.f4080690113b99a92eac1014ef9d19b1.jpg: 640x640 1 Pothole, 20.1ms Speed: 5.1ms preprocess, 20.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-301_jpg.rf.04cf94048e9eb3e98fced11e64b2c1f5.jpg: 640x640 1 Pothole, 25.1ms Speed: 7.0ms preprocess, 25.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-301_jpg.rf.19d44739bb3464644bca7029771af0e6.jpg: 640x640 1 Pothole, 22.1ms Speed: 5.5ms preprocess, 22.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-301_jpg.rf.71809be2829948f1bec13e009ce383d3.jpg: 640x640 1 Pothole, 20.9ms Speed: 7.3ms preprocess, 20.9ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-301_jpg.rf.9b3e3b6322458f6ee05441db06078518.jpg: 640x640 1 Pothole, 21.2ms Speed: 4.8ms preprocess, 21.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-301_jpg.rf.e0271017ca850e136ad322d312142567.jpg: 640x640 1 Pothole, 19.6ms Speed: 4.7ms preprocess, 19.6ms inference, 7.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-301_jpg.rf.fea86e8cb163034232c4a25eaee4540c.jpg: 640x640 2 Potholes, 31.1ms Speed: 4.6ms preprocess, 31.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-302_jpg.rf.1d6b390e0b33b6001df3d3021c51de28.jpg: 640x640 1 Pothole, 19.6ms Speed: 5.3ms preprocess, 19.6ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-302_jpg.rf.736d72ac1a6dcbd348ce0a18a9de2fc9.jpg: 640x640 1 Pothole, 19.5ms Speed: 3.9ms preprocess, 19.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-302_jpg.rf.fb888deb05032f133d54ebd8742e30db.jpg: 640x640 1 Pothole, 22.6ms Speed: 6.7ms preprocess, 22.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-303_jpg.rf.271a150a627d65345ba890402bcb13e5.jpg: 640x640 1 Pothole, 19.7ms Speed: 5.1ms preprocess, 19.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-303_jpg.rf.3c7001569a89737ffa715a024ae2f75d.jpg: 640x640 1 Pothole, 19.7ms Speed: 3.1ms preprocess, 19.7ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-303_jpg.rf.8a033e012b3ad127631e35bdfeec7318.jpg: 640x640 1 Pothole, 19.7ms Speed: 4.4ms preprocess, 19.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-303_jpg.rf.8b87d15c7021fdf8a7554a6c2b4d25f8.jpg: 640x640 1 Pothole, 22.6ms Speed: 6.3ms preprocess, 22.6ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-303_jpg.rf.92a1c0d05c9901b515014d46edbfc42c.jpg: 640x640 1 Pothole, 19.5ms Speed: 6.2ms preprocess, 19.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-303_jpg.rf.babdc5c4dc00475b1feb4bf6961201bf.jpg: 640x640 1 Pothole, 27.2ms Speed: 6.1ms preprocess, 27.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-303_jpg.rf.bef3284a91359b033d7401c6d58291e1.jpg: 640x640 1 Pothole, 28.6ms Speed: 5.5ms preprocess, 28.6ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-303_jpg.rf.cf3214aee0a719f2254018c77524a838.jpg: 640x640 1 Pothole, 19.6ms Speed: 5.8ms preprocess, 19.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-304_jpg.rf.0d2d6813ca7108d1ef01f452207e2f56.jpg: 640x640 1 Pothole, 47.9ms Speed: 8.6ms preprocess, 47.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-304_jpg.rf.78eaec2c717c70a547468c8eb5071154.jpg: 640x640 1 Pothole, 24.4ms Speed: 5.5ms preprocess, 24.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-304_jpg.rf.791f2f58852426b80fdb6f92a199d890.jpg: 640x640 1 Pothole, 19.4ms Speed: 4.2ms preprocess, 19.4ms inference, 7.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-304_jpg.rf.b632bd5e8c11916118327ee926b54cca.jpg: 640x640 1 Pothole, 22.8ms Speed: 4.5ms preprocess, 22.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-304_jpg.rf.c0d62ea32016ca0de0ccded31dc48ba5.jpg: 640x640 1 Pothole, 23.2ms Speed: 4.8ms preprocess, 23.2ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-304_jpg.rf.cb68f0d09c3dda4771fa0558611ab5b3.jpg: 640x640 1 Pothole, 23.8ms Speed: 4.8ms preprocess, 23.8ms inference, 7.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-304_jpg.rf.ef0739bd1e709836b579f67752b8c185.jpg: 640x640 1 Pothole, 20.6ms Speed: 4.1ms preprocess, 20.6ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-305_jpg.rf.39362149f22ffcfca57ffa5ee848a131.jpg: 640x640 1 Pothole, 21.5ms Speed: 4.1ms preprocess, 21.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-305_jpg.rf.98af58c83163899a317ff6e162ee9541.jpg: 640x640 1 Pothole, 25.6ms Speed: 3.7ms preprocess, 25.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-305_jpg.rf.b1b50b1316d8c870c5ec50c95ade3d52.jpg: 640x640 1 Pothole, 19.7ms Speed: 3.6ms preprocess, 19.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-306_jpg.rf.a3a04d32bd41ee9188cc2a6cfb1df147.jpg: 640x640 1 Pothole, 28.1ms Speed: 7.7ms preprocess, 28.1ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-306_jpg.rf.e0517de3a8c700c67f6b5d2942f49161.jpg: 640x640 1 Pothole, 19.5ms Speed: 4.5ms preprocess, 19.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-306_jpg.rf.e44198baaaecd8f9736203123db1a1be.jpg: 640x640 1 Pothole, 19.8ms Speed: 4.6ms preprocess, 19.8ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-306_jpg.rf.fa1a5ca4299eeea8cf553476e5d56eeb.jpg: 640x640 1 Pothole, 19.7ms Speed: 2.9ms preprocess, 19.7ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.1baed568bc148ace2852b9eca934715c.jpg: 640x640 1 Pothole, 27.1ms Speed: 10.8ms preprocess, 27.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.3a7d05109aae364dfbfa4ce3fc6fc24d.jpg: 640x640 1 Pothole, 24.4ms Speed: 5.1ms preprocess, 24.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.4e5232d02ddcc0a34fbbf3aa3b5d4614.jpg: 640x640 1 Pothole, 28.3ms Speed: 5.5ms preprocess, 28.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.639e7eb58e153b245605f1540a1362d1.jpg: 640x640 1 Pothole, 35.6ms Speed: 3.9ms preprocess, 35.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.76fdbd2976e7e66d939fa058e11af406.jpg: 640x640 1 Pothole, 32.8ms Speed: 5.3ms preprocess, 32.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.793130db89cd5eca5c3350d79ec42b06.jpg: 640x640 1 Pothole, 23.7ms Speed: 4.9ms preprocess, 23.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.7b964c2946fa4550d034000ee0730ce3.jpg: 640x640 1 Pothole, 31.5ms Speed: 6.6ms preprocess, 31.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.7c2ec2d858def8222a5eeab4acfadf57.jpg: 640x640 1 Pothole, 20.2ms Speed: 4.3ms preprocess, 20.2ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.c1269bbd3d62f20eb679e36ab07ce192.jpg: 640x640 1 Pothole, 29.9ms Speed: 5.0ms preprocess, 29.9ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-307_jpg.rf.c1b7ed40e3da986563ad7b54132800ec.jpg: 640x640 1 Pothole, 20.7ms Speed: 3.1ms preprocess, 20.7ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-308_jpg.rf.3a3218b9f0c0329697405716b663d7da.jpg: 640x640 1 Pothole, 20.8ms Speed: 5.7ms preprocess, 20.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-308_jpg.rf.6b89e5d0752787ce7a4eb68aad1ed7f6.jpg: 640x640 1 Pothole, 21.0ms Speed: 4.0ms preprocess, 21.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-308_jpg.rf.850270d323b9b5668bafe064b0de98bc.jpg: 640x640 1 Pothole, 26.8ms Speed: 10.5ms preprocess, 26.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-308_jpg.rf.dbfbb84961d277459986b517f50dc11d.jpg: 640x640 1 Pothole, 20.1ms Speed: 3.8ms preprocess, 20.1ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-309_jpg.rf.0e8319da963623c754c179be7c97e54a.jpg: 640x640 2 Potholes, 26.4ms Speed: 8.1ms preprocess, 26.4ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-309_jpg.rf.712ac840ec126f1c94739f93096d7099.jpg: 640x640 1 Pothole, 34.5ms Speed: 5.9ms preprocess, 34.5ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-309_jpg.rf.7bed015e4389cab7ff9821e057e685d6.jpg: 640x640 1 Pothole, 23.2ms Speed: 6.3ms preprocess, 23.2ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-309_jpg.rf.909b928de93f978b87a7120ff1e1d8c7.jpg: 640x640 1 Pothole, 31.5ms Speed: 14.8ms preprocess, 31.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-310_jpg.rf.61afa9c7752d0f9fbb5a65e745be4896.jpg: 640x640 1 Pothole, 21.3ms Speed: 21.6ms preprocess, 21.3ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-310_jpg.rf.97f7559ad6d51d9d40d32f1c7f00337c.jpg: 640x640 1 Pothole, 19.8ms Speed: 7.5ms preprocess, 19.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-310_jpg.rf.de1b65a0dc94a4c6fe4e51ccc070f182.jpg: 640x640 1 Pothole, 20.1ms Speed: 3.9ms preprocess, 20.1ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-311_jpg.rf.07d691379330d2b6e8d23c442503ad3b.jpg: 640x640 1 Pothole, 23.5ms Speed: 6.0ms preprocess, 23.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-311_jpg.rf.9ffcfa7d06096265cf538b0922038d4c.jpg: 640x640 2 Potholes, 19.8ms Speed: 4.4ms preprocess, 19.8ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-311_jpg.rf.aad74344adf9fcc347d2ee16f9b40af9.jpg: 640x640 1 Pothole, 23.7ms Speed: 5.2ms preprocess, 23.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-312_jpg.rf.389db8129c4d85b4f26ff87719476772.jpg: 640x640 1 Pothole, 21.7ms Speed: 5.0ms preprocess, 21.7ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-312_jpg.rf.3dff1970a40f33adfdeb37b466a5ae16.jpg: 640x640 2 Potholes, 34.6ms Speed: 4.9ms preprocess, 34.6ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-312_jpg.rf.b06278ecd5c388167251d977cb336c64.jpg: 640x640 1 Pothole, 22.2ms Speed: 4.0ms preprocess, 22.2ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-312_jpg.rf.eef94116b722ddeee46c8c3133f90ea9.jpg: 640x640 2 Potholes, 36.3ms Speed: 5.2ms preprocess, 36.3ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-312_jpg.rf.f911b9891f5a723f7dca778d0264444b.jpg: 640x640 2 Potholes, 31.2ms Speed: 4.6ms preprocess, 31.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.40ab180a3e06bcf598fffcb41e2e2927.jpg: 640x640 1 Pothole, 22.2ms Speed: 5.1ms preprocess, 22.2ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.42455b0fd225a3b91e0d945a007ca9d0.jpg: 640x640 1 Pothole, 42.3ms Speed: 11.1ms preprocess, 42.3ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.60350176069313f8f3185c7824e874ad.jpg: 640x640 1 Pothole, 24.1ms Speed: 4.7ms preprocess, 24.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.6c26af387a416265394466ed46620e00.jpg: 640x640 2 Potholes, 19.3ms Speed: 5.0ms preprocess, 19.3ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.6e0b420674c3e1ad6e8268a6d010ad9f.jpg: 640x640 1 Pothole, 19.2ms Speed: 3.6ms preprocess, 19.2ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.9c4fc57fff0cfe39653aaebe2e6fe96d.jpg: 640x640 1 Pothole, 19.2ms Speed: 4.2ms preprocess, 19.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.b2963716915fca4d5d0c1ec2f5d617bf.jpg: 640x640 1 Pothole, 27.5ms Speed: 3.9ms preprocess, 27.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.d42df4a344b32a13105d50f25126c18d.jpg: 640x640 2 Potholes, 25.4ms Speed: 5.9ms preprocess, 25.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.e2c83383e0de8580d30111df2343638a.jpg: 640x640 1 Pothole, 19.4ms Speed: 3.7ms preprocess, 19.4ms inference, 6.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-313_jpg.rf.e5edd46a08c81e44b71b861dc4a4a2c0.jpg: 640x640 1 Pothole, 26.0ms Speed: 4.3ms preprocess, 26.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.2116d2ed07b71a038c758d5cd5fc8240.jpg: 640x640 1 Pothole, 19.5ms Speed: 5.4ms preprocess, 19.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.26f4b57e50ab8ca7e63e56655579d9a8.jpg: 640x640 1 Pothole, 48.8ms Speed: 9.8ms preprocess, 48.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.4a680d6c865b7856050772bdb2ac8e3a.jpg: 640x640 1 Pothole, 19.6ms Speed: 5.2ms preprocess, 19.6ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.6776bad30d3e2932d23ed598a9ff2aaa.jpg: 640x640 2 Potholes, 27.9ms Speed: 4.4ms preprocess, 27.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.709461fe92a274212b0d812fdb05b013.jpg: 640x640 1 Pothole, 27.3ms Speed: 5.9ms preprocess, 27.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.92d3c5eeaafa1c17b7234ac08bdf009a.jpg: 640x640 1 Pothole, 19.3ms Speed: 5.8ms preprocess, 19.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.bd12635e1a081402c6db1a93a06d1f8b.jpg: 640x640 1 Pothole, 19.3ms Speed: 4.0ms preprocess, 19.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.d00f274664ea36f7003e33f57d706a1f.jpg: 640x640 1 Pothole, 19.1ms Speed: 5.0ms preprocess, 19.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-314_jpg.rf.fc256ffd2becfc1435af190d22260c78.jpg: 640x640 1 Pothole, 25.6ms Speed: 5.2ms preprocess, 25.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.18c8606aaa0825f2f3b610b5bb88418a.jpg: 640x640 1 Pothole, 19.7ms Speed: 4.4ms preprocess, 19.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.219fe61abc903f0ba47e3e590a40183c.jpg: 640x640 2 Potholes, 29.0ms Speed: 4.5ms preprocess, 29.0ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.391b05488cb2aefc295d50af22496ae7.jpg: 640x640 2 Potholes, 19.5ms Speed: 4.6ms preprocess, 19.5ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.3eb6d334d7b63e428eb8d66860f12cb3.jpg: 640x640 2 Potholes, 26.6ms Speed: 4.1ms preprocess, 26.6ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.8a759323697ba7d4625bc2ed78ad437e.jpg: 640x640 2 Potholes, 26.1ms Speed: 4.3ms preprocess, 26.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.8d446e463e5bc14eb816823ebf4d1f35.jpg: 640x640 1 Pothole, 25.9ms Speed: 5.4ms preprocess, 25.9ms inference, 10.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.af8fe95c4430997b897738125315ad3d.jpg: 640x640 2 Potholes, 19.6ms Speed: 7.1ms preprocess, 19.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.d59500d41126c6b7a49cd00f8b839a39.jpg: 640x640 2 Potholes, 20.0ms Speed: 6.0ms preprocess, 20.0ms inference, 7.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.f09ef819235f0f4b1e757ce2697e420e.jpg: 640x640 2 Potholes, 25.8ms Speed: 4.7ms preprocess, 25.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.f8d25c5e60722842da15dcedd7c56db4.jpg: 640x640 1 Pothole, 23.2ms Speed: 3.3ms preprocess, 23.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-315_jpg.rf.fd5a7dbc3812b4cb43cf59b96d747eee.jpg: 640x640 1 Pothole, 19.8ms Speed: 4.8ms preprocess, 19.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-316_jpg.rf.11acd20e67f3d7c99dd2afedf1a4bd0b.jpg: 640x640 1 Pothole, 19.5ms Speed: 3.6ms preprocess, 19.5ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-316_jpg.rf.6170de4b93e7e57a4a03cd5c1a05bc48.jpg: 640x640 1 Pothole, 22.4ms Speed: 6.0ms preprocess, 22.4ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-316_jpg.rf.91a91f6244b52d1e0b801f8444fdd1e9.jpg: 640x640 1 Pothole, 22.2ms Speed: 12.1ms preprocess, 22.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-316_jpg.rf.b3e2d01e601081094804012bc095e551.jpg: 640x640 2 Potholes, 20.2ms Speed: 5.5ms preprocess, 20.2ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-316_jpg.rf.c4ec137d5e7d2d8ab1ae767ae19195bb.jpg: 640x640 1 Pothole, 27.1ms Speed: 5.4ms preprocess, 27.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-316_jpg.rf.f22bcfe0e07d13fdc236d934c9ab301b.jpg: 640x640 2 Potholes, 24.2ms Speed: 8.4ms preprocess, 24.2ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-317_jpg.rf.02b8eb6c0f55b2908251bad0b563afc6.jpg: 640x640 2 Potholes, 19.6ms Speed: 4.8ms preprocess, 19.6ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-317_jpg.rf.242e9364c925a4b4e1924bcffa557b4a.jpg: 640x640 1 Pothole, 19.7ms Speed: 10.0ms preprocess, 19.7ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-317_jpg.rf.6efd44317069014d05320e1bdc685ece.jpg: 640x640 1 Pothole, 19.6ms Speed: 8.4ms preprocess, 19.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-317_jpg.rf.78a0943eaef6fed82d2b2ac7429659cf.jpg: 640x640 1 Pothole, 24.4ms Speed: 5.1ms preprocess, 24.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-317_jpg.rf.c0784b8eb090ba4616acaf7263d90eb6.jpg: 640x640 2 Potholes, 37.4ms Speed: 12.4ms preprocess, 37.4ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-317_jpg.rf.c5649fe1bd8b325b90509ce4fa8e3857.jpg: 640x640 1 Pothole, 38.8ms Speed: 5.3ms preprocess, 38.8ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-317_jpg.rf.cf57f27bd8fd1bf1af197b676f7485a8.jpg: 640x640 1 Pothole, 22.3ms Speed: 7.9ms preprocess, 22.3ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-317_jpg.rf.f054cbe113000723d4cdcb3f0c6f2943.jpg: 640x640 1 Pothole, 25.4ms Speed: 6.6ms preprocess, 25.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.1bcb3e83478bec60d6683bf96702b857.jpg: 640x640 2 Potholes, 32.8ms Speed: 6.4ms preprocess, 32.8ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.29ce80a3eaa871d68c38c1b8ace05365.jpg: 640x640 1 Pothole, 24.4ms Speed: 6.2ms preprocess, 24.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.5af7601734e1728b04945ffed65f4ffc.jpg: 640x640 1 Pothole, 28.2ms Speed: 8.1ms preprocess, 28.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.87165a14df4bb00f24428622f1cd615f.jpg: 640x640 1 Pothole, 19.5ms Speed: 4.4ms preprocess, 19.5ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.889671ad88fe9d40c34fea1025bc47a1.jpg: 640x640 1 Pothole, 27.3ms Speed: 6.4ms preprocess, 27.3ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.8a23fc9f78fa69c5a34a145b4024f854.jpg: 640x640 1 Pothole, 29.9ms Speed: 3.6ms preprocess, 29.9ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.9e24e5002c0b0117953eb30f77c8269f.jpg: 640x640 1 Pothole, 19.8ms Speed: 5.4ms preprocess, 19.8ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.b59362785804e6215301ce2da1315e17.jpg: 640x640 2 Potholes, 26.3ms Speed: 5.0ms preprocess, 26.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.bb394aa95f68fab3870a881d188f57c0.jpg: 640x640 1 Pothole, 20.8ms Speed: 4.6ms preprocess, 20.8ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.de5eb21135e50fa284e36b7a993810fa.jpg: 640x640 1 Pothole, 20.9ms Speed: 6.3ms preprocess, 20.9ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.e412e4d456bf991c81eb5ffc342bade7.jpg: 640x640 1 Pothole, 19.9ms Speed: 8.5ms preprocess, 19.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.f48f633dd9c66101c26500f3966132fc.jpg: 640x640 1 Pothole, 19.4ms Speed: 3.9ms preprocess, 19.4ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-318_jpg.rf.fdd19e5bd23cde274737524b2a333230.jpg: 640x640 1 Pothole, 22.3ms Speed: 4.5ms preprocess, 22.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-319_jpg.rf.25277930589442ff6eaef3bc288d933b.jpg: 640x640 1 Pothole, 19.5ms Speed: 4.4ms preprocess, 19.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-319_jpg.rf.3245e143f33a614d35b4d42905e2177a.jpg: 640x640 2 Potholes, 19.7ms Speed: 4.1ms preprocess, 19.7ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-319_jpg.rf.4f0c1e2be1a67947714054b1c24492b3.jpg: 640x640 1 Pothole, 23.9ms Speed: 5.8ms preprocess, 23.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-319_jpg.rf.b634f2fda48325c4e1070b15f0fda9ed.jpg: 640x640 1 Pothole, 20.1ms Speed: 3.1ms preprocess, 20.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-319_jpg.rf.ed082e58b24b865e86aea6e4f2bed586.jpg: 640x640 2 Potholes, 21.8ms Speed: 6.0ms preprocess, 21.8ms inference, 6.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-319_jpg.rf.f5a4467848e3bb617e78ef540a4ea19e.jpg: 640x640 1 Pothole, 36.7ms Speed: 8.7ms preprocess, 36.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.1d256809107104540bf29e059997f47a.jpg: 640x640 5 Potholes, 20.5ms Speed: 5.9ms preprocess, 20.5ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.1f1b9604bc0a78ae3067a4e782023f5c.jpg: 640x640 4 Potholes, 21.3ms Speed: 4.1ms preprocess, 21.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.3425dfbab25acf4e789817d063f8fa98.jpg: 640x640 1 Pothole, 32.0ms Speed: 6.6ms preprocess, 32.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.375591796f1d869ca5d3b75efcac849e.jpg: 640x640 5 Potholes, 42.1ms Speed: 3.5ms preprocess, 42.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.5951edf1fe444544d8f0726e6023917d.jpg: 640x640 4 Potholes, 28.5ms Speed: 13.3ms preprocess, 28.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.6f022e62b93f33d38a625abd8806dabb.jpg: 640x640 2 Potholes, 20.5ms Speed: 4.3ms preprocess, 20.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.712f0a07987e9e4e98fbc65c1ecebf7a.jpg: 640x640 1 Pothole, 20.9ms Speed: 4.6ms preprocess, 20.9ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.7c912db63c728083ff386b40fa11bc82.jpg: 640x640 2 Potholes, 20.7ms Speed: 5.6ms preprocess, 20.7ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.a4b2624495ef501caab9938ce786f2c4.jpg: 640x640 5 Potholes, 22.4ms Speed: 8.4ms preprocess, 22.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.c55d6a63a4e7489e72cd94ae02ea288d.jpg: 640x640 5 Potholes, 20.9ms Speed: 3.9ms preprocess, 20.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.c6e3b49529f71005c5e94137132ff85e.jpg: 640x640 1 Pothole, 25.0ms Speed: 6.1ms preprocess, 25.0ms inference, 6.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.c9afa61455ae3774711162e34f7a8c3b.jpg: 640x640 4 Potholes, 22.4ms Speed: 6.9ms preprocess, 22.4ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.f1e5ec3c386e9bf98dc1e1837c1b341d.jpg: 640x640 4 Potholes, 25.9ms Speed: 5.7ms preprocess, 25.9ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-320_jpg.rf.fbbfbe90cd0e32ae55af4c378c7a5657.jpg: 640x640 1 Pothole, 35.7ms Speed: 6.1ms preprocess, 35.7ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-321_jpg.rf.5b22aadb2d9136c5d4aef82b2c208619.jpg: 640x640 3 Potholes, 24.1ms Speed: 5.4ms preprocess, 24.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-321_jpg.rf.c9969de305df24b152b53e89c1483d4e.jpg: 640x640 1 Pothole, 22.8ms Speed: 9.0ms preprocess, 22.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-321_jpg.rf.ecb580cede71eff7c489636bd45308a7.jpg: 640x640 3 Potholes, 21.4ms Speed: 4.8ms preprocess, 21.4ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-322_jpg.rf.1324a32aecc35a97ac380c3aa1911cf0.jpg: 640x640 3 Potholes, 31.6ms Speed: 6.2ms preprocess, 31.6ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-322_jpg.rf.31820c0e8dcda8a198ed48e5c685594d.jpg: 640x640 2 Potholes, 33.3ms Speed: 10.5ms preprocess, 33.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-322_jpg.rf.3efd47f78db832fe16d7321528f960ba.jpg: 640x640 3 Potholes, 21.3ms Speed: 4.0ms preprocess, 21.3ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-322_jpg.rf.aa52932141be98bee8231c1aa13c63f6.jpg: 640x640 1 Pothole, 21.4ms Speed: 4.7ms preprocess, 21.4ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-322_jpg.rf.b14825d776fea04c4e94014748327a49.jpg: 640x640 2 Potholes, 27.4ms Speed: 3.3ms preprocess, 27.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-322_jpg.rf.e38d765633243ab205e50465ee1a7cac.jpg: 640x640 2 Potholes, 21.6ms Speed: 4.4ms preprocess, 21.6ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-323_jpg.rf.17a177a75efdb1b3c9e7a3a75b438ac4.jpg: 640x640 1 Pothole, 21.7ms Speed: 6.4ms preprocess, 21.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-323_jpg.rf.49e851793206f4c1cd9a75c3a69c81d9.jpg: 640x640 2 Potholes, 34.2ms Speed: 9.0ms preprocess, 34.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-323_jpg.rf.5288ae6fcdca01e4d7cbfc3101fbde99.jpg: 640x640 3 Potholes, 35.3ms Speed: 5.4ms preprocess, 35.3ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-323_jpg.rf.99b71a11306c4c9211355a4496113d9e.jpg: 640x640 3 Potholes, 21.7ms Speed: 6.4ms preprocess, 21.7ms inference, 6.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-323_jpg.rf.a9ef6b211cacd32641e7e874e152c940.jpg: 640x640 2 Potholes, 42.8ms Speed: 5.6ms preprocess, 42.8ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-323_jpg.rf.c989f911c7548bd21fcffec858a7d043.jpg: 640x640 2 Potholes, 26.4ms Speed: 5.0ms preprocess, 26.4ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-324_jpg.rf.10d9073a3c01479e9e76f0efb69b1357.jpg: 640x640 2 Potholes, 54.0ms Speed: 19.7ms preprocess, 54.0ms inference, 8.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-324_jpg.rf.2b5ddfb08935596b8c7b9513e58d2c70.jpg: 640x640 3 Potholes, 30.9ms Speed: 5.2ms preprocess, 30.9ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-324_jpg.rf.6c34c225f71c8fc3a2a8fab0ba573737.jpg: 640x640 2 Potholes, 22.5ms Speed: 3.6ms preprocess, 22.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-324_jpg.rf.8c9d18bb61bd356cd2bf83ef98494bfe.jpg: 640x640 2 Potholes, 22.6ms Speed: 3.7ms preprocess, 22.6ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-324_jpg.rf.a165983deff6db0a7378a18c1c4c08fd.jpg: 640x640 2 Potholes, 22.9ms Speed: 4.5ms preprocess, 22.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-324_jpg.rf.ea2929edaad13e1673374a860a8c0ccc.jpg: 640x640 2 Potholes, 23.0ms Speed: 3.7ms preprocess, 23.0ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.03ad9e99f30b99b96c0cd08fae707d2f.jpg: 640x640 2 Potholes, 23.0ms Speed: 10.3ms preprocess, 23.0ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.20442e48d0c0916795e66f8ac5f90602.jpg: 640x640 1 Pothole, 22.8ms Speed: 3.7ms preprocess, 22.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.2b01891b6b8de6f17665e4cb4cf1473c.jpg: 640x640 2 Potholes, 21.0ms Speed: 5.4ms preprocess, 21.0ms inference, 6.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.2dfed19bd5b4397af5bfb732396c6bc1.jpg: 640x640 1 Pothole, 20.9ms Speed: 12.4ms preprocess, 20.9ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.321f488df41738c990878cfdd671004a.jpg: 640x640 1 Pothole, 29.5ms Speed: 4.7ms preprocess, 29.5ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.3d1235fc1f27dce0885c4edaf2bd5cae.jpg: 640x640 1 Pothole, 23.5ms Speed: 4.8ms preprocess, 23.5ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.70f5560de4a044b0a2cbde3595cc9317.jpg: 640x640 2 Potholes, 20.8ms Speed: 4.6ms preprocess, 20.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.81d42d6bd3ecb8c6a1e9bcdc6277351f.jpg: 640x640 1 Pothole, 20.8ms Speed: 5.2ms preprocess, 20.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.d362856aed9c77169743b8906f83e36d.jpg: 640x640 1 Pothole, 20.9ms Speed: 6.3ms preprocess, 20.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.d9bc3ea38ace151432d0dedb69de05a6.jpg: 640x640 2 Potholes, 19.8ms Speed: 4.2ms preprocess, 19.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-325_jpg.rf.fd1bda10ad9398809e686c61b7eca0e0.jpg: 640x640 2 Potholes, 22.9ms Speed: 5.4ms preprocess, 22.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-326_jpg.rf.2571e408e6840b48df87268d8bcf380a.jpg: 640x640 1 Pothole, 23.6ms Speed: 5.6ms preprocess, 23.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-326_jpg.rf.729bb4ebd6441f821ec2ad5411e95a8c.jpg: 640x640 1 Pothole, 19.6ms Speed: 3.3ms preprocess, 19.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-326_jpg.rf.b782c1e4ab334407cd07f3ee8159e46f.jpg: 640x640 1 Pothole, 28.6ms Speed: 5.7ms preprocess, 28.6ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-326_jpg.rf.d2603d82cff65cc68bd5659a8029c461.jpg: 640x640 1 Pothole, 26.3ms Speed: 3.6ms preprocess, 26.3ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.15a0debde0e8936a5ba8c706efd38af7.jpg: 640x640 1 Pothole, 30.7ms Speed: 3.2ms preprocess, 30.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.232236b9f4fdcb1465485e516ad80a1a.jpg: 640x640 2 Potholes, 19.6ms Speed: 5.0ms preprocess, 19.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.274fe5e52c0d6ff4d3fd1df2de1f1571.jpg: 640x640 1 Pothole, 19.8ms Speed: 3.0ms preprocess, 19.8ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.321149b3266bb4c52ae45d1d5f2a0c8e.jpg: 640x640 2 Potholes, 22.8ms Speed: 3.7ms preprocess, 22.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.35dd8050b0cfa609ca21a14ba09e57b0.jpg: 640x640 1 Pothole, 26.8ms Speed: 10.3ms preprocess, 26.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.4334ebb194c8cb693a594bccc41993f4.jpg: 640x640 2 Potholes, 19.2ms Speed: 4.0ms preprocess, 19.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.725b9d5e6fcc387dc781d9c40baeb30e.jpg: 640x640 2 Potholes, 19.9ms Speed: 6.4ms preprocess, 19.9ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.74d706f6b3e794cb042abecb7fe3c029.jpg: 640x640 2 Potholes, 24.6ms Speed: 3.0ms preprocess, 24.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.85374dfedca5e4c430d9cea635a416cf.jpg: 640x640 1 Pothole, 21.4ms Speed: 7.7ms preprocess, 21.4ms inference, 6.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.908eefac69c6c885e69a924613127c6d.jpg: 640x640 2 Potholes, 19.1ms Speed: 3.0ms preprocess, 19.1ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.e65039a3cf624eab74143440154ee8d1.jpg: 640x640 2 Potholes, 31.1ms Speed: 4.4ms preprocess, 31.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.f8064306e5196b8fc59b3153d4810d58.jpg: 640x640 2 Potholes, 19.2ms Speed: 4.5ms preprocess, 19.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-327_jpg.rf.f93166687d1932a35dfebe4d6d929891.jpg: 640x640 1 Pothole, 34.6ms Speed: 5.5ms preprocess, 34.6ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.11a67ce54b380e080e7c4592033942a0.jpg: 640x640 3 Potholes, 19.4ms Speed: 4.8ms preprocess, 19.4ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.19c789c4ba9c67c9382cce88f47f65d4.jpg: 640x640 2 Potholes, 27.9ms Speed: 6.3ms preprocess, 27.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.276248335afe0b250a47f343832f2504.jpg: 640x640 3 Potholes, 19.2ms Speed: 4.4ms preprocess, 19.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.55d7678ff627939a3324a46f788dddeb.jpg: 640x640 2 Potholes, 19.5ms Speed: 3.3ms preprocess, 19.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.6e29082b46e3dff458583afd4dcc2fdf.jpg: 640x640 1 Pothole, 23.0ms Speed: 7.0ms preprocess, 23.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.71000f1d8047d233df685a52216c2858.jpg: 640x640 3 Potholes, 19.3ms Speed: 5.2ms preprocess, 19.3ms inference, 7.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.9d883e3a8efce7e469efd7cdd4976380.jpg: 640x640 3 Potholes, 19.9ms Speed: 3.7ms preprocess, 19.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.b2bc7f7077b5f0b670bd6cd4d2d26259.jpg: 640x640 3 Potholes, 19.2ms Speed: 3.4ms preprocess, 19.2ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.da50caff8e09d1f285f1ad84d47c492f.jpg: 640x640 3 Potholes, 19.4ms Speed: 4.9ms preprocess, 19.4ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-328_jpg.rf.f40ca78838c2e00bb2063acd581d3ddf.jpg: 640x640 1 Pothole, 19.5ms Speed: 3.1ms preprocess, 19.5ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-329_jpg.rf.4db41c02e48b4b0ee75649607f38b896.jpg: 640x640 1 Pothole, 21.9ms Speed: 5.1ms preprocess, 21.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-329_jpg.rf.635d85b091455be330ae86430c515e1a.jpg: 640x640 1 Pothole, 19.2ms Speed: 4.9ms preprocess, 19.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-329_jpg.rf.c9e63ba9a989a0aed9209e80ace14424.jpg: 640x640 1 Pothole, 20.7ms Speed: 4.0ms preprocess, 20.7ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-330_jpg.rf.55888d237f912500d7aaf7cdd176b002.jpg: 640x640 1 Pothole, 24.4ms Speed: 4.2ms preprocess, 24.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-330_jpg.rf.f7fc57e93d9e67b33d8dc8d2bc226479.jpg: 640x640 1 Pothole, 19.4ms Speed: 4.6ms preprocess, 19.4ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-331_jpg.rf.3fdc76f527d6c6fcb5e9988ec4d5f216.jpg: 640x640 1 Pothole, 21.4ms Speed: 8.6ms preprocess, 21.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-331_jpg.rf.5c97110107f49d426bd05a8f85882e99.jpg: 640x640 1 Pothole, 20.8ms Speed: 6.8ms preprocess, 20.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-331_jpg.rf.7826855b3c06b33f5b3a73d7affbc209.jpg: 640x640 1 Pothole, 30.5ms Speed: 6.4ms preprocess, 30.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-332_jpg.rf.482a877c84215e135c3c3ec5b7710b1b.jpg: 640x640 1 Pothole, 20.0ms Speed: 3.6ms preprocess, 20.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-333_jpg.rf.21eb984eaa76da4c93d7b699219b635b.jpg: 640x640 1 Pothole, 22.3ms Speed: 5.5ms preprocess, 22.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-333_jpg.rf.79f56890ef92a67782933fae878a6d7c.jpg: 640x640 2 Potholes, 19.3ms Speed: 4.3ms preprocess, 19.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-333_jpg.rf.cbf1062b141cedce62c3b1002cf86979.jpg: 640x640 2 Potholes, 23.7ms Speed: 3.7ms preprocess, 23.7ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.02404158245eefbc8e5a8ea291a01b88.jpg: 640x640 (no detections), 18.7ms Speed: 4.0ms preprocess, 18.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.253ce11b327bebb8aa5c653f9f5d37a1.jpg: 640x640 2 Potholes, 19.1ms Speed: 3.7ms preprocess, 19.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.44910034312bf129c3367541dec6af46.jpg: 640x640 1 Pothole, 19.9ms Speed: 4.3ms preprocess, 19.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.45ed07976f98fec730367e3b261582df.jpg: 640x640 2 Potholes, 22.3ms Speed: 3.7ms preprocess, 22.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.64472ff0c29c89847857efaeae8aa400.jpg: 640x640 1 Pothole, 19.9ms Speed: 4.6ms preprocess, 19.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.9f6c65c999f032fbbf3ca80bc8af7b10.jpg: 640x640 (no detections), 25.8ms Speed: 6.5ms preprocess, 25.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.b128ca9893586abd38b2a85409f8fa89.jpg: 640x640 2 Potholes, 26.0ms Speed: 5.0ms preprocess, 26.0ms inference, 8.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.bdebe65189a8efeae8a18326df75db4a.jpg: 640x640 (no detections), 18.4ms Speed: 4.7ms preprocess, 18.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.c6a84f19ccf73f289b415325c02186f2.jpg: 640x640 2 Potholes, 18.4ms Speed: 3.4ms preprocess, 18.4ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.dd86d7b5aa0f7f6a53e8e85ef16971e4.jpg: 640x640 1 Pothole, 28.6ms Speed: 4.9ms preprocess, 28.6ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.dec57a2df526e9739e3a2691878efb62.jpg: 640x640 2 Potholes, 37.1ms Speed: 4.7ms preprocess, 37.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.e425a83cad477102599a0f91500c08b2.jpg: 640x640 2 Potholes, 18.8ms Speed: 2.5ms preprocess, 18.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-334_jpg.rf.f5311312ba84e5123a8eec1696ae1892.jpg: 640x640 1 Pothole, 19.8ms Speed: 6.6ms preprocess, 19.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-335_jpg.rf.365f3b183fe9770c7023ba4846a1bb68.jpg: 640x640 (no detections), 18.7ms Speed: 4.5ms preprocess, 18.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-335_jpg.rf.48079956230721332dfbf28c7cf63cd2.jpg: 640x640 1 Pothole, 19.2ms Speed: 3.4ms preprocess, 19.2ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-335_jpg.rf.6a9e70a568ae49f8bdfaa6c6eb5e2165.jpg: 640x640 1 Pothole, 18.8ms Speed: 7.2ms preprocess, 18.8ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-335_jpg.rf.993e70622331777d9992f9dc3e2fd81a.jpg: 640x640 1 Pothole, 20.1ms Speed: 4.5ms preprocess, 20.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-335_jpg.rf.a10959b33e34eb841526bac1f28ce885.jpg: 640x640 1 Pothole, 21.2ms Speed: 3.5ms preprocess, 21.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-335_jpg.rf.b200505be383812cb5e30461711fdc9c.jpg: 640x640 1 Pothole, 22.6ms Speed: 6.8ms preprocess, 22.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-335_jpg.rf.d218487518722049ef93e7c2399d1c8b.jpg: 640x640 1 Pothole, 18.8ms Speed: 3.7ms preprocess, 18.8ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-335_jpg.rf.de7c7fd1bb8a607c89c1d72ef6bf477d.jpg: 640x640 (no detections), 18.8ms Speed: 7.8ms preprocess, 18.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-336_jpg.rf.053435ca437a45ac0358078150cf9d80.jpg: 640x640 2 Potholes, 18.7ms Speed: 5.1ms preprocess, 18.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-336_jpg.rf.0674d22ec4f78c3a92c69cdc9fedc184.jpg: 640x640 2 Potholes, 37.9ms Speed: 6.2ms preprocess, 37.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-336_jpg.rf.48a874db4f139d94e47724f91a35bc70.jpg: 640x640 2 Potholes, 19.3ms Speed: 3.1ms preprocess, 19.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-336_jpg.rf.742ec4a7239cb773a76c6fba2fe8decf.jpg: 640x640 2 Potholes, 18.5ms Speed: 2.9ms preprocess, 18.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-336_jpg.rf.ae6266093eceb55bea96623c28c7376a.jpg: 640x640 2 Potholes, 18.5ms Speed: 4.6ms preprocess, 18.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-336_jpg.rf.f9a6f6ec577d62559a46eed9f7c8fa9f.jpg: 640x640 4 Potholes, 18.6ms Speed: 3.0ms preprocess, 18.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-336_jpg.rf.f9f24056f105c2dd28e62c5c5d46dff6.jpg: 640x640 2 Potholes, 17.5ms Speed: 3.2ms preprocess, 17.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.1df43430c9a3cfeebf796ac3b60a396c.jpg: 640x640 2 Potholes, 18.5ms Speed: 4.8ms preprocess, 18.5ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.45d7d5ec44858f0c7ee0fb4cdf933d11.jpg: 640x640 2 Potholes, 19.4ms Speed: 4.0ms preprocess, 19.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.478d834b7ca9c5cff82964afda4b8f36.jpg: 640x640 2 Potholes, 21.6ms Speed: 5.8ms preprocess, 21.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.5b421f44b1e3b9a3fed019cee52e0952.jpg: 640x640 2 Potholes, 20.7ms Speed: 8.4ms preprocess, 20.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.847bd3ac4f7508ef83b3f72a945657da.jpg: 640x640 2 Potholes, 25.9ms Speed: 8.5ms preprocess, 25.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.9c962e4032ba8f50330dd2335bdb7916.jpg: 640x640 2 Potholes, 22.3ms Speed: 3.8ms preprocess, 22.3ms inference, 10.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.a9a26a987805367b6568329750cc1036.jpg: 640x640 2 Potholes, 22.4ms Speed: 6.4ms preprocess, 22.4ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.ac85927ca766452da64d38bb2b8d1abb.jpg: 640x640 2 Potholes, 23.3ms Speed: 4.2ms preprocess, 23.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.b6598063396a4c6f47973e22cb755d31.jpg: 640x640 2 Potholes, 18.0ms Speed: 3.7ms preprocess, 18.0ms inference, 12.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-337_jpg.rf.e9e776c61ff7ca21bd68ce80466238cb.jpg: 640x640 2 Potholes, 17.7ms Speed: 4.5ms preprocess, 17.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.362e891a0ec616f09071be7455b3e343.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.0ms preprocess, 17.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.368c7da79ca987689e6dc651aad94737.jpg: 640x640 1 Pothole, 17.4ms Speed: 5.7ms preprocess, 17.4ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.3a2dba1deebd2f943a3409c47feed679.jpg: 640x640 1 Pothole, 17.4ms Speed: 2.4ms preprocess, 17.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.4c0c28a7470f1027cb1549da42897fce.jpg: 640x640 1 Pothole, 17.9ms Speed: 4.4ms preprocess, 17.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.5bb4a8e7cfc43e06745e2f30c988bfee.jpg: 640x640 1 Pothole, 18.6ms Speed: 3.2ms preprocess, 18.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.82c0213c34a13bab544542274c488f9b.jpg: 640x640 1 Pothole, 18.0ms Speed: 6.1ms preprocess, 18.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.8678a71858b07456a1fef446946301c2.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.0ms preprocess, 17.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.ad431e26aefbc06b40ed13d37a1202bc.jpg: 640x640 (no detections), 23.2ms Speed: 5.3ms preprocess, 23.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.b68aa7b4381a76b0fc4d5ea27f116bf1.jpg: 640x640 (no detections), 20.5ms Speed: 4.4ms preprocess, 20.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.cb9520fdb257839248be9e7fc22935de.jpg: 640x640 1 Pothole, 29.1ms Speed: 6.5ms preprocess, 29.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.cfb9b91633ce4507a3006fa1cf137a71.jpg: 640x640 1 Pothole, 18.2ms Speed: 6.5ms preprocess, 18.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-338_jpg.rf.fe45d75cd95181bbfe1c05efe232e406.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.1ms preprocess, 17.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.0b9f2c92c336ddf7856fcb8fddbabf07.jpg: 640x640 1 Pothole, 17.6ms Speed: 3.7ms preprocess, 17.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.1395a23f8ff833d1fd2890759d0a8289.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.3ms preprocess, 16.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.15c79e0859cb97c6f904040207d44ec8.jpg: 640x640 1 Pothole, 17.3ms Speed: 3.9ms preprocess, 17.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.33997863902a957377a0aef0865e80db.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.1ms preprocess, 16.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.47988a6401ae6391655907b9338b5ca9.jpg: 640x640 1 Pothole, 17.0ms Speed: 2.6ms preprocess, 17.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.49f0e2952189e726231b908c8fe55d6c.jpg: 640x640 1 Pothole, 20.6ms Speed: 5.6ms preprocess, 20.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.4d05d5f907647e19b5839a6f65cb5bb0.jpg: 640x640 1 Pothole, 20.4ms Speed: 3.9ms preprocess, 20.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.50f303d73f0583de4af9964b13058d25.jpg: 640x640 1 Pothole, 19.7ms Speed: 3.6ms preprocess, 19.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.55c1065fc99d7975f1c43b5be51da8a3.jpg: 640x640 1 Pothole, 17.3ms Speed: 4.3ms preprocess, 17.3ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.ad5d530fa8b23e7375fa96a7fbcab437.jpg: 640x640 1 Pothole, 24.2ms Speed: 4.3ms preprocess, 24.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.b56d7f92802db318fc2a03b1c700bf66.jpg: 640x640 1 Pothole, 20.8ms Speed: 4.4ms preprocess, 20.8ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.c9d84d7ac994573a383c46834506e242.jpg: 640x640 1 Pothole, 21.5ms Speed: 4.0ms preprocess, 21.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.db5e2302d62a8c8e642d5ecdbae74b80.jpg: 640x640 1 Pothole, 17.4ms Speed: 3.2ms preprocess, 17.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-339_jpg.rf.e36feeed8de210bde50ea67119cc977a.jpg: 640x640 1 Pothole, 17.2ms Speed: 4.9ms preprocess, 17.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-340_jpg.rf.4406a5e71a11f4b3062f9b51c84ef3a9.jpg: 640x640 1 Pothole, 17.6ms Speed: 3.7ms preprocess, 17.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-340_jpg.rf.6642d4974dda04134fd26b4be86b6816.jpg: 640x640 2 Potholes, 16.9ms Speed: 2.4ms preprocess, 16.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-340_jpg.rf.c114e7c80d75df6223292c09893a2496.jpg: 640x640 1 Pothole, 17.1ms Speed: 2.6ms preprocess, 17.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-341_jpg.rf.634dfad94e36c29146ac78b0367c0015.jpg: 640x640 1 Pothole, 16.8ms Speed: 2.3ms preprocess, 16.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-341_jpg.rf.8a5c2d5f0fc36ad88e1dff11c2f43851.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.7ms preprocess, 16.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-341_jpg.rf.a74ac02c489a6791c1503a0ed4febf43.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.5ms preprocess, 15.8ms inference, 8.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-341_jpg.rf.b7543a807c96501d043b0b94f4c57270.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.4ms preprocess, 15.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-341_jpg.rf.e465db05ef6562cdd04412611b9cecf0.jpg: 640x640 1 Pothole, 16.2ms Speed: 4.5ms preprocess, 16.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-342_jpg.rf.07ff3d9c849ec116b5a46d5e376aac2d.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.6ms preprocess, 16.2ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-342_jpg.rf.254f8f766bf4cfe9affa3222426121db.jpg: 640x640 2 Potholes, 15.9ms Speed: 3.7ms preprocess, 15.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-342_jpg.rf.720b76127aa72c52f917e1769670a730.jpg: 640x640 2 Potholes, 15.9ms Speed: 2.1ms preprocess, 15.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-342_jpg.rf.940c37eaecc8e9109e8c6395340f7145.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.1ms preprocess, 15.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-342_jpg.rf.a1698071491da8748c968e59153a59e2.jpg: 640x640 2 Potholes, 15.8ms Speed: 4.2ms preprocess, 15.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.0101a5d45e421676a6c0f1b4f2348f7f.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.6ms preprocess, 15.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.05d7d352af7bd2c41c1d34501ffe1205.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.5ms preprocess, 15.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.279f15ea81749851a63baace86dde840.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.4ms preprocess, 15.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.301ba72141a8040da954480813e377f8.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.0ms preprocess, 15.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.45481da4301ffed8d8714335aee7f5fe.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.3ms preprocess, 16.3ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.6be2b88e970f0adf39c8e51e593dff8d.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.7ms preprocess, 15.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.944ebe1d45a307ab70b63144dd92764a.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.1ms preprocess, 15.6ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.b776af85757c7c714cf151453aef479d.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.9ms preprocess, 15.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.d5910b7f511cc362f192b17a5986597f.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.0ms preprocess, 15.7ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-343_jpg.rf.edb46a948c627e4ca973a641179c4d31.jpg: 640x640 1 Pothole, 21.4ms Speed: 3.4ms preprocess, 21.4ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-344_jpg.rf.556c9188e5754f47ec2aade5033ff646.jpg: 640x640 1 Pothole, 16.1ms Speed: 5.7ms preprocess, 16.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-344_jpg.rf.7b85ead8fcf7b39e41a1469ac3f138c0.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.2ms preprocess, 15.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-345_jpg.rf.2827ab3458b71d684aaae8c75a9362d7.jpg: 640x640 2 Potholes, 15.4ms Speed: 3.8ms preprocess, 15.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-345_jpg.rf.4125333dd53cf93037288b9e1a6f856c.jpg: 640x640 2 Potholes, 16.3ms Speed: 4.8ms preprocess, 16.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-345_jpg.rf.5a1fdfa458910bc3662dc60cb43363a4.jpg: 640x640 1 Pothole, 21.8ms Speed: 2.9ms preprocess, 21.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-345_jpg.rf.799368c29728650b1ea53a3d75fd46d5.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.6ms preprocess, 15.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-345_jpg.rf.7fa9e795d04afa4a8890a0104ed46d2f.jpg: 640x640 2 Potholes, 15.7ms Speed: 4.5ms preprocess, 15.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-345_jpg.rf.832aa58ac08f6fe17a0261d32f2e75fc.jpg: 640x640 2 Potholes, 15.6ms Speed: 3.1ms preprocess, 15.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-345_jpg.rf.ed33fe258c150a4ff7794b26dc044ecb.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.9ms preprocess, 15.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-345_jpg.rf.ed987b1f2c37a93344eb79ad14c51c46.jpg: 640x640 2 Potholes, 15.5ms Speed: 3.2ms preprocess, 15.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-346_jpg.rf.0dbe3fcebbda457d39c22164992fc6c6.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.9ms preprocess, 15.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-346_jpg.rf.2907cad04b2077ed653a5f8bc79e7a69.jpg: 640x640 2 Potholes, 27.2ms Speed: 3.8ms preprocess, 27.2ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-346_jpg.rf.3f040df60281b6eecb87251721ae2492.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.9ms preprocess, 15.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-346_jpg.rf.5607575261c85e97b3d1795a03977f67.jpg: 640x640 2 Potholes, 15.5ms Speed: 3.8ms preprocess, 15.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-346_jpg.rf.6e9813e98df6aa3bb108cc1a464fdd4e.jpg: 640x640 (no detections), 15.5ms Speed: 4.6ms preprocess, 15.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-347_jpg.rf.4d68d7ea34d64c05854e335a3211832d.jpg: 640x640 2 Potholes, 15.5ms Speed: 3.6ms preprocess, 15.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-347_jpg.rf.8cf7a374d561fbc00582ebe0a5bee202.jpg: 640x640 2 Potholes, 15.3ms Speed: 2.3ms preprocess, 15.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-347_jpg.rf.8d1d6f8f1857336bc09c019639d3b66e.jpg: 640x640 2 Potholes, 15.7ms Speed: 3.1ms preprocess, 15.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-347_jpg.rf.9e37bae613b44a6d02fd8d28b8c8fd7d.jpg: 640x640 2 Potholes, 19.1ms Speed: 2.6ms preprocess, 19.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-347_jpg.rf.f71374614bc50688865ada5f0c56c03d.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.0ms preprocess, 15.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-348_jpg.rf.1052bd75a0e4039e5f39081142852e84.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-348_jpg.rf.2b4b62a0770dcc3dfb28316695b7ddb9.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.7ms preprocess, 13.2ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-348_jpg.rf.61a6a0b440649a80dc69aeadb5fb2340.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.2ms preprocess, 16.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-348_jpg.rf.673fdd602d5280792c972d256ce371aa.jpg: 640x640 1 Pothole, 12.8ms Speed: 3.0ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-348_jpg.rf.69d1726ee1f9bd4e630ac43b7ad567df.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.9ms preprocess, 16.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-348_jpg.rf.92f3624686a6086a69a9a20cd171069f.jpg: 640x640 1 Pothole, 19.8ms Speed: 5.2ms preprocess, 19.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-348_jpg.rf.b4b3ccee4382ceb08fee92c8219581d5.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.3ms preprocess, 16.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-349_jpg.rf.95c6de596378dd94be2d8677d17c4dd2.jpg: 640x640 1 Pothole, 22.5ms Speed: 6.1ms preprocess, 22.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-349_jpg.rf.bb6b7ae9bbdf5bae1b8f60d4778471ed.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.4ms preprocess, 12.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-349_jpg.rf.e7c0578e38215df830d98d96a53f442f.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.2ms preprocess, 13.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-350_jpg.rf.359d7ad8ac598b7f604c524173ca5a62.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.0ms preprocess, 13.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-350_jpg.rf.83bb6fe710fec555eb7b3d224c19b288.jpg: 640x640 1 Pothole, 19.5ms Speed: 4.2ms preprocess, 19.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-350_jpg.rf.9b62a3bfa5606be47caf39896087b971.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.5ms preprocess, 13.1ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-351_jpg.rf.4263fb006d811eeb21eba30d0f30f042.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.2ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-351_jpg.rf.d3b2d05a1298a498a3023ba5c6e93cde.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.1ms preprocess, 12.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-352_jpg.rf.2f1dd73a06a9d1c2ecd0d4ce3be78838.jpg: 640x640 7 Potholes, 17.3ms Speed: 4.1ms preprocess, 17.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-352_jpg.rf.71fa5055a851ae6b5067167b5ae6001b.jpg: 640x640 2 Potholes, 22.1ms Speed: 5.0ms preprocess, 22.1ms inference, 8.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-352_jpg.rf.da51ad638be55b16fda5e56fb9d102d6.jpg: 640x640 9 Potholes, 13.0ms Speed: 4.0ms preprocess, 13.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-353_jpg.rf.01546fdd7af6eb6d98a0514561e5df62.jpg: 640x640 5 Potholes, 12.8ms Speed: 2.9ms preprocess, 12.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-353_jpg.rf.262acd99871d1bdcf617019241308f45.jpg: 640x640 6 Potholes, 13.1ms Speed: 3.5ms preprocess, 13.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-353_jpg.rf.a2967c64c30ac5ab2dae8e8bd85362de.jpg: 640x640 6 Potholes, 14.7ms Speed: 5.7ms preprocess, 14.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-354_jpg.rf.14b1f1578bb41650203a78ff2792f899.jpg: 640x640 2 Potholes, 13.0ms Speed: 4.8ms preprocess, 13.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-354_jpg.rf.5b4ca3af1c15871a33efe6c52991950a.jpg: 640x640 2 Potholes, 12.8ms Speed: 1.9ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-354_jpg.rf.99605faa34123c783f177e0f3f5f0e3f.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.1ms preprocess, 12.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-354_jpg.rf.bb9b63a994b75890004161c3abae3cff.jpg: 640x640 2 Potholes, 13.0ms Speed: 3.2ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-354_jpg.rf.ccf0cbc5258dfa0884c65ad8b57284e3.jpg: 640x640 2 Potholes, 16.0ms Speed: 4.0ms preprocess, 16.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-354_jpg.rf.d4983b4c2ed25674df32ea631049f962.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.2ms preprocess, 12.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-354_jpg.rf.dbb1819159c99e02cd9bbb09392a14d5.jpg: 640x640 2 Potholes, 19.0ms Speed: 4.7ms preprocess, 19.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-354_jpg.rf.e233df8f28ebb7aab1ffba5ce5d969e7.jpg: 640x640 1 Pothole, 28.5ms Speed: 4.2ms preprocess, 28.5ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-355_jpg.rf.2cf8421ea471d28de4d057603a7db310.jpg: 640x640 6 Potholes, 21.0ms Speed: 4.2ms preprocess, 21.0ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-355_jpg.rf.7aa61afc16e1689a9f143ab599ee982b.jpg: 640x640 6 Potholes, 13.4ms Speed: 5.0ms preprocess, 13.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-355_jpg.rf.90a7111bed82c07684a7fdbebd7a6533.jpg: 640x640 7 Potholes, 12.7ms Speed: 3.3ms preprocess, 12.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-355_jpg.rf.a678fb63792dce07085088463a40a0b4.jpg: 640x640 7 Potholes, 12.9ms Speed: 3.4ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-355_jpg.rf.aeaabbee3267a866fd86680270d7c636.jpg: 640x640 7 Potholes, 13.3ms Speed: 3.2ms preprocess, 13.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-355_jpg.rf.ce48c5564f5cc87419073b3d81b73116.jpg: 640x640 6 Potholes, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-355_jpg.rf.e337dd0405fa6fffe3586c9ab250a3fe.jpg: 640x640 6 Potholes, 13.2ms Speed: 2.2ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-355_jpg.rf.f183206302d818de1ecd37dfd365b84c.jpg: 640x640 5 Potholes, 12.9ms Speed: 2.8ms preprocess, 12.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-356_jpg.rf.2653edc45ae71d4a01ffa681cced74da.jpg: 640x640 3 Potholes, 12.8ms Speed: 3.1ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-356_jpg.rf.3e7249136dac45f9d3dbca0d4f1238ae.jpg: 640x640 3 Potholes, 18.3ms Speed: 2.4ms preprocess, 18.3ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-356_jpg.rf.75220b29889ef3e08cc368f44e4c5df3.jpg: 640x640 3 Potholes, 21.1ms Speed: 4.2ms preprocess, 21.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-356_jpg.rf.cda42fe43533e6501330f0c54793ab0c.jpg: 640x640 3 Potholes, 13.2ms Speed: 3.4ms preprocess, 13.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-356_jpg.rf.ee5cd3f395fd7be644bb88896bca43e5.jpg: 640x640 3 Potholes, 13.0ms Speed: 5.4ms preprocess, 13.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-356_jpg.rf.fc8ec7f84a407ca4cdd078da7ad3bef7.jpg: 640x640 3 Potholes, 14.4ms Speed: 3.7ms preprocess, 14.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-358_jpg.rf.1fa8106f0677643eb6dccbd1c6e7fc3b.jpg: 640x640 2 Potholes, 18.6ms Speed: 5.9ms preprocess, 18.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-358_jpg.rf.f41b8e0059291db642300a5dd2d7f1f4.jpg: 640x640 3 Potholes, 13.1ms Speed: 3.8ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-359_jpg.rf.0fe3c330fca2d98007cbb395c60ed933.jpg: 640x640 6 Potholes, 15.7ms Speed: 6.6ms preprocess, 15.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-359_jpg.rf.27173da996b7b8708221b7df4eba8ad7.jpg: 640x640 3 Potholes, 15.1ms Speed: 3.1ms preprocess, 15.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-359_jpg.rf.48dcb8a180a77944328b351166d1aa9b.jpg: 640x640 5 Potholes, 15.0ms Speed: 3.3ms preprocess, 15.0ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-359_jpg.rf.6eb396bf6563d35bd0cb1f6da71cc583.jpg: 640x640 4 Potholes, 14.9ms Speed: 2.0ms preprocess, 14.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-359_jpg.rf.7858db3896ac3bb86d7900d7c8d7a4bf.jpg: 640x640 6 Potholes, 15.0ms Speed: 1.7ms preprocess, 15.0ms inference, 9.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-359_jpg.rf.8dff10aa6c47db2976cd15f5c7e5f579.jpg: 640x640 3 Potholes, 15.1ms Speed: 1.9ms preprocess, 15.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-360_jpg.rf.5c422f7b7dea734887a68216c2ce6c93.jpg: 640x640 1 Pothole, 19.3ms Speed: 2.6ms preprocess, 19.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-360_jpg.rf.677bfcebe776f28c4e2b921cc0361ab8.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.7ms preprocess, 15.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-360_jpg.rf.a191ba9776bfc965131e4e94cf697955.jpg: 640x640 1 Pothole, 15.5ms Speed: 6.0ms preprocess, 15.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-360_jpg.rf.a354c575bcba2e14678e04761e5cf5e0.jpg: 640x640 2 Potholes, 16.4ms Speed: 3.2ms preprocess, 16.4ms inference, 8.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-360_jpg.rf.c2a6f27095cfc26ea7b8396bf2e6bc84.jpg: 640x640 3 Potholes, 15.5ms Speed: 3.8ms preprocess, 15.5ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-360_jpg.rf.e5c382730c04e8f9788d2927a4be12dc.jpg: 640x640 2 Potholes, 23.1ms Speed: 7.1ms preprocess, 23.1ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-361_jpg.rf.1b67f958a63ae7ff73d3321596d8e093.jpg: 640x640 1 Pothole, 17.3ms Speed: 6.0ms preprocess, 17.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-361_jpg.rf.dc2e597150bdd13f67ae2c3a5fdd1d37.jpg: 640x640 2 Potholes, 15.5ms Speed: 4.8ms preprocess, 15.5ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-362_jpg.rf.3c34ebbbf02c0d9e3878b13dec9b4a6a.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.7ms preprocess, 15.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-362_jpg.rf.44bddce9af6b1599d9a65b8aa4036a34.jpg: 640x640 2 Potholes, 15.0ms Speed: 1.8ms preprocess, 15.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-362_jpg.rf.53bf750e62d4d19bb56d861c9eb7a38e.jpg: 640x640 2 Potholes, 16.0ms Speed: 3.6ms preprocess, 16.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-362_jpg.rf.d28498d526072984844a5bd0921729ef.jpg: 640x640 2 Potholes, 15.1ms Speed: 1.8ms preprocess, 15.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.201aed72e0746ada6fedb2da37155a9a.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.2ms preprocess, 15.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.2d2e46aae8bccb0fcf33a37420447de1.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.5ms preprocess, 15.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.395e71a9a9768fe0826ddee942d71e7c.jpg: 640x640 1 Pothole, 22.8ms Speed: 3.7ms preprocess, 22.8ms inference, 7.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.3d724950d3f8615ca41425ab760d994d.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.9ms preprocess, 15.3ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.6abc5e910c3f3ddbd7750b23ae1754a7.jpg: 640x640 1 Pothole, 17.5ms Speed: 5.6ms preprocess, 17.5ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.76f8d0da10b39e96e09e13c92e45ed1a.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.8ms preprocess, 16.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.80d2f4c940f620ce28f8656c7b00d878.jpg: 640x640 2 Potholes, 17.5ms Speed: 4.2ms preprocess, 17.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.a83217761b9adf743ede7c7996b593bb.jpg: 640x640 2 Potholes, 17.2ms Speed: 5.2ms preprocess, 17.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.b0cec978957bbe6fd67526d1bfa65b31.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.6ms preprocess, 15.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.b3384e342c69a51b0ddba3b2d0e7104e.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.4ms preprocess, 15.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-363_jpg.rf.ccf2b38271f9ae2b2b4cc3d27f80c04c.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.2ms preprocess, 15.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-364_jpg.rf.18b4af9d8251e2f13bc8377208ba777c.jpg: 640x640 1 Pothole, 16.1ms Speed: 4.5ms preprocess, 16.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-364_jpg.rf.2604fe649ee885aef017202b3b353946.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.5ms preprocess, 16.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-364_jpg.rf.31636d21c71f7fdbf5c6041889e96d65.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.5ms preprocess, 15.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-364_jpg.rf.c0f97ef2dbc8ce3fcc9922d99a32ee10.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.2ms preprocess, 15.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-364_jpg.rf.d046580ab21b0fe63606aed0aa118bdc.jpg: 640x640 1 Pothole, 19.7ms Speed: 3.9ms preprocess, 19.7ms inference, 8.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-364_jpg.rf.d51d9b016ffe980f7e02b239865e139d.jpg: 640x640 1 Pothole, 27.8ms Speed: 5.3ms preprocess, 27.8ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-364_jpg.rf.d8db33df860a0b2cc7e8c345edcc4595.jpg: 640x640 1 Pothole, 18.0ms Speed: 3.8ms preprocess, 18.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-364_jpg.rf.f1d69438c42bdde2d9d7ca4a24a13bc7.jpg: 640x640 1 Pothole, 20.0ms Speed: 5.2ms preprocess, 20.0ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-365_jpg.rf.35c5b13be69b6501e8899f7342b051ac.jpg: 640x640 2 Potholes, 19.4ms Speed: 6.1ms preprocess, 19.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-365_jpg.rf.3b0a8010d76867c3b6f57d44db71eecf.jpg: 640x640 1 Pothole, 20.3ms Speed: 4.7ms preprocess, 20.3ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-365_jpg.rf.64cffe37cc382de9a3a1e0da8b51d146.jpg: 640x640 1 Pothole, 16.4ms Speed: 4.2ms preprocess, 16.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-365_jpg.rf.7a4df731f670097224388d9cdc6c8f11.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.3ms preprocess, 15.2ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-365_jpg.rf.8d4718518a1338f7d78ff0874a7b3e7a.jpg: 640x640 1 Pothole, 15.0ms Speed: 4.5ms preprocess, 15.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-365_jpg.rf.c9e5607bfe3109e8bac4695af0d9af85.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.1ms preprocess, 14.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-365_jpg.rf.daeff943b913e2bd1af4ab05ad429ade.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.0ms preprocess, 15.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-366_jpg.rf.0508f58894bc7c32c6233a8464c00728.jpg: 640x640 2 Potholes, 15.0ms Speed: 4.0ms preprocess, 15.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-366_jpg.rf.1a45de5a9224bd7b782c4592eb3d3886.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.1ms preprocess, 15.9ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-366_jpg.rf.1aeb327f5c937418cb9ba2ad80021436.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.4ms preprocess, 12.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-366_jpg.rf.8e28007cbdfa1e7732d9c1034cc160ad.jpg: 640x640 1 Pothole, 23.8ms Speed: 5.2ms preprocess, 23.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-366_jpg.rf.a685c758e40ffcea7639295c19e7faec.jpg: 640x640 1 Pothole, 13.9ms Speed: 5.9ms preprocess, 13.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-366_jpg.rf.d311fd4b02119418f7095f960ee4e5ed.jpg: 640x640 2 Potholes, 25.9ms Speed: 5.8ms preprocess, 25.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.45175092ba919450a33065069b9d3f4e.jpg: 640x640 1 Pothole, 12.9ms Speed: 3.0ms preprocess, 12.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.5037a0cbf65f846420ab25f1a5d3862e.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.8ms preprocess, 12.8ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.668bf171509cec815f24cdb2111d9ef4.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.6ms preprocess, 13.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.6fe8f9a9cf610e1c4da60c7f76b7f5e0.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.70e789d084c172f3f694d69564ae5b7b.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.6ms preprocess, 13.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.78fdac5d5557e96696f29752980389b4.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.9ms preprocess, 13.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.8f6319e3acb6ba0f92d1afdc3b4e6a99.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.7ms preprocess, 15.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.91bef11c7d1e2519c3d34d451fe96fd7.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.a1cdeb36ebb81c01abd66289faeba0c6.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.1ms preprocess, 15.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.ecd3126a6cdf9bbf83a659f69e18b379.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.0ms preprocess, 12.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-367_jpg.rf.fb6b06bec5f65b2b8bd3bffdcc3e60c2.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.7ms preprocess, 13.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-368_jpg.rf.10cce4deff80945ee08193252e5b2b0c.jpg: 640x640 1 Pothole, 19.6ms Speed: 3.2ms preprocess, 19.6ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-368_jpg.rf.1b6fef711714796e71bc9e66ed7a320a.jpg: 640x640 2 Potholes, 14.8ms Speed: 6.4ms preprocess, 14.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-368_jpg.rf.71e83936ec8f04a7c940f6c849241595.jpg: 640x640 2 Potholes, 13.2ms Speed: 5.8ms preprocess, 13.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-368_jpg.rf.7b24ac13c1ceaa6f297c22032e6abce7.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.5ms preprocess, 13.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-369_jpg.rf.0535566206a439b4443cd83b46bd75b5.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-369_jpg.rf.2b333db52518c95d0f2b3c546413e521.jpg: 640x640 1 Pothole, 16.2ms Speed: 6.2ms preprocess, 16.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-369_jpg.rf.8beabf44c1055327600ba0e267a4456c.jpg: 640x640 1 Pothole, 14.2ms Speed: 4.9ms preprocess, 14.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-369_jpg.rf.95d2209dd2ff258008d5c054af9acdf6.jpg: 640x640 1 Pothole, 13.8ms Speed: 5.0ms preprocess, 13.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-369_jpg.rf.b8fc8fdb035ef142ad7fec059e32a34d.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.6ms preprocess, 13.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-369_jpg.rf.e9881d6f8a00ef412fd28b94af39d6e3.jpg: 640x640 1 Pothole, 17.7ms Speed: 6.6ms preprocess, 17.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-369_jpg.rf.ee7f22f6362b8401e43bd91f8caba0eb.jpg: 640x640 1 Pothole, 13.7ms Speed: 4.2ms preprocess, 13.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-370_jpg.rf.a2adb955ab75c6c7dde635f395a714f5.jpg: 640x640 1 Pothole, 12.9ms Speed: 4.4ms preprocess, 12.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-370_jpg.rf.a3e146e4eb9c5238aec854d647f0101a.jpg: 640x640 2 Potholes, 12.9ms Speed: 4.2ms preprocess, 12.9ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-370_jpg.rf.afd3ddeeeeba8e00bb57a9a2a3f16639.jpg: 640x640 1 Pothole, 25.6ms Speed: 8.0ms preprocess, 25.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-370_jpg.rf.f613ec0059d25dc34296e94e6b95a75c.jpg: 640x640 1 Pothole, 18.0ms Speed: 4.7ms preprocess, 18.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-371_jpg.rf.37ef3ab779cbb0b7bde10f20ac23cc98.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.4ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-371_jpg.rf.85ce5631e833e27dfac0281a605525f9.jpg: 640x640 1 Pothole, 20.9ms Speed: 3.6ms preprocess, 20.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-371_jpg.rf.b1d458bf3b3d66b12ce3adf3c844eb9e.jpg: 640x640 1 Pothole, 19.8ms Speed: 3.9ms preprocess, 19.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-372_jpg.rf.23e5f29653fac117e577c6b6c2743261.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.5ms preprocess, 15.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-372_jpg.rf.386f73dda147461a0a16f1e7e653f069.jpg: 640x640 1 Pothole, 16.9ms Speed: 2.9ms preprocess, 16.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-372_jpg.rf.5890f442e5edb8c8e7883d52d2a33466.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.2ms preprocess, 16.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-372_jpg.rf.843aef96c13a4a1b73c771832062354d.jpg: 640x640 1 Pothole, 12.9ms Speed: 5.2ms preprocess, 12.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-372_jpg.rf.9fb41796bb4cc278f4e3c3b04861e12d.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.8ms preprocess, 12.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-372_jpg.rf.edf275eb9d388d88d0b74e164cc93df9.jpg: 640x640 1 Pothole, 16.7ms Speed: 4.4ms preprocess, 16.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-373_jpg.rf.7bd247b31988459377804c293043acd2.jpg: 640x640 1 Pothole, 19.9ms Speed: 3.7ms preprocess, 19.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-373_jpg.rf.a7b3141fc8eedb37a863e7f5cfb62974.jpg: 640x640 1 Pothole, 22.8ms Speed: 7.6ms preprocess, 22.8ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-373_jpg.rf.b5c10caaa4036cb499662ca063e8e091.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.7ms preprocess, 15.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-375_jpg.rf.2d30c7261bd755bec55b41ea4fb50cee.jpg: 640x640 (no detections), 15.4ms Speed: 3.3ms preprocess, 15.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-375_jpg.rf.2edc24968ac5dd0b609466e692cb31f4.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.4ms preprocess, 15.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-375_jpg.rf.4d100b65e9fb6398f9383016a722c9ee.jpg: 640x640 (no detections), 15.3ms Speed: 3.7ms preprocess, 15.3ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-375_jpg.rf.6c5c6f4963c0048c8e6d341496e5151c.jpg: 640x640 (no detections), 15.3ms Speed: 4.2ms preprocess, 15.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-375_jpg.rf.7c770dd15f36b7fcda219a87c4fca14c.jpg: 640x640 1 Pothole, 18.0ms Speed: 4.6ms preprocess, 18.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-375_jpg.rf.9df66bb7663f892f62e02544d3ea2da1.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.0ms preprocess, 15.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-375_jpg.rf.9ffd62a8c6033884e40cb8ef9f4f7ca3.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.2ms preprocess, 15.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-375_jpg.rf.ec2f2edc19fc3ffbb5744cf4c7b318b0.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.0ms preprocess, 15.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-376_jpg.rf.554b694a63b89faea312bf1dc5119f1a.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.5ms preprocess, 15.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-376_jpg.rf.e991f765dab584831a8bbd87b2223970.jpg: 640x640 1 Pothole, 17.9ms Speed: 5.1ms preprocess, 17.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-376_jpg.rf.ea034bacd25f2a5728bd7b0043111703.jpg: 640x640 1 Pothole, 16.2ms Speed: 4.8ms preprocess, 16.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-377_jpg.rf.0d9d0811c067fa7b41121d35a2462208.jpg: 640x640 3 Potholes, 15.5ms Speed: 2.1ms preprocess, 15.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-377_jpg.rf.0e58686152ddb36b927ee6cad7a03cdb.jpg: 640x640 3 Potholes, 15.7ms Speed: 3.2ms preprocess, 15.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-377_jpg.rf.1a7cc770d939601bc6928239774a13e6.jpg: 640x640 3 Potholes, 15.9ms Speed: 2.8ms preprocess, 15.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-377_jpg.rf.260eabeadd24124475040ce49ec85a78.jpg: 640x640 2 Potholes, 15.9ms Speed: 4.3ms preprocess, 15.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-377_jpg.rf.280d7330134041972c0fc5126040d4ea.jpg: 640x640 (no detections), 16.8ms Speed: 3.0ms preprocess, 16.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-377_jpg.rf.6bcb1293f72b2da262a8eabca03c44b5.jpg: 640x640 3 Potholes, 23.0ms Speed: 4.8ms preprocess, 23.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-377_jpg.rf.95dce32da922704f722c57830cedfa5f.jpg: 640x640 2 Potholes, 19.1ms Speed: 3.3ms preprocess, 19.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-377_jpg.rf.ce17f462bbbda9de64319275503cfd43.jpg: 640x640 3 Potholes, 16.0ms Speed: 5.2ms preprocess, 16.0ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-378_jpg.rf.3712593fd27880089120b0e97d2c7b53.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.0ms preprocess, 15.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-378_jpg.rf.59a1b638505da88340594a92611f8436.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.4ms preprocess, 15.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-378_jpg.rf.904e7965d78e8dedfea333ba853f552a.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.0ms preprocess, 15.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-378_jpg.rf.9c118348cc9b3da8ebc4b8de9363c10b.jpg: 640x640 1 Pothole, 15.4ms Speed: 5.0ms preprocess, 15.4ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-378_jpg.rf.d9605f3009feba0183ecf38a573d9e99.jpg: 640x640 1 Pothole, 15.8ms Speed: 2.9ms preprocess, 15.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.1af6d51b6aadd2dcdb3ea97cc13c4a1c.jpg: 640x640 2 Potholes, 15.6ms Speed: 2.2ms preprocess, 15.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.28ae96f3236b19d45917b95a16dc7119.jpg: 640x640 2 Potholes, 18.8ms Speed: 3.3ms preprocess, 18.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.29d2ce8ebd5cf492487e23d7e12dc7b0.jpg: 640x640 2 Potholes, 15.1ms Speed: 2.6ms preprocess, 15.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.5c25b11a96431353f58271a56f62bdb4.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.2ms preprocess, 15.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.629063f18a67cbc00833a6e8d497b60e.jpg: 640x640 (no detections), 15.5ms Speed: 3.3ms preprocess, 15.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.706c30325e16502bb1437c5326fb07f5.jpg: 640x640 1 Pothole, 15.4ms Speed: 5.9ms preprocess, 15.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.74ccd82cd4992ca9335f9cc97b6be1f2.jpg: 640x640 1 Pothole, 21.4ms Speed: 4.4ms preprocess, 21.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.bdc9766c0d696c948410a2f245647bd7.jpg: 640x640 1 Pothole, 24.0ms Speed: 4.1ms preprocess, 24.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.cf97a3f37eb004f6cbc81f173d588bfc.jpg: 640x640 2 Potholes, 15.6ms Speed: 4.7ms preprocess, 15.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.d9f5f43615ac25fbb6c19f93983f768e.jpg: 640x640 2 Potholes, 15.0ms Speed: 3.8ms preprocess, 15.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.f78da01a264122ddd30ffca86bcb04e2.jpg: 640x640 2 Potholes, 15.6ms Speed: 2.5ms preprocess, 15.6ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-379_jpg.rf.f86de573b88b0555c69ffa07e99b8757.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.6ms preprocess, 14.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-380_jpg.rf.2870c6dc9722b10777f701ed9f4b71bc.jpg: 640x640 1 Pothole, 21.8ms Speed: 2.5ms preprocess, 21.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-380_jpg.rf.e2a360f75f9370ce5569d392dfbde861.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.4ms preprocess, 15.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-381_jpg.rf.1bef89ce0401cf2d091cfdfaeb64e3bc.jpg: 640x640 1 Pothole, 15.7ms Speed: 6.1ms preprocess, 15.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-381_jpg.rf.22faa98c72733c8307d214c58a34e3f3.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.6ms preprocess, 15.0ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-381_jpg.rf.436bd8fb7c4e10eaf53d0c07bc99b7ed.jpg: 640x640 1 Pothole, 15.2ms Speed: 5.2ms preprocess, 15.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-381_jpg.rf.83ef4578fa50a71dd582ea18493b8de5.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.5ms preprocess, 15.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-381_jpg.rf.ea53d5fd21bc3bac4de6a6f872ffefb0.jpg: 640x640 1 Pothole, 15.0ms Speed: 4.7ms preprocess, 15.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-381_jpg.rf.fc45521688657a6bfd39ffc7fe368db5.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.4ms preprocess, 15.3ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-382_jpg.rf.3b9ffad53182df385a36682d7f5e8bb3.jpg: 640x640 1 Pothole, 24.3ms Speed: 9.2ms preprocess, 24.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-382_jpg.rf.702c6dc71466f7798e4e9abc47af7dce.jpg: 640x640 2 Potholes, 14.9ms Speed: 2.8ms preprocess, 14.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-382_jpg.rf.9c8871b99fb3c5fdcc4fe571b0b73935.jpg: 640x640 1 Pothole, 19.8ms Speed: 4.0ms preprocess, 19.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-382_jpg.rf.9ec7630d0027c8efcf3a520f778abd04.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.3ms preprocess, 15.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-382_jpg.rf.e6b6465bd8e8586c2d3c69721f3d3582.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.4ms preprocess, 15.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-384_jpg.rf.1ffd762a45909d7afa4377af5edf14f9.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.8ms preprocess, 15.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-384_jpg.rf.28957e6dbf680270fa6052bdaacc5d8e.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.9ms preprocess, 14.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-384_jpg.rf.cec317fa110bd3652b42596a4c1213ce.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.5ms preprocess, 15.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.013446326df038ea459ce197784c1ad1.jpg: 640x640 (no detections), 17.5ms Speed: 3.4ms preprocess, 17.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.10a47d73821a7f9ecb784053cc2c296f.jpg: 640x640 1 Pothole, 16.2ms Speed: 4.1ms preprocess, 16.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.1fe10d6021dcb0d8a1f6eb4c1905203e.jpg: 640x640 (no detections), 22.3ms Speed: 4.5ms preprocess, 22.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.3bec38de2081494a3f368ba42f079c74.jpg: 640x640 1 Pothole, 19.3ms Speed: 4.6ms preprocess, 19.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.488eaa9afae5aa38b16b865de6c1a3ee.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.7ms preprocess, 15.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.4d62cff07ff4c28d6ae7d7537d00d55d.jpg: 640x640 (no detections), 15.9ms Speed: 3.5ms preprocess, 15.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.873bec0391c18bcc916c7c8b85566056.jpg: 640x640 1 Pothole, 20.4ms Speed: 5.6ms preprocess, 20.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.8a7d8689867d977a6d2243ca2b0ef62c.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.3ms preprocess, 14.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.b0b80877b625cf82a980bb300aa3574e.jpg: 640x640 2 Potholes, 15.5ms Speed: 4.5ms preprocess, 15.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.b1b62148b989a43883ae81dc8b789a29.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.8ms preprocess, 14.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.b9278235a94d6c9df02a84b51eb2b647.jpg: 640x640 2 Potholes, 14.9ms Speed: 3.8ms preprocess, 14.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-386_jpg.rf.f229e1c016646e36ceb49189dbd6f3cf.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.0ms preprocess, 14.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-387_jpg.rf.958fe44f0759b79683036d1687d93d2a.jpg: 640x640 3 Potholes, 14.8ms Speed: 3.3ms preprocess, 14.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-387_jpg.rf.a659fb9018b57793c61050ccf7540d9e.jpg: 640x640 5 Potholes, 15.2ms Speed: 3.3ms preprocess, 15.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-387_jpg.rf.d39bf07f082082cd13af45f305e96185.jpg: 640x640 1 Pothole, 13.5ms Speed: 4.6ms preprocess, 13.5ms inference, 9.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-387_jpg.rf.ed1292e1667703a60b0e852e2fe92292.jpg: 640x640 3 Potholes, 32.2ms Speed: 4.4ms preprocess, 32.2ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-388_jpg.rf.0f4cc4f5cb3728a48ed116c71c9ac828.jpg: 640x640 5 Potholes, 22.2ms Speed: 4.8ms preprocess, 22.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-388_jpg.rf.10812840cf6d376dffdda9a671fe15a6.jpg: 640x640 5 Potholes, 12.8ms Speed: 2.5ms preprocess, 12.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-388_jpg.rf.35ce9b9d028de2404b2880a6f4fd14f8.jpg: 640x640 1 Pothole, 15.0ms Speed: 5.5ms preprocess, 15.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-388_jpg.rf.738633a9198ef8d16f1894ef17682291.jpg: 640x640 1 Pothole, 13.3ms Speed: 5.6ms preprocess, 13.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-388_jpg.rf.871483e4172e77878e7514c4ec5f1ae4.jpg: 640x640 1 Pothole, 13.3ms Speed: 1.8ms preprocess, 13.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-388_jpg.rf.ab5f6fd3cc643b3487b8cae8bd2d26da.jpg: 640x640 6 Potholes, 13.5ms Speed: 2.9ms preprocess, 13.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-388_jpg.rf.af76a7541ba89585371db43b074a1717.jpg: 640x640 6 Potholes, 12.8ms Speed: 2.0ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-388_jpg.rf.b17710da8779bad2b13365ef2dcc0c28.jpg: 640x640 6 Potholes, 13.9ms Speed: 3.1ms preprocess, 13.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.05b47a3abce078db2ac8937c60465e06.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.0a43aa2b3113fa91dbf936eca715cc88.jpg: 640x640 3 Potholes, 25.6ms Speed: 4.0ms preprocess, 25.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.123531eca8152629fd135a05c10f7816.jpg: 640x640 3 Potholes, 12.9ms Speed: 2.4ms preprocess, 12.9ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.1dc038236d24fa061dc5666ef988897d.jpg: 640x640 3 Potholes, 12.9ms Speed: 2.9ms preprocess, 12.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.3181f398d16f95913bb7a8f220450447.jpg: 640x640 3 Potholes, 18.3ms Speed: 3.6ms preprocess, 18.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.4be2d83a5c67282647df5799f3f71ea9.jpg: 640x640 4 Potholes, 13.9ms Speed: 4.1ms preprocess, 13.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.745ddddfa4630350de66befef5f7c268.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.7ms preprocess, 16.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.9a60beeae0bf3e908c8a4106c4eaee57.jpg: 640x640 5 Potholes, 12.9ms Speed: 2.0ms preprocess, 12.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-389_jpg.rf.a27cf4ee2e12aea3b51c9671fefce840.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.8ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.1d45623f04f0b82d7a8ca07a5d408859.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.1ms preprocess, 13.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.33d7e19da978f3e0466ec810559aa036.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.3ms preprocess, 13.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.4f633ecb48dd70a0e95b8a4a2df529d0.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.9ms preprocess, 15.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.5a79d527e38979a0e8a6c6364477fef0.jpg: 640x640 1 Pothole, 13.8ms Speed: 4.1ms preprocess, 13.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.6c475b5c0f7b051df31b025a7eda6ef9.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.3ms preprocess, 13.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.9feede949f9aafb88542773fec362cb4.jpg: 640x640 1 Pothole, 26.4ms Speed: 4.6ms preprocess, 26.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.d0f6c5f44341e949350d654071412022.jpg: 640x640 1 Pothole, 16.7ms Speed: 5.9ms preprocess, 16.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.e40108679e017ec78edf4cde98e58aeb.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.2ms preprocess, 16.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-390_jpg.rf.ef0715cc4ecf0d83c97e46863329057b.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.5ms preprocess, 15.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-391_jpg.rf.060159b04b5bc71760632ad77e5c5a62.jpg: 640x640 1 Pothole, 13.3ms Speed: 5.3ms preprocess, 13.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-391_jpg.rf.12b8b4a916bfb0540d7f6443ea9edb36.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.1ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-391_jpg.rf.246d5154bd2ea27302a15e6f657e10c8.jpg: 640x640 2 Potholes, 13.0ms Speed: 4.0ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-391_jpg.rf.b878a6a5abb80b8227359e80b79b7072.jpg: 640x640 (no detections), 12.8ms Speed: 1.8ms preprocess, 12.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-392_jpg.rf.01747a07f5a081551631c61f008ebe56.jpg: 640x640 1 Pothole, 16.6ms Speed: 2.3ms preprocess, 16.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-392_jpg.rf.6ae1741f0e7e9298fa68e4b36a43ce5b.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.5ms preprocess, 16.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-392_jpg.rf.790e035aa2ec9146e685f46442d2ab7b.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.5ms preprocess, 13.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-392_jpg.rf.86aab24f371c39d1a6ba3e97f9ecb0d3.jpg: 640x640 1 Pothole, 13.5ms Speed: 3.1ms preprocess, 13.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-392_jpg.rf.f367997a3723e5b5b4de46a97fbb54ee.jpg: 640x640 1 Pothole, 15.8ms Speed: 2.9ms preprocess, 15.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-392_jpg.rf.f61be455686d8f8f26e07bbac207c2bf.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.0ms preprocess, 13.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-394_jpg.rf.1b0d7b50640cbabc2e6de5262445285e.jpg: 640x640 2 Potholes, 17.4ms Speed: 3.7ms preprocess, 17.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-394_jpg.rf.3fd34efadbea2a8b72664295e3da9323.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.3ms preprocess, 12.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-394_jpg.rf.547bcbd40d47fa017dd947eac0d42134.jpg: 640x640 3 Potholes, 12.9ms Speed: 2.8ms preprocess, 12.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-394_jpg.rf.7f9ab35327db00c6a6d48b7195752faa.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.6ms preprocess, 12.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-394_jpg.rf.bb4731d9f7e971f901b7d9b006587968.jpg: 640x640 2 Potholes, 17.3ms Speed: 6.0ms preprocess, 17.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-394_jpg.rf.d2d00c8534f0caa34ad61cf815cf810a.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.5ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-394_jpg.rf.d8aa8ea2ae204e481ca8120e8e022d2f.jpg: 640x640 2 Potholes, 14.2ms Speed: 4.1ms preprocess, 14.2ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-395_jpg.rf.035010a3f8c78b2a55499fa3abe26c64.jpg: 640x640 4 Potholes, 13.0ms Speed: 2.6ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-395_jpg.rf.23aec4d2d4aec04ea4897c2207ccc714.jpg: 640x640 3 Potholes, 14.4ms Speed: 5.3ms preprocess, 14.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-395_jpg.rf.4b8a84233f78f3152f12f85db26fc812.jpg: 640x640 3 Potholes, 14.6ms Speed: 2.3ms preprocess, 14.6ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-395_jpg.rf.777bee9a7628bfd21b6da6855cc36b43.jpg: 640x640 4 Potholes, 14.3ms Speed: 3.2ms preprocess, 14.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-395_jpg.rf.91a042385aeb3496a66ae0563ae25754.jpg: 640x640 2 Potholes, 14.5ms Speed: 3.0ms preprocess, 14.5ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-395_jpg.rf.be4d57119541585208bca8f5376d9701.jpg: 640x640 3 Potholes, 14.6ms Speed: 3.3ms preprocess, 14.6ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.16c2ddf51d091fa0bd96b1c5915addd2.jpg: 640x640 2 Potholes, 26.0ms Speed: 12.9ms preprocess, 26.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.4cf0b49901a35f44029c63280aa12b12.jpg: 640x640 1 Pothole, 19.5ms Speed: 3.3ms preprocess, 19.5ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.64b3059cc4732a067048a72472a06c2d.jpg: 640x640 2 Potholes, 17.8ms Speed: 4.5ms preprocess, 17.8ms inference, 14.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.8c44fc392eb417c2beb719a641ed872e.jpg: 640x640 2 Potholes, 21.3ms Speed: 5.0ms preprocess, 21.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.8f05ed68ee481fcf3daba96b9a5be0c8.jpg: 640x640 1 Pothole, 20.2ms Speed: 3.7ms preprocess, 20.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.9e4a58d225827bb5ff56087391d2a073.jpg: 640x640 1 Pothole, 15.0ms Speed: 4.2ms preprocess, 15.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.b6e2d8a1da105c19dcfe9f660d7bd7f8.jpg: 640x640 2 Potholes, 14.6ms Speed: 2.5ms preprocess, 14.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.e3fb987bfd2bebe66c28fff63aeb43ba.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.7ms preprocess, 14.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.f96a87c03ccb0cd00048a4e8504d905f.jpg: 640x640 2 Potholes, 19.7ms Speed: 2.9ms preprocess, 19.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.fe933e21b2991d4a1bc192bdceab4ecd.jpg: 640x640 3 Potholes, 14.7ms Speed: 3.0ms preprocess, 14.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.ff13f174cf9bb6b2566fb029f39f437c.jpg: 640x640 2 Potholes, 15.1ms Speed: 3.4ms preprocess, 15.1ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-396_jpg.rf.ff693a3c8bb66592a95ba6dc2c286bf4.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.8ms preprocess, 14.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-397_jpg.rf.2247f56de114106019376c2e119acf4a.jpg: 640x640 1 Pothole, 37.5ms Speed: 4.4ms preprocess, 37.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-397_jpg.rf.67d28cf08623a0bf69dbd94c5f06ac54.jpg: 640x640 2 Potholes, 16.5ms Speed: 3.5ms preprocess, 16.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-397_jpg.rf.9729e20a1d5ee86046253a7439438f06.jpg: 640x640 1 Pothole, 17.5ms Speed: 4.8ms preprocess, 17.5ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-397_jpg.rf.dbd7b53de0a9d428d8781b4334007050.jpg: 640x640 1 Pothole, 20.4ms Speed: 4.6ms preprocess, 20.4ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-397_jpg.rf.f0b28bd4845564937e004a630f9ec2c2.jpg: 640x640 1 Pothole, 21.8ms Speed: 5.0ms preprocess, 21.8ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-397_jpg.rf.f59f3ebf1d6f97983fdb7d39e30f09df.jpg: 640x640 2 Potholes, 15.7ms Speed: 4.7ms preprocess, 15.7ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-398_jpg.rf.40e6ca2f963b57a650c33dd811b7ea84.jpg: 640x640 2 Potholes, 14.9ms Speed: 2.8ms preprocess, 14.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-398_jpg.rf.602853b19e15ceaa60023951beb963fa.jpg: 640x640 2 Potholes, 15.4ms Speed: 3.8ms preprocess, 15.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-398_jpg.rf.67046e9b047713996595552624eef2cc.jpg: 640x640 2 Potholes, 15.0ms Speed: 2.9ms preprocess, 15.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-398_jpg.rf.6e0e78548e9aad249f2e927b4d161830.jpg: 640x640 2 Potholes, 15.8ms Speed: 3.6ms preprocess, 15.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-399_jpg.rf.08dca45b0d709717f2368f1966df7b37.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.4ms preprocess, 15.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-399_jpg.rf.1a6ac5f26505ead946b84dfa77089215.jpg: 640x640 2 Potholes, 12.7ms Speed: 2.4ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-399_jpg.rf.586b011b63d933d01a6c6df288d8904e.jpg: 640x640 1 Pothole, 12.9ms Speed: 2.5ms preprocess, 12.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-399_jpg.rf.5ea62048e78252367bb3b3d7893308c7.jpg: 640x640 1 Pothole, 12.9ms Speed: 4.4ms preprocess, 12.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-0_jpg.rf.3232cd2fb5acfb6c1214231f3345206a.jpg: 640x640 8 Potholes, 12.8ms Speed: 3.2ms preprocess, 12.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-0_jpg.rf.53f96e89398f0609b83f52c5a66aff3f.jpg: 640x640 8 Potholes, 12.8ms Speed: 2.6ms preprocess, 12.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-0_jpg.rf.744cdad53981d03107e53b0e29c443a3.jpg: 640x640 1 Pothole, 16.5ms Speed: 3.0ms preprocess, 16.5ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-10_jpg.rf.00854fab9c580764c492540108ca25c9.jpg: 640x640 13 Potholes, 24.7ms Speed: 5.8ms preprocess, 24.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-10_jpg.rf.a75b3c72145b05492d5806ffa3f8ca93.jpg: 640x640 1 Pothole, 19.1ms Speed: 5.7ms preprocess, 19.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-10_jpg.rf.d92d1a57f1c6750d6220ee91f9d63d41.jpg: 640x640 3 Potholes, 12.8ms Speed: 3.7ms preprocess, 12.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-11_jpg.rf.6c65a6591d7f888ba634fc8813407b31.jpg: 640x640 11 Potholes, 13.7ms Speed: 2.6ms preprocess, 13.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-11_jpg.rf.a53fe980998e6fe7a326fdb5ea1f630f.jpg: 640x640 1 Pothole, 24.9ms Speed: 6.5ms preprocess, 24.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-11_jpg.rf.ee6b9b02819647c68c769360fc360d5b.jpg: 640x640 1 Pothole, 13.0ms Speed: 4.5ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-12_jpg.rf.2acbe273728d3c95b6cd526f3d70007a.jpg: 640x640 9 Potholes, 12.7ms Speed: 2.9ms preprocess, 12.7ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-12_jpg.rf.519338b0dde459efa5aced541f2db3e6.jpg: 640x640 (no detections), 24.5ms Speed: 3.9ms preprocess, 24.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-12_jpg.rf.cb12afbe454e0b84906b9fcb5dee6c85.jpg: 640x640 (no detections), 18.2ms Speed: 4.9ms preprocess, 18.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-14_jpg.rf.3f96a160b0122b798f62238bfc000158.jpg: 640x640 9 Potholes, 12.7ms Speed: 4.3ms preprocess, 12.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-15_jpg.rf.a97c55eecab8bfc0f3701e08aaffefc4.jpg: 640x640 10 Potholes, 14.3ms Speed: 2.6ms preprocess, 14.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-15_jpg.rf.b5b277cddb9573c054dff0f3a3d8a0f7.jpg: 640x640 10 Potholes, 13.0ms Speed: 2.9ms preprocess, 13.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-15_jpg.rf.b73b26a6077ffa53e80f73a92f762932.jpg: 640x640 10 Potholes, 14.9ms Speed: 4.3ms preprocess, 14.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-16_jpg.rf.9da46372c7ea3188736a671618b0951f.jpg: 640x640 8 Potholes, 12.8ms Speed: 3.3ms preprocess, 12.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-16_jpg.rf.a4cfe2141ba4d14d82f8a970f5ef18b6.jpg: 640x640 9 Potholes, 12.8ms Speed: 2.6ms preprocess, 12.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-16_jpg.rf.b897b281ef1561f08427d797f9127190.jpg: 640x640 9 Potholes, 13.0ms Speed: 2.9ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-17_jpg.rf.81b325e1b6939d048df73841d285de7a.jpg: 640x640 9 Potholes, 16.7ms Speed: 4.4ms preprocess, 16.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-18_jpg.rf.af62af6219f88f7f326527dbd6735ca1.jpg: 640x640 9 Potholes, 12.9ms Speed: 4.3ms preprocess, 12.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-19_jpg.rf.25171160755b4293e39d6321e0a0127c.jpg: 640x640 10 Potholes, 16.8ms Speed: 2.9ms preprocess, 16.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-19_jpg.rf.32f220820312b6f117da649bdf6ca1ca.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.6ms preprocess, 13.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-19_jpg.rf.59b8380b72b9fe834204e40baf6e72c8.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.3ms preprocess, 12.5ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-1_jpg.rf.0de23551afe3f48d9e4c34791456e492.jpg: 640x640 9 Potholes, 24.8ms Speed: 2.3ms preprocess, 24.8ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-1_jpg.rf.d04b43767262ef8733fe7e845bfbccb6.jpg: 640x640 1 Pothole, 16.0ms Speed: 5.6ms preprocess, 16.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-1_jpg.rf.ec350c76e5563fda6438f92350cfab8d.jpg: 640x640 9 Potholes, 13.5ms Speed: 4.7ms preprocess, 13.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-21_jpg.rf.7a40cda385a51ddee710e17a95d71e0b.jpg: 640x640 5 Potholes, 12.7ms Speed: 3.3ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-21_jpg.rf.80deb5ad047f2f25af03a1b8c96f4762.jpg: 640x640 7 Potholes, 20.6ms Speed: 3.3ms preprocess, 20.6ms inference, 8.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-21_jpg.rf.cc7250b8114d7b42cba05fd89b15886c.jpg: 640x640 2 Potholes, 19.5ms Speed: 3.7ms preprocess, 19.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-22_jpg.rf.2eee2c55bb64ef71df9a349e78f958a7.jpg: 640x640 2 Potholes, 14.9ms Speed: 4.8ms preprocess, 14.9ms inference, 6.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-22_jpg.rf.50c4e943153b9fcb203170657b2573b6.jpg: 640x640 3 Potholes, 34.1ms Speed: 5.5ms preprocess, 34.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-22_jpg.rf.ef25e2ee1eacf5b312d91e6bf0cacf37.jpg: 640x640 1 Pothole, 13.3ms Speed: 5.5ms preprocess, 13.3ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-23_jpg.rf.32eb26d113a4e0cbd25eaa51f9fbcb05.jpg: 640x640 3 Potholes, 12.5ms Speed: 2.3ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-23_jpg.rf.3cae16af6f8a451b43deef5cc84c6d34.jpg: 640x640 3 Potholes, 12.5ms Speed: 2.2ms preprocess, 12.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-23_jpg.rf.c57e0dd7ebb37ad93643e0313a959cd0.jpg: 640x640 (no detections), 12.8ms Speed: 4.3ms preprocess, 12.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-24_jpg.rf.1c5a459dd41728879a824a7f07130888.jpg: 640x640 6 Potholes, 12.8ms Speed: 2.9ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-25_jpg.rf.18b382a724ae023c4e43fcee819e90f6.jpg: 640x640 (no detections), 12.6ms Speed: 1.9ms preprocess, 12.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-25_jpg.rf.5f68ee1023379ba17b4266f3b7796777.jpg: 640x640 7 Potholes, 17.8ms Speed: 4.5ms preprocess, 17.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-25_jpg.rf.c948dc7b5f05a6d86c6b87247efb732d.jpg: 640x640 7 Potholes, 14.0ms Speed: 2.5ms preprocess, 14.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-26_jpg.rf.09861a024cf648230ddeb95d9970039e.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.6ms preprocess, 14.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-26_jpg.rf.3f88b0e1e52c8b8b3b59395295a1f2c8.jpg: 640x640 5 Potholes, 16.3ms Speed: 3.3ms preprocess, 16.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-26_jpg.rf.5084881798e06b3295ba15390588f75d.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.0ms preprocess, 16.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-27_jpg.rf.6270777cf5b2bdc685ed9b2a248782c8.jpg: 640x640 1 Pothole, 19.4ms Speed: 7.0ms preprocess, 19.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-27_jpg.rf.e988e625290a3f96820881021d929f1f.jpg: 640x640 5 Potholes, 14.6ms Speed: 2.3ms preprocess, 14.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-27_jpg.rf.f579fdf432322cb236023b054dcf2d8b.jpg: 640x640 2 Potholes, 16.7ms Speed: 4.7ms preprocess, 16.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-29_jpg.rf.5e3b981fce964c81928990f12f752ad3.jpg: 640x640 4 Potholes, 14.9ms Speed: 2.5ms preprocess, 14.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-29_jpg.rf.6783ef719a644d372ba549d93cc30428.jpg: 640x640 2 Potholes, 14.9ms Speed: 2.4ms preprocess, 14.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-29_jpg.rf.87c13f852112152d777d7e717739af08.jpg: 640x640 3 Potholes, 15.1ms Speed: 2.3ms preprocess, 15.1ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-2_jpg.rf.3aa8e232df8d1c0c4ed42ce37cbd476c.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.3ms preprocess, 15.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-2_jpg.rf.b0a526aef3ccdac5360a3987e113acad.jpg: 640x640 9 Potholes, 12.8ms Speed: 3.4ms preprocess, 12.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-2_jpg.rf.fd5eddea821e15e93d47fd4b116a2494.jpg: 640x640 11 Potholes, 17.7ms Speed: 3.2ms preprocess, 17.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-30_jpg.rf.701bd85d685c4b68fafb930df1f5221d.jpg: 640x640 2 Potholes, 27.5ms Speed: 4.7ms preprocess, 27.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-30_jpg.rf.7c79af9fff243032855c3c6119247f81.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.5ms preprocess, 13.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-30_jpg.rf.f63591f69b9e4ad310a683fb51bd2d0f.jpg: 640x640 (no detections), 21.9ms Speed: 5.1ms preprocess, 21.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-32_jpg.rf.1a2e2b37daea57550a433982e0428297.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.0ms preprocess, 14.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-32_jpg.rf.22154e46d4ed3daade90745160e41072.jpg: 640x640 (no detections), 32.4ms Speed: 6.5ms preprocess, 32.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-32_jpg.rf.9084319eb861e966de4ba56677a3afc7.jpg: 640x640 3 Potholes, 29.7ms Speed: 5.7ms preprocess, 29.7ms inference, 8.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-33_jpg.rf.e37035d3759fc6665621f699de1433c8.jpg: 640x640 2 Potholes, 19.7ms Speed: 5.6ms preprocess, 19.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-33_jpg.rf.eb34f50ae7a8fbd89173cfd9d122411c.jpg: 640x640 5 Potholes, 13.9ms Speed: 2.9ms preprocess, 13.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-33_jpg.rf.f3065eb5f04afcf6fce62054b4a14cc9.jpg: 640x640 (no detections), 12.9ms Speed: 2.3ms preprocess, 12.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-34_jpg.rf.61848405ecea2fa4a6e10d3e19c34dc2.jpg: 640x640 5 Potholes, 16.4ms Speed: 3.4ms preprocess, 16.4ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-34_jpg.rf.7b41c7e86f17d64f4b03cbd1d5fd2376.jpg: 640x640 (no detections), 15.1ms Speed: 2.3ms preprocess, 15.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-34_jpg.rf.e04168ca2d3c5235113cf790c1ed4d4a.jpg: 640x640 1 Pothole, 14.8ms Speed: 5.9ms preprocess, 14.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-37_jpg.rf.2ff3381bfe09e341e67690750317bf59.jpg: 640x640 1 Pothole, 13.3ms Speed: 5.5ms preprocess, 13.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-37_jpg.rf.53bdac02ad026c21f35a7bb1cdd4b240.jpg: 640x640 4 Potholes, 13.0ms Speed: 1.9ms preprocess, 13.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-37_jpg.rf.c143194d5d067c43056a5ed9e6dc4edc.jpg: 640x640 2 Potholes, 22.2ms Speed: 4.6ms preprocess, 22.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-38_jpg.rf.0ccc7b18a610fa75b163cd006fe55ec5.jpg: 640x640 (no detections), 20.4ms Speed: 3.4ms preprocess, 20.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-38_jpg.rf.8d62a95f365455793bfa41960e2ae161.jpg: 640x640 2 Potholes, 18.7ms Speed: 3.4ms preprocess, 18.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-38_jpg.rf.9f4ba56bb3459b73283c25f342044585.jpg: 640x640 4 Potholes, 27.1ms Speed: 4.5ms preprocess, 27.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-39_jpg.rf.94decb98f080e481020ac88ab06eda07.jpg: 640x640 3 Potholes, 22.8ms Speed: 3.1ms preprocess, 22.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-39_jpg.rf.9800edfcc0e7eb1cf047e774ed35a710.jpg: 640x640 1 Pothole, 24.0ms Speed: 5.8ms preprocess, 24.0ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-39_jpg.rf.fd339cc21e37a1a177d7e6f25780f276.jpg: 640x640 5 Potholes, 15.1ms Speed: 5.0ms preprocess, 15.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-40_jpg.rf.0d15452069561441c1953d9a307e9a06.jpg: 640x640 4 Potholes, 12.9ms Speed: 3.1ms preprocess, 12.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-40_jpg.rf.13b889cd2dab973867998f54c964ddc4.jpg: 640x640 (no detections), 13.2ms Speed: 2.4ms preprocess, 13.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-40_jpg.rf.9c71b92c71a203d15d8484f45cb757bc.jpg: 640x640 3 Potholes, 13.2ms Speed: 2.3ms preprocess, 13.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-41_jpg.rf.1e88740697bc4b2f004623c6858002a7.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.1ms preprocess, 12.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-41_jpg.rf.5cc58252f4549a2d66d63074c566a37c.jpg: 640x640 4 Potholes, 13.1ms Speed: 2.5ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-41_jpg.rf.9c957cbf570fe508e15ae3d1ff5f5777.jpg: 640x640 3 Potholes, 12.8ms Speed: 2.2ms preprocess, 12.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-42_jpg.rf.03de8346d1e32c04f3462bb743b52c59.jpg: 640x640 1 Pothole, 78.2ms Speed: 5.1ms preprocess, 78.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-42_jpg.rf.1c39d8f2f21650c737f1bfd938c3fe78.jpg: 640x640 3 Potholes, 24.6ms Speed: 4.6ms preprocess, 24.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-42_jpg.rf.6eb2b5a0f18d587befc58c73eec49ff9.jpg: 640x640 1 Pothole, 37.0ms Speed: 6.3ms preprocess, 37.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-43_jpg.rf.c52c5782098f1986869c6f49f1da84d7.jpg: 640x640 3 Potholes, 21.1ms Speed: 8.1ms preprocess, 21.1ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-46_jpg.rf.30b21a892353cafb31532705b9ca85b3.jpg: 640x640 (no detections), 15.8ms Speed: 3.9ms preprocess, 15.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-46_jpg.rf.36e864c70f791e3b077f9a8fe1e85fdc.jpg: 640x640 5 Potholes, 27.1ms Speed: 6.3ms preprocess, 27.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-46_jpg.rf.5f7cc3aac7fb6235323c08eac98aa803.jpg: 640x640 6 Potholes, 18.2ms Speed: 4.1ms preprocess, 18.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-48_jpg.rf.7eeb92ea47525a2e688d225562c3db62.jpg: 640x640 4 Potholes, 16.5ms Speed: 3.7ms preprocess, 16.5ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-49_jpg.rf.ba4fcae191b125d48c7feddccc06c36d.jpg: 640x640 6 Potholes, 16.5ms Speed: 3.4ms preprocess, 16.5ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-49_jpg.rf.ebb6c52e95133446dfd8ec840ba8484b.jpg: 640x640 1 Pothole, 16.4ms Speed: 2.9ms preprocess, 16.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-49_jpg.rf.ebf699f4167a69a0341492838cca60e7.jpg: 640x640 8 Potholes, 16.2ms Speed: 6.0ms preprocess, 16.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-4_jpg.rf.2eb046b8ea69069ecc3e375df9f64fdc.jpg: 640x640 3 Potholes, 16.4ms Speed: 3.7ms preprocess, 16.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-4_jpg.rf.6bd5413d0e2cce493b581b0b883cce5b.jpg: 640x640 13 Potholes, 23.8ms Speed: 5.2ms preprocess, 23.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-4_jpg.rf.75af28f74f38c085f652d50ed04a0227.jpg: 640x640 11 Potholes, 16.5ms Speed: 3.9ms preprocess, 16.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-50_jpg.rf.146659c98264a66ce8a73f391aa705ad.jpg: 640x640 1 Pothole, 16.7ms Speed: 4.9ms preprocess, 16.7ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-50_jpg.rf.169ec391d7d631cfa58f69fa1d74ea04.jpg: 640x640 2 Potholes, 16.3ms Speed: 3.1ms preprocess, 16.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-50_jpg.rf.6297c76c116da612b7be678324c747d3.jpg: 640x640 8 Potholes, 16.3ms Speed: 2.8ms preprocess, 16.3ms inference, 6.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-51_jpg.rf.5e8dcc712869ac50c9251d381aac4ba6.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.3ms preprocess, 16.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-51_jpg.rf.a07466cc059d53b5f65136fb2bb04d0f.jpg: 640x640 8 Potholes, 16.5ms Speed: 5.3ms preprocess, 16.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-51_jpg.rf.ff5441e0701c93b13b11d46e8d563df3.jpg: 640x640 1 Pothole, 16.8ms Speed: 8.0ms preprocess, 16.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-52_jpg.rf.257649040a0de83f9c78292e62a4ef25.jpg: 640x640 2 Potholes, 17.6ms Speed: 4.1ms preprocess, 17.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-52_jpg.rf.42cb032c588ab262d6cee5c278609477.jpg: 640x640 7 Potholes, 24.8ms Speed: 5.9ms preprocess, 24.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-52_jpg.rf.c46021fe29843029f6c0bee1a93e1746.jpg: 640x640 4 Potholes, 17.2ms Speed: 3.5ms preprocess, 17.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-53_jpg.rf.17a6c2edc747625087c1b14a91800159.jpg: 640x640 2 Potholes, 17.2ms Speed: 4.8ms preprocess, 17.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-53_jpg.rf.7f8ccc01ea38dafa53f6b43af6cd7ffc.jpg: 640x640 5 Potholes, 18.9ms Speed: 7.2ms preprocess, 18.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-53_jpg.rf.845275740ee2f95bb650d157ec040289.jpg: 640x640 1 Pothole, 18.9ms Speed: 5.3ms preprocess, 18.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-54_jpg.rf.18a125d3b8a5cc28488263b0af5d36e5.jpg: 640x640 4 Potholes, 25.7ms Speed: 3.7ms preprocess, 25.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-54_jpg.rf.e2ecaa816cde3828e2e4ef443eee3dd9.jpg: 640x640 3 Potholes, 19.2ms Speed: 3.1ms preprocess, 19.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-54_jpg.rf.fb504d086e07e6354ff70fc1e8b17a50.jpg: 640x640 3 Potholes, 17.7ms Speed: 6.4ms preprocess, 17.7ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-55_jpg.rf.569139b30eaacfb29e9274ed27a1c753.jpg: 640x640 1 Pothole, 18.0ms Speed: 3.6ms preprocess, 18.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-55_jpg.rf.c41898a03780e7f25d503025b559dcad.jpg: 640x640 1 Pothole, 17.4ms Speed: 5.2ms preprocess, 17.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-55_jpg.rf.f5540106f31c05b620d93bb914e7179a.jpg: 640x640 (no detections), 30.3ms Speed: 5.4ms preprocess, 30.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-6_jpg.rf.499aa5fe6e01feacab9a7e351e53d635.jpg: 640x640 1 Pothole, 17.0ms Speed: 2.8ms preprocess, 17.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-6_jpg.rf.5e78608da0529619361e6f1176f54066.jpg: 640x640 14 Potholes, 17.9ms Speed: 5.7ms preprocess, 17.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-6_jpg.rf.6c0f002f2b5af6c483c7016540ae480c.jpg: 640x640 17 Potholes, 17.2ms Speed: 2.6ms preprocess, 17.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-7_jpg.rf.2379fe8c2b96bcb640880c10eff70e08.jpg: 640x640 2 Potholes, 16.8ms Speed: 5.9ms preprocess, 16.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-7_jpg.rf.47de0ad168d4dc9ddb0a9bf4d8c7f505.jpg: 640x640 14 Potholes, 16.6ms Speed: 2.0ms preprocess, 16.6ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-7_jpg.rf.f5b92a1ea0cfeefcfed39827e796cfb4.jpg: 640x640 2 Potholes, 16.9ms Speed: 5.3ms preprocess, 16.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-8_jpg.rf.0a293a1cfa1b4e1785d9b4ed89fe0cf9.jpg: 640x640 10 Potholes, 16.7ms Speed: 2.5ms preprocess, 16.7ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-8_jpg.rf.162623df4dab9a4302a5eccd6b375a32.jpg: 640x640 14 Potholes, 18.2ms Speed: 6.2ms preprocess, 18.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-8_jpg.rf.c41c3ad44150d7050b9c8f51b12ad015.jpg: 640x640 6 Potholes, 16.6ms Speed: 4.2ms preprocess, 16.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-9_jpg.rf.483728034588041757b11116791a429c.jpg: 640x640 1 Pothole, 29.5ms Speed: 6.4ms preprocess, 29.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-9_jpg.rf.60c46d68f96b63386c795de95e1f5479.jpg: 640x640 1 Pothole, 17.0ms Speed: 8.7ms preprocess, 17.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-3_mp4-9_jpg.rf.82d20055eeb7580c9172d184195a692b.jpg: 640x640 11 Potholes, 23.6ms Speed: 5.6ms preprocess, 23.6ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.0cb7109a6c42b11b044ab6cb279694c1.jpg: 640x640 4 Potholes, 17.5ms Speed: 5.3ms preprocess, 17.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.0f6f1e9881e06e33234f13e29e94156d.jpg: 640x640 2 Potholes, 16.9ms Speed: 3.1ms preprocess, 16.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.15a1bcd08dfe68473549ce03a5ac8493.jpg: 640x640 2 Potholes, 16.7ms Speed: 2.3ms preprocess, 16.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.384a1adc0cf31b57a4013057b6582382.jpg: 640x640 2 Potholes, 19.9ms Speed: 4.4ms preprocess, 19.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.60d6d365772a54b85c48e0b49008eac8.jpg: 640x640 1 Pothole, 21.6ms Speed: 6.9ms preprocess, 21.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.76cd63d509fe1ac610585fad1dbe1ee7.jpg: 640x640 3 Potholes, 16.5ms Speed: 3.3ms preprocess, 16.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.7e18da07148b8f3ede9c0192f40d5d14.jpg: 640x640 1 Pothole, 16.9ms Speed: 5.5ms preprocess, 16.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.c58be0166b711579e8bc56bdeb7bf596.jpg: 640x640 1 Pothole, 17.8ms Speed: 2.9ms preprocess, 17.8ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-401_jpg.rf.c75a9e4a354f38d2420c8593eebf5d77.jpg: 640x640 2 Potholes, 18.5ms Speed: 4.8ms preprocess, 18.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-402_jpg.rf.1d83d1daf80a10830889aaf86815e01d.jpg: 640x640 1 Pothole, 17.0ms Speed: 6.1ms preprocess, 17.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-402_jpg.rf.8a2b90a4918f5ae36185843697660815.jpg: 640x640 1 Pothole, 16.8ms Speed: 5.4ms preprocess, 16.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-402_jpg.rf.97f6c34d27b64e37054be0918511981b.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.8ms preprocess, 16.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.0117f0d92eb5fc396b36990478b988b1.jpg: 640x640 2 Potholes, 17.0ms Speed: 4.1ms preprocess, 17.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.187640d1fbe537405bb3c75f0751e02b.jpg: 640x640 2 Potholes, 19.1ms Speed: 5.6ms preprocess, 19.1ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.456f58612e777cfe9ca48e619de7fd5a.jpg: 640x640 2 Potholes, 16.7ms Speed: 3.6ms preprocess, 16.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.7b9adae9443a898175978d6052ab8e41.jpg: 640x640 3 Potholes, 17.0ms Speed: 2.8ms preprocess, 17.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.8723eb3c90fa6f8921d92725b8ffcb5f.jpg: 640x640 2 Potholes, 34.6ms Speed: 5.4ms preprocess, 34.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.8d1039c8f6de78227ad642ece0275178.jpg: 640x640 1 Pothole, 29.1ms Speed: 6.7ms preprocess, 29.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.960c0f32f78c37175c77b07ebc1dd63e.jpg: 640x640 2 Potholes, 23.2ms Speed: 9.1ms preprocess, 23.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.de0b108da808c0ef0b1c18c11b224882.jpg: 640x640 2 Potholes, 16.6ms Speed: 3.4ms preprocess, 16.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-403_jpg.rf.ff2670c7b31db3724496defcff1a0e6f.jpg: 640x640 2 Potholes, 16.7ms Speed: 3.8ms preprocess, 16.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.069e78d03385ffa94341d9e2a12e3bba.jpg: 640x640 1 Pothole, 29.8ms Speed: 5.0ms preprocess, 29.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.11e9795ea1db14dcc6eb470beaf3943f.jpg: 640x640 1 Pothole, 17.1ms Speed: 3.8ms preprocess, 17.1ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.2b4828bd4f946f29c743c8535e6fdeac.jpg: 640x640 2 Potholes, 25.0ms Speed: 4.4ms preprocess, 25.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.2e8eeed06326c2cc5dcbaa8cb4e2575b.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.3ms preprocess, 17.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.40023aaa1774e55fcbc8f9c77345f5c2.jpg: 640x640 1 Pothole, 29.0ms Speed: 9.0ms preprocess, 29.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.40def01f910aee5087684b85fd0a0bf5.jpg: 640x640 1 Pothole, 23.6ms Speed: 12.2ms preprocess, 23.6ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.430f60b4f9350c7e95ca613f2465ff9b.jpg: 640x640 1 Pothole, 23.6ms Speed: 4.2ms preprocess, 23.6ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.484e6fa175cff22beb9681580496ef52.jpg: 640x640 2 Potholes, 18.2ms Speed: 5.0ms preprocess, 18.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.5116d7a0aeb57f2b964688d987bab2bf.jpg: 640x640 2 Potholes, 29.4ms Speed: 5.8ms preprocess, 29.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.69059a9145ce367039039c9887ed81d4.jpg: 640x640 2 Potholes, 30.7ms Speed: 6.0ms preprocess, 30.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.6a3145282c2b2933a050c43430e2913d.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.6ms preprocess, 17.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.7e15e1f4ee42352e3d2d575aeebaecaf.jpg: 640x640 1 Pothole, 17.8ms Speed: 5.4ms preprocess, 17.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.828cc32b41f70dfc095e8bb8771e3a39.jpg: 640x640 2 Potholes, 17.7ms Speed: 4.2ms preprocess, 17.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.876dfb71a543b469a538cf25904e0349.jpg: 640x640 1 Pothole, 21.5ms Speed: 3.8ms preprocess, 21.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.9f7c6083e6b2543d448d5d97fac6882e.jpg: 640x640 2 Potholes, 20.0ms Speed: 5.8ms preprocess, 20.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-404_jpg.rf.bf9b25a4ed8fa009708953b30625cf80.jpg: 640x640 1 Pothole, 28.2ms Speed: 5.5ms preprocess, 28.2ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-405_jpg.rf.0cf491681d0897e2c4a35f71bd913d17.jpg: 640x640 1 Pothole, 18.0ms Speed: 5.2ms preprocess, 18.0ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-405_jpg.rf.24795291967d396d3daf98cc3ba59e03.jpg: 640x640 2 Potholes, 24.4ms Speed: 5.7ms preprocess, 24.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-405_jpg.rf.4bda9abbb00308017ca65f8860de49cd.jpg: 640x640 2 Potholes, 27.9ms Speed: 7.6ms preprocess, 27.9ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-405_jpg.rf.5e80536c86f234f8887695fdf3a82bd0.jpg: 640x640 2 Potholes, 32.1ms Speed: 5.5ms preprocess, 32.1ms inference, 8.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-405_jpg.rf.df474870e9d5f1ca1a0465f37279af50.jpg: 640x640 1 Pothole, 18.2ms Speed: 4.6ms preprocess, 18.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-405_jpg.rf.e7af4051379cb150496cf448d73bbd8a.jpg: 640x640 1 Pothole, 18.4ms Speed: 3.3ms preprocess, 18.4ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-405_jpg.rf.f45f489a4baea774a693c65e9e91a012.jpg: 640x640 1 Pothole, 18.4ms Speed: 2.9ms preprocess, 18.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-406_jpg.rf.1abce6e2a182c7c0a6ebd2c18f931a49.jpg: 640x640 1 Pothole, 27.9ms Speed: 4.0ms preprocess, 27.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-406_jpg.rf.6f0ce6330a6c5eaeb2604e442920e8fe.jpg: 640x640 1 Pothole, 18.4ms Speed: 2.9ms preprocess, 18.4ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-406_jpg.rf.c7b43e429ec016852352cfda5096809d.jpg: 640x640 1 Pothole, 18.8ms Speed: 4.9ms preprocess, 18.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-408_jpg.rf.3291ade6077fae5a3534435144876e8d.jpg: 640x640 1 Pothole, 28.1ms Speed: 6.0ms preprocess, 28.1ms inference, 7.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-408_jpg.rf.5bba41843c2e4fc8901b9018fe2383fa.jpg: 640x640 1 Pothole, 19.5ms Speed: 3.7ms preprocess, 19.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-408_jpg.rf.938d32a3c1e5e28014f4fee136240d70.jpg: 640x640 1 Pothole, 18.8ms Speed: 4.3ms preprocess, 18.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-408_jpg.rf.95fd76a105b59febb731c22d5c5c799c.jpg: 640x640 1 Pothole, 19.9ms Speed: 5.3ms preprocess, 19.9ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-408_jpg.rf.c9e12f4e429f962d555eb14a36088ebd.jpg: 640x640 1 Pothole, 19.7ms Speed: 5.1ms preprocess, 19.7ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-408_jpg.rf.cb9850462c9249cf764b0391511b9af8.jpg: 640x640 1 Pothole, 19.6ms Speed: 5.4ms preprocess, 19.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-408_jpg.rf.dd32e54764b258736bcfb8998508d732.jpg: 640x640 1 Pothole, 18.9ms Speed: 3.9ms preprocess, 18.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-409_jpg.rf.25a31d72be721e0a440781d68de6fb2b.jpg: 640x640 1 Pothole, 30.8ms Speed: 3.2ms preprocess, 30.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-409_jpg.rf.8a6d2bce62dbf4c3db20564f740b5692.jpg: 640x640 1 Pothole, 24.7ms Speed: 3.9ms preprocess, 24.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-409_jpg.rf.95311fc6cb15fcfe2692ec5a83926e28.jpg: 640x640 1 Pothole, 26.0ms Speed: 10.8ms preprocess, 26.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-409_jpg.rf.eabb3b877230587f60d57cf7e4327f80.jpg: 640x640 1 Pothole, 19.6ms Speed: 5.0ms preprocess, 19.6ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-410_jpg.rf.37521f8851af619150787d1885558e57.jpg: 640x640 2 Potholes, 25.4ms Speed: 6.2ms preprocess, 25.4ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-410_jpg.rf.5c83a3166fdb0ee74a5f748c0b812144.jpg: 640x640 2 Potholes, 22.1ms Speed: 4.7ms preprocess, 22.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-410_jpg.rf.63e77325980e6d416fdec1de4e98eb88.jpg: 640x640 2 Potholes, 25.3ms Speed: 4.9ms preprocess, 25.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-410_jpg.rf.926b893e24e58893888972fb1b571a1a.jpg: 640x640 2 Potholes, 21.2ms Speed: 4.4ms preprocess, 21.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-410_jpg.rf.b2ee229e2c7814e648003f6be546b89e.jpg: 640x640 3 Potholes, 26.3ms Speed: 5.6ms preprocess, 26.3ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-410_jpg.rf.e03fa9812bf4021b9a4da0f22971d5b3.jpg: 640x640 2 Potholes, 20.1ms Speed: 5.6ms preprocess, 20.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-410_jpg.rf.e9bdb884cd4b77c3ee7a1abc2e11864f.jpg: 640x640 2 Potholes, 28.3ms Speed: 4.3ms preprocess, 28.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-410_jpg.rf.f57806ed5af47d538421eca331975abd.jpg: 640x640 2 Potholes, 19.3ms Speed: 6.3ms preprocess, 19.3ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-411_jpg.rf.22b2096df0fe6aade63410ff6c41d800.jpg: 640x640 2 Potholes, 24.1ms Speed: 11.6ms preprocess, 24.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-411_jpg.rf.524b700ef304703d0b65d6c50c705210.jpg: 640x640 2 Potholes, 20.6ms Speed: 4.1ms preprocess, 20.6ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-412_jpg.rf.1017386e6719ac9d5be80754ca334b29.jpg: 640x640 2 Potholes, 20.3ms Speed: 6.4ms preprocess, 20.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-412_jpg.rf.2a796980c07074abad0d8f3e92c5d1fa.jpg: 640x640 2 Potholes, 23.2ms Speed: 4.2ms preprocess, 23.2ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-412_jpg.rf.385ade9a7caeaeda6db6bebd62e56d6f.jpg: 640x640 3 Potholes, 20.1ms Speed: 4.3ms preprocess, 20.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-412_jpg.rf.9debcdcd3fbfd9276a112b690e9c5cf3.jpg: 640x640 2 Potholes, 19.7ms Speed: 3.3ms preprocess, 19.7ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-412_jpg.rf.d423bba48d9bbf73fc880ca7eeb3f8f3.jpg: 640x640 2 Potholes, 19.9ms Speed: 6.0ms preprocess, 19.9ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-413_jpg.rf.34ace70c1931c745ce3693a939aef7e4.jpg: 640x640 1 Pothole, 19.4ms Speed: 3.5ms preprocess, 19.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-413_jpg.rf.705e7a8e7d64f1a5944434da75e2923c.jpg: 640x640 1 Pothole, 19.6ms Speed: 5.9ms preprocess, 19.6ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-413_jpg.rf.9c72b17928f68ed844cdf8455fc7e637.jpg: 640x640 1 Pothole, 19.6ms Speed: 3.9ms preprocess, 19.6ms inference, 10.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-413_jpg.rf.da9c342c188902ccbca61a78d4b38edc.jpg: 640x640 2 Potholes, 27.3ms Speed: 8.3ms preprocess, 27.3ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-413_jpg.rf.f8903725d50db33e9e41f5cfb5330a98.jpg: 640x640 1 Pothole, 19.5ms Speed: 4.3ms preprocess, 19.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-415_jpg.rf.0ec1bd9bf2d9855ebe5c3dd41a4785db.jpg: 640x640 1 Pothole, 19.7ms Speed: 5.9ms preprocess, 19.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-415_jpg.rf.31ff3a7d7df42d3899b6ee831f262df6.jpg: 640x640 1 Pothole, 19.9ms Speed: 4.2ms preprocess, 19.9ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-415_jpg.rf.41f09e933ee83a2b499b1a72b93e2a06.jpg: 640x640 2 Potholes, 23.1ms Speed: 6.2ms preprocess, 23.1ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-415_jpg.rf.59e5d325b8d5995211301dcb0dc0a85c.jpg: 640x640 1 Pothole, 26.9ms Speed: 7.5ms preprocess, 26.9ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-415_jpg.rf.72b10d3f3c3a81bbeb1f6195381bcf72.jpg: 640x640 1 Pothole, 20.0ms Speed: 3.7ms preprocess, 20.0ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-415_jpg.rf.7b834c33dab117f12bff4b3f0a87ae37.jpg: 640x640 1 Pothole, 20.1ms Speed: 4.6ms preprocess, 20.1ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-415_jpg.rf.d568f9f2885c774d42ca0e26fd29077c.jpg: 640x640 1 Pothole, 19.8ms Speed: 6.3ms preprocess, 19.8ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-415_jpg.rf.f0c0bd243fa05d617e86446bb47e3c67.jpg: 640x640 1 Pothole, 19.9ms Speed: 13.3ms preprocess, 19.9ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-416_jpg.rf.15e39756a237ab7474c05325dea1a719.jpg: 640x640 1 Pothole, 28.0ms Speed: 4.6ms preprocess, 28.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-416_jpg.rf.6cbad48a5280f9ce5dc7bb2dfb7c0ab1.jpg: 640x640 1 Pothole, 20.0ms Speed: 5.8ms preprocess, 20.0ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-416_jpg.rf.71023dcd5d31184d4bfc17676faacc06.jpg: 640x640 1 Pothole, 22.6ms Speed: 3.7ms preprocess, 22.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-417_jpg.rf.df5a4fa74228197c1e8ec8ed2ef192f2.jpg: 640x640 1 Pothole, 22.4ms Speed: 4.0ms preprocess, 22.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-417_jpg.rf.ea812142b1c47cf6de5343aa3b65d626.jpg: 640x640 1 Pothole, 20.0ms Speed: 4.1ms preprocess, 20.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.049af315378f89c20a098e6d1cc2c804.jpg: 640x640 1 Pothole, 20.8ms Speed: 5.2ms preprocess, 20.8ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.2116454c7b6081a3a2c40f2c1d1f0b6f.jpg: 640x640 1 Pothole, 21.3ms Speed: 6.9ms preprocess, 21.3ms inference, 6.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.267254a08738f71272ec1cac7aa1e53a.jpg: 640x640 1 Pothole, 19.9ms Speed: 4.4ms preprocess, 19.9ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.3a9eba075bd49942def337109127e883.jpg: 640x640 1 Pothole, 20.4ms Speed: 6.0ms preprocess, 20.4ms inference, 10.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.4a613f791887d18d0994003b8413b9ac.jpg: 640x640 1 Pothole, 20.0ms Speed: 3.9ms preprocess, 20.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.73113019dec89396dbf9b2872cefbfba.jpg: 640x640 1 Pothole, 19.3ms Speed: 3.5ms preprocess, 19.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.b55bcd5098c2ac4bd8c09688be6c6c37.jpg: 640x640 1 Pothole, 31.2ms Speed: 5.4ms preprocess, 31.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.bbcc1b83b09940d7adebb354a7a6da80.jpg: 640x640 1 Pothole, 30.1ms Speed: 4.7ms preprocess, 30.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-418_jpg.rf.d692b382642912caf5a5fbee77a1a549.jpg: 640x640 1 Pothole, 20.4ms Speed: 3.4ms preprocess, 20.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-419_jpg.rf.353b8f4e542c0292575c9d262a110202.jpg: 640x640 1 Pothole, 33.8ms Speed: 8.4ms preprocess, 33.8ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-419_jpg.rf.4b1ef051bad7aa69fc1b790c611ddc3c.jpg: 640x640 2 Potholes, 23.7ms Speed: 7.2ms preprocess, 23.7ms inference, 9.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-419_jpg.rf.8e873936aa476d42394622c500f88bb7.jpg: 640x640 1 Pothole, 23.5ms Speed: 6.4ms preprocess, 23.5ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-419_jpg.rf.aaa3100b1aa00cf045cc137058308257.jpg: 640x640 2 Potholes, 20.0ms Speed: 4.1ms preprocess, 20.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-420_jpg.rf.213abbeaea5d881ea5049a1b088cc5bc.jpg: 640x640 1 Pothole, 19.2ms Speed: 2.9ms preprocess, 19.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-420_jpg.rf.29baf0195f57c1a8132a899940dd867e.jpg: 640x640 2 Potholes, 19.2ms Speed: 3.3ms preprocess, 19.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-420_jpg.rf.68e44624dd644c487ce19c3817e09f25.jpg: 640x640 2 Potholes, 20.7ms Speed: 5.9ms preprocess, 20.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-420_jpg.rf.c5ff7211462929e1cb4b8c4c1f370a02.jpg: 640x640 1 Pothole, 19.9ms Speed: 5.4ms preprocess, 19.9ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-420_jpg.rf.e7a659bc8e751aedc2de5620cd7b4094.jpg: 640x640 2 Potholes, 20.1ms Speed: 4.7ms preprocess, 20.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-421_jpg.rf.02799869e1ad090f575f8228d2c59c1d.jpg: 640x640 4 Potholes, 19.5ms Speed: 7.6ms preprocess, 19.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-421_jpg.rf.633fc3716e94a67115564feee8e6647a.jpg: 640x640 1 Pothole, 20.8ms Speed: 4.2ms preprocess, 20.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-421_jpg.rf.6375f2da9b4fc346f39b477673009fa2.jpg: 640x640 3 Potholes, 20.4ms Speed: 4.7ms preprocess, 20.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-421_jpg.rf.8521620107c6f058ef371126a97d45b1.jpg: 640x640 2 Potholes, 19.5ms Speed: 3.4ms preprocess, 19.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-421_jpg.rf.f2b2f5ef3bfde901fa40d784a498ef97.jpg: 640x640 3 Potholes, 31.0ms Speed: 4.8ms preprocess, 31.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-421_jpg.rf.fdf7546414b1f0b6819719cbca149d86.jpg: 640x640 1 Pothole, 21.0ms Speed: 3.8ms preprocess, 21.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-422_jpg.rf.3366bab548189ce8debe2f46811aa132.jpg: 640x640 1 Pothole, 22.1ms Speed: 5.6ms preprocess, 22.1ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-422_jpg.rf.549d79b873cd4539d219131bff1f5a12.jpg: 640x640 2 Potholes, 19.4ms Speed: 4.1ms preprocess, 19.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-422_jpg.rf.e75dea9d4dc23a5b2f43c85f2d6e6e2d.jpg: 640x640 3 Potholes, 22.3ms Speed: 4.9ms preprocess, 22.3ms inference, 7.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-423_jpg.rf.03b465456021461ea8e076b1e6adb497.jpg: 640x640 3 Potholes, 26.2ms Speed: 9.4ms preprocess, 26.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-423_jpg.rf.0942f73e0f1d292a3466d4feeedc22ec.jpg: 640x640 1 Pothole, 20.0ms Speed: 6.3ms preprocess, 20.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-423_jpg.rf.60896643e69f2f990e7947a9510d7d49.jpg: 640x640 1 Pothole, 24.0ms Speed: 5.6ms preprocess, 24.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-423_jpg.rf.6b0805c1d0e77a712987ec7d5c9a22f3.jpg: 640x640 1 Pothole, 30.9ms Speed: 4.5ms preprocess, 30.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-423_jpg.rf.ab7ae04d0e90530b2f8b26f831be9e4a.jpg: 640x640 1 Pothole, 26.6ms Speed: 6.2ms preprocess, 26.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-423_jpg.rf.bf3ca4ecfb5d55eb518e22ae3ca03e8d.jpg: 640x640 2 Potholes, 19.6ms Speed: 5.3ms preprocess, 19.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-423_jpg.rf.ca84df990d6353d77265bb7eff7002e4.jpg: 640x640 1 Pothole, 20.2ms Speed: 9.0ms preprocess, 20.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-424_jpg.rf.0d58cd665e76e7a852cc303eaaf3b7d6.jpg: 640x640 2 Potholes, 19.2ms Speed: 3.2ms preprocess, 19.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-424_jpg.rf.2a720e19386fa4f8cd33a8324473d368.jpg: 640x640 2 Potholes, 20.6ms Speed: 4.5ms preprocess, 20.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-424_jpg.rf.505ba25dacd42dee9208b57ff15ac39f.jpg: 640x640 3 Potholes, 21.1ms Speed: 5.6ms preprocess, 21.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-424_jpg.rf.66141725b0f50cf79cde34aaec26e10b.jpg: 640x640 2 Potholes, 19.4ms Speed: 5.8ms preprocess, 19.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-424_jpg.rf.af6235051f230aec96a4fbce1e7a1cdf.jpg: 640x640 1 Pothole, 22.7ms Speed: 4.2ms preprocess, 22.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-424_jpg.rf.fb9dd16a69ff1cbac9c94291233613da.jpg: 640x640 3 Potholes, 23.6ms Speed: 4.6ms preprocess, 23.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-425_jpg.rf.3eeba8d2291f4a54976641312ce2570f.jpg: 640x640 1 Pothole, 19.3ms Speed: 3.7ms preprocess, 19.3ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-425_jpg.rf.49ebcc52e824d14b3279b9d895847438.jpg: 640x640 3 Potholes, 24.0ms Speed: 5.5ms preprocess, 24.0ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-425_jpg.rf.936b4793e3e290fe8e13e2d87b09ae70.jpg: 640x640 3 Potholes, 35.5ms Speed: 7.6ms preprocess, 35.5ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-425_jpg.rf.983414fec11f0aa94b14bc15048ae6ec.jpg: 640x640 2 Potholes, 27.0ms Speed: 4.5ms preprocess, 27.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-425_jpg.rf.b4d9b247555394fe7fc1c774f606978b.jpg: 640x640 3 Potholes, 19.7ms Speed: 4.3ms preprocess, 19.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-425_jpg.rf.ecb209324a51fb4748ff05770785b76b.jpg: 640x640 3 Potholes, 27.1ms Speed: 3.4ms preprocess, 27.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.0c3ff1d15ba381e38d79263bfcc7234e.jpg: 640x640 4 Potholes, 32.9ms Speed: 3.8ms preprocess, 32.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.1e751eff3009e49426b24c6cea65dbc8.jpg: 640x640 2 Potholes, 19.4ms Speed: 3.4ms preprocess, 19.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.2bdb48b8ee3134de3426fd595271fa66.jpg: 640x640 3 Potholes, 19.5ms Speed: 4.0ms preprocess, 19.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.60301bc1c74533ad42b5b88ce6111ee0.jpg: 640x640 4 Potholes, 19.3ms Speed: 5.7ms preprocess, 19.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.6e2fda84fcb9c560c74b1861ad4e5846.jpg: 640x640 6 Potholes, 19.4ms Speed: 3.5ms preprocess, 19.4ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.8966c9024d90fe4ab28b17036d5c2e93.jpg: 640x640 4 Potholes, 19.7ms Speed: 6.0ms preprocess, 19.7ms inference, 11.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.946edb5c9717febc3023b0e4b87ef345.jpg: 640x640 1 Pothole, 19.5ms Speed: 5.0ms preprocess, 19.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.9ad2befdb9216f05afa2b8894ff0919e.jpg: 640x640 1 Pothole, 20.8ms Speed: 5.3ms preprocess, 20.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-426_jpg.rf.ae1e697890c6d5548b28c7701459dec0.jpg: 640x640 3 Potholes, 20.2ms Speed: 5.3ms preprocess, 20.2ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-427_jpg.rf.0d4bbb0e6bbaba145e1f172ba0998ef2.jpg: 640x640 1 Pothole, 23.9ms Speed: 5.4ms preprocess, 23.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-427_jpg.rf.1a0221d48bcc8f00c2d3e2f9c4c34207.jpg: 640x640 3 Potholes, 20.3ms Speed: 3.2ms preprocess, 20.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-427_jpg.rf.2c3a1de0d3f24ab5064108799803a927.jpg: 640x640 3 Potholes, 20.7ms Speed: 8.8ms preprocess, 20.7ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-427_jpg.rf.67ab3fba3ab7475ddf8ba824486c55a4.jpg: 640x640 3 Potholes, 20.2ms Speed: 5.1ms preprocess, 20.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-427_jpg.rf.6ca732857b83f7e5fbb394a6e07e5d82.jpg: 640x640 3 Potholes, 20.3ms Speed: 4.0ms preprocess, 20.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-427_jpg.rf.d4c8f05f8d5875e3fc1b0b416435dfd2.jpg: 640x640 2 Potholes, 20.3ms Speed: 5.7ms preprocess, 20.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.246a8fc82f73e7a50c83efa0f36c014f.jpg: 640x640 1 Pothole, 21.2ms Speed: 3.0ms preprocess, 21.2ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.3d756d911dbc6185dbd9415320fa2c50.jpg: 640x640 1 Pothole, 25.2ms Speed: 5.4ms preprocess, 25.2ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.4645d37cb5ddc2c4e844ca1d74ae7da7.jpg: 640x640 1 Pothole, 33.8ms Speed: 5.3ms preprocess, 33.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.547509e903c86cd138e96835bdb5071d.jpg: 640x640 1 Pothole, 30.4ms Speed: 3.9ms preprocess, 30.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.5898a954e7ad7d7d2c36827bcbd96d26.jpg: 640x640 1 Pothole, 36.4ms Speed: 8.8ms preprocess, 36.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.861f2b6c443e38db61c4871b2b3e85f0.jpg: 640x640 1 Pothole, 25.5ms Speed: 6.5ms preprocess, 25.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.8c17633166c3169ad5d49e68afc02f06.jpg: 640x640 1 Pothole, 24.1ms Speed: 6.7ms preprocess, 24.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.8fd5b2db0725d211f418a8cacae5e9b9.jpg: 640x640 1 Pothole, 20.8ms Speed: 3.6ms preprocess, 20.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.a8c4a54a34a996efe37a8be6e77eb7e1.jpg: 640x640 1 Pothole, 20.8ms Speed: 5.7ms preprocess, 20.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.ba392a699a3950896d931f1b1011b23b.jpg: 640x640 1 Pothole, 20.4ms Speed: 4.8ms preprocess, 20.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.be7d0d5c04dd1251f4bf1323b9a56fa7.jpg: 640x640 1 Pothole, 23.9ms Speed: 5.8ms preprocess, 23.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-429_jpg.rf.c8783da03b81b2b95eabdc3980ff2537.jpg: 640x640 1 Pothole, 29.9ms Speed: 6.0ms preprocess, 29.9ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.0bac3073ca7dc56891cdc9aff94a460d.jpg: 640x640 1 Pothole, 24.5ms Speed: 6.4ms preprocess, 24.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.27780fac903b54b98e80dcc7140c116e.jpg: 640x640 1 Pothole, 27.3ms Speed: 6.1ms preprocess, 27.3ms inference, 7.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.3485a365d05b6f1b8e88e92413a0f08e.jpg: 640x640 1 Pothole, 20.6ms Speed: 6.7ms preprocess, 20.6ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.35482e4e4a79dd709c3f129dd5fa1d52.jpg: 640x640 1 Pothole, 25.1ms Speed: 7.7ms preprocess, 25.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.3d2daab3ff8363d2f7baf68eb0db3cf7.jpg: 640x640 1 Pothole, 20.4ms Speed: 3.8ms preprocess, 20.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.6845e2c925417f36ee157b620a015a4c.jpg: 640x640 1 Pothole, 24.3ms Speed: 7.6ms preprocess, 24.3ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.8426b973a394fa360ede9cc778531958.jpg: 640x640 1 Pothole, 20.4ms Speed: 4.2ms preprocess, 20.4ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.8716fcfdae77b6ca66ea0c47228929c5.jpg: 640x640 1 Pothole, 20.6ms Speed: 4.9ms preprocess, 20.6ms inference, 7.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-430_jpg.rf.92a8f0f214637b5af5596ccebaf27a77.jpg: 640x640 1 Pothole, 20.5ms Speed: 3.4ms preprocess, 20.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-431_jpg.rf.450e405b9c556190b89cea42b92bd831.jpg: 640x640 1 Pothole, 20.4ms Speed: 3.9ms preprocess, 20.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-431_jpg.rf.466561c379efc8dd097cb9a20035bef8.jpg: 640x640 2 Potholes, 21.0ms Speed: 3.8ms preprocess, 21.0ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-431_jpg.rf.4ea8a31a578ae19908f18930edc53090.jpg: 640x640 1 Pothole, 19.1ms Speed: 6.3ms preprocess, 19.1ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-431_jpg.rf.5ff89c372f6022ef76bb6837bc1169ce.jpg: 640x640 1 Pothole, 24.9ms Speed: 3.8ms preprocess, 24.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-432_jpg.rf.394dfe87a3e430a69cad42a041802c49.jpg: 640x640 1 Pothole, 19.3ms Speed: 7.4ms preprocess, 19.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-432_jpg.rf.8a4f84062d7614a1e2589f7f47cec2f5.jpg: 640x640 1 Pothole, 20.1ms Speed: 7.4ms preprocess, 20.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-432_jpg.rf.d3d968d66fbb77e2772d635569414fdc.jpg: 640x640 1 Pothole, 22.7ms Speed: 4.5ms preprocess, 22.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-432_jpg.rf.f1b73e3f24d8f91e2267b0854c9bfb09.jpg: 640x640 1 Pothole, 24.0ms Speed: 7.0ms preprocess, 24.0ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-433_jpg.rf.0b31c885db50f680747691eb33ccf1a3.jpg: 640x640 1 Pothole, 23.0ms Speed: 4.8ms preprocess, 23.0ms inference, 7.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-433_jpg.rf.3ea44c52a588afc9e57fa8b6f2ef6e4f.jpg: 640x640 1 Pothole, 19.2ms Speed: 5.4ms preprocess, 19.2ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-433_jpg.rf.4f58f4ce37885932c8f4a61c2f411181.jpg: 640x640 1 Pothole, 21.3ms Speed: 4.9ms preprocess, 21.3ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-433_jpg.rf.85e19ffbbbd0042b7e2856443fdc356b.jpg: 640x640 1 Pothole, 18.9ms Speed: 3.8ms preprocess, 18.9ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-433_jpg.rf.a41ac8ed9cbbaee8d00cd6ae9387dddf.jpg: 640x640 1 Pothole, 19.1ms Speed: 3.7ms preprocess, 19.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-434_jpg.rf.2a2133b16a3435fade9415ad3293a9cb.jpg: 640x640 1 Pothole, 19.2ms Speed: 4.8ms preprocess, 19.2ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-434_jpg.rf.bcf27cdd542fe4eeccec87a5fc8bf0f3.jpg: 640x640 1 Pothole, 19.2ms Speed: 4.8ms preprocess, 19.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-434_jpg.rf.c7e313e5cabc50e1e9d053d04d9310ca.jpg: 640x640 1 Pothole, 19.2ms Speed: 3.5ms preprocess, 19.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-434_jpg.rf.d54dc6c037043e7d976759575dc6829f.jpg: 640x640 1 Pothole, 19.0ms Speed: 3.8ms preprocess, 19.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-434_jpg.rf.ecc0d511a400762260fa81a2321e25ae.jpg: 640x640 1 Pothole, 21.2ms Speed: 4.4ms preprocess, 21.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-435_jpg.rf.5288cd718ede5ffaa5d159a368966ffe.jpg: 640x640 6 Potholes, 28.7ms Speed: 5.1ms preprocess, 28.7ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-435_jpg.rf.95137d2b6902234428059611a4cf0ca2.jpg: 640x640 6 Potholes, 26.9ms Speed: 8.7ms preprocess, 26.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-435_jpg.rf.fb7d1bd2fd355f5ff8883ea7cb8a5212.jpg: 640x640 5 Potholes, 19.1ms Speed: 5.0ms preprocess, 19.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-436_jpg.rf.3bfc48b18b1683c3d2a0ae27508aacd6.jpg: 640x640 1 Pothole, 19.0ms Speed: 5.6ms preprocess, 19.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-436_jpg.rf.d209e3e086040941098184033c470bb5.jpg: 640x640 1 Pothole, 19.3ms Speed: 4.2ms preprocess, 19.3ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-436_jpg.rf.d54386653d156331d4a3cc5ee28e27f8.jpg: 640x640 2 Potholes, 23.5ms Speed: 4.6ms preprocess, 23.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-436_jpg.rf.fad4c42d9497b44e3b925cf61c76d7fa.jpg: 640x640 1 Pothole, 19.1ms Speed: 5.3ms preprocess, 19.1ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-437_jpg.rf.14e5671723155b7b49ed468185bfb3b3.jpg: 640x640 2 Potholes, 18.9ms Speed: 3.7ms preprocess, 18.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-437_jpg.rf.6728e63239f113cd79846866c2012e07.jpg: 640x640 1 Pothole, 20.7ms Speed: 3.5ms preprocess, 20.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-437_jpg.rf.a8b33cd6a9e5718a5e381722e0e0afc0.jpg: 640x640 1 Pothole, 19.4ms Speed: 5.0ms preprocess, 19.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-438_jpg.rf.20db47dbc4e323e82a61ec29132afc94.jpg: 640x640 (no detections), 23.6ms Speed: 5.9ms preprocess, 23.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-438_jpg.rf.440a98973df907048b2a95de30fd2f61.jpg: 640x640 2 Potholes, 20.5ms Speed: 5.8ms preprocess, 20.5ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-438_jpg.rf.4b621efd79c8b1c6ab63d9b02f9660cd.jpg: 640x640 1 Pothole, 21.5ms Speed: 6.3ms preprocess, 21.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-439_jpg.rf.247132e50eedbb92908f0909691111db.jpg: 640x640 1 Pothole, 19.0ms Speed: 5.0ms preprocess, 19.0ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-439_jpg.rf.695fa1863b8b7a8b92c75677259ddd66.jpg: 640x640 1 Pothole, 23.6ms Speed: 5.4ms preprocess, 23.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-439_jpg.rf.ab48a9db5288cd5296db6509d6af2c45.jpg: 640x640 1 Pothole, 19.2ms Speed: 3.9ms preprocess, 19.2ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-439_jpg.rf.dd8a9ca42c0d81390905389c1adc4037.jpg: 640x640 1 Pothole, 22.6ms Speed: 9.5ms preprocess, 22.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-439_jpg.rf.e4121d602d50e694d96a0e9b864e8726.jpg: 640x640 1 Pothole, 23.9ms Speed: 4.0ms preprocess, 23.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-440_jpg.rf.8b48805b5dd9b61f58d54af414e8c573.jpg: 640x640 15 Potholes, 19.2ms Speed: 3.7ms preprocess, 19.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-440_jpg.rf.b0fb6e5676fc0215d4541d822de00e4d.jpg: 640x640 (no detections), 19.2ms Speed: 5.3ms preprocess, 19.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-440_jpg.rf.de35c412034b1f6587627a6f971d16cb.jpg: 640x640 (no detections), 39.2ms Speed: 3.4ms preprocess, 39.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-441_jpg.rf.0db99c566bc56938e0f5127242aa3bb6.jpg: 640x640 1 Pothole, 38.9ms Speed: 7.1ms preprocess, 38.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-441_jpg.rf.1e8be24ce0afa1e98e04cf9d82dd0429.jpg: 640x640 1 Pothole, 19.4ms Speed: 4.5ms preprocess, 19.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-441_jpg.rf.5c1e628c0a462c2d5a3e05d8dcd1a431.jpg: 640x640 1 Pothole, 19.9ms Speed: 3.4ms preprocess, 19.9ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-441_jpg.rf.e4f054581d875926a31b842e65aa475e.jpg: 640x640 1 Pothole, 19.8ms Speed: 9.0ms preprocess, 19.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-441_jpg.rf.e8cd03dee22924ca6b5c87eac7e6e3af.jpg: 640x640 1 Pothole, 25.9ms Speed: 7.4ms preprocess, 25.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.13ac7abc9be30546150654eb258e37fe.jpg: 640x640 6 Potholes, 21.2ms Speed: 5.7ms preprocess, 21.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.19533b578c549279ba85e0a7423effa8.jpg: 640x640 (no detections), 25.2ms Speed: 3.9ms preprocess, 25.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.20e5ef7828972c6ac1376d13073c1616.jpg: 640x640 6 Potholes, 19.9ms Speed: 5.0ms preprocess, 19.9ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.24722772d0aeb12d8a8a2b9ddfae8455.jpg: 640x640 6 Potholes, 20.0ms Speed: 4.3ms preprocess, 20.0ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.2b493c3be09c88820995ae93e0f572b0.jpg: 640x640 2 Potholes, 29.0ms Speed: 3.7ms preprocess, 29.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.38b44de8ef5483a4922a7c816cebb2fb.jpg: 640x640 2 Potholes, 20.1ms Speed: 4.1ms preprocess, 20.1ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.4ca75c1ddbd4fe968d08d2e0930dd971.jpg: 640x640 6 Potholes, 23.1ms Speed: 12.2ms preprocess, 23.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.515d73d3359759f595c5db5077c4270b.jpg: 640x640 6 Potholes, 19.9ms Speed: 4.5ms preprocess, 19.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.6969bae44bc3895ea862c5b053e41bce.jpg: 640x640 6 Potholes, 19.7ms Speed: 4.1ms preprocess, 19.7ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.8c167fdd49926b1581c4325bf485d57f.jpg: 640x640 6 Potholes, 24.9ms Speed: 3.6ms preprocess, 24.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.8c3c2d0b4889d3338333f74cc613152b.jpg: 640x640 1 Pothole, 21.0ms Speed: 9.8ms preprocess, 21.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.afeb2f27d2ceaa8d487c2a22803ccbf2.jpg: 640x640 1 Pothole, 20.5ms Speed: 7.6ms preprocess, 20.5ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.b00196b66b0c0ae0b9f0244f66a9de70.jpg: 640x640 6 Potholes, 26.5ms Speed: 5.0ms preprocess, 26.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.d8943c24cd0b2860589f70470209bfcc.jpg: 640x640 1 Pothole, 33.0ms Speed: 5.8ms preprocess, 33.0ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.dace0fdbe8172ce40b7c445d05aecd27.jpg: 640x640 6 Potholes, 25.8ms Speed: 6.4ms preprocess, 25.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-442_jpg.rf.e0ef76742108ade2b61fd32ae5ae8d9b.jpg: 640x640 6 Potholes, 50.8ms Speed: 9.6ms preprocess, 50.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-444_jpg.rf.3cb2f4cd8d398f9292524817db7b8a1e.jpg: 640x640 3 Potholes, 24.8ms Speed: 6.2ms preprocess, 24.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-444_jpg.rf.8b44c7b2b028fc19f25df47530ea47f0.jpg: 640x640 3 Potholes, 24.1ms Speed: 4.6ms preprocess, 24.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-444_jpg.rf.d86e72b5ec4a4016f52d006c8c94ca46.jpg: 640x640 1 Pothole, 20.9ms Speed: 5.3ms preprocess, 20.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-444_jpg.rf.f7bfe81259e2f8dbe7d36639db69747c.jpg: 640x640 1 Pothole, 20.6ms Speed: 3.2ms preprocess, 20.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-445_jpg.rf.56e1f61f2eea556d878ba9dde9d6f209.jpg: 640x640 2 Potholes, 24.4ms Speed: 3.7ms preprocess, 24.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-445_jpg.rf.59cc95bbf83b4d8be74eea61569f9e4b.jpg: 640x640 1 Pothole, 19.8ms Speed: 2.9ms preprocess, 19.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-445_jpg.rf.b57140485d162c0bad7d3c742e810b35.jpg: 640x640 1 Pothole, 20.2ms Speed: 6.0ms preprocess, 20.2ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-446_jpg.rf.0391abf04ef50b4eb06a5ae2a6b27674.jpg: 640x640 2 Potholes, 19.9ms Speed: 3.9ms preprocess, 19.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-446_jpg.rf.1e862be514fc7d00ed9cf46a6e825809.jpg: 640x640 2 Potholes, 26.4ms Speed: 6.0ms preprocess, 26.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-446_jpg.rf.2f80554170d11270790d94b804deee07.jpg: 640x640 2 Potholes, 26.7ms Speed: 7.2ms preprocess, 26.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-446_jpg.rf.7b42d8277f0e65e8f5d6e43d9f2d62d9.jpg: 640x640 (no detections), 21.9ms Speed: 5.9ms preprocess, 21.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-446_jpg.rf.da5345eb29c31ad989a23c41434f4426.jpg: 640x640 1 Pothole, 19.6ms Speed: 4.8ms preprocess, 19.6ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-446_jpg.rf.e4579076c63a11c120db818a1b1432f7.jpg: 640x640 (no detections), 19.4ms Speed: 3.8ms preprocess, 19.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-446_jpg.rf.fe921dec352547a02d4d4b3f49508ee5.jpg: 640x640 (no detections), 20.7ms Speed: 6.2ms preprocess, 20.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-446_jpg.rf.ff0b2903df500e178f9edd0478b769cb.jpg: 640x640 2 Potholes, 19.5ms Speed: 5.6ms preprocess, 19.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-447_jpg.rf.15ddc308b45a717752cdfead85cbd9cb.jpg: 640x640 (no detections), 19.5ms Speed: 5.9ms preprocess, 19.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-447_jpg.rf.3027f42bbbe720101eb63d1433c336e3.jpg: 640x640 2 Potholes, 20.0ms Speed: 5.0ms preprocess, 20.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-447_jpg.rf.3bc2e7d0b9519e1bc6ace0ddcc031896.jpg: 640x640 3 Potholes, 19.4ms Speed: 5.3ms preprocess, 19.4ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-447_jpg.rf.4416cb8b30833259ee32dfc92aa2c5a9.jpg: 640x640 2 Potholes, 19.4ms Speed: 7.3ms preprocess, 19.4ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-447_jpg.rf.49f6748b3bdab1d7d58eb46f4dd24dce.jpg: 640x640 3 Potholes, 19.3ms Speed: 3.1ms preprocess, 19.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-447_jpg.rf.b04b5ef680520a9b7af744ad851d5f5a.jpg: 640x640 3 Potholes, 20.7ms Speed: 2.9ms preprocess, 20.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-447_jpg.rf.dc0d18e44ef739b7020db2d94f3c833c.jpg: 640x640 2 Potholes, 19.2ms Speed: 4.7ms preprocess, 19.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-447_jpg.rf.f4d5cd6deb75723d60a82214d53a9b0b.jpg: 640x640 (no detections), 24.6ms Speed: 4.7ms preprocess, 24.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-448_jpg.rf.0c57c8030ecb942e15b12fab5b961414.jpg: 640x640 1 Pothole, 20.0ms Speed: 7.6ms preprocess, 20.0ms inference, 10.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-448_jpg.rf.37f69acc2dd4303d685cf5c480a168e8.jpg: 640x640 1 Pothole, 28.7ms Speed: 6.6ms preprocess, 28.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-448_jpg.rf.3cd12a35ea6af76904391df5613544c3.jpg: 640x640 1 Pothole, 19.6ms Speed: 5.5ms preprocess, 19.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.018144c54a808285cb7af9d006300f19.jpg: 640x640 1 Pothole, 19.6ms Speed: 6.9ms preprocess, 19.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.0948a9850d4b19e16bbf2c5eafdd8aed.jpg: 640x640 2 Potholes, 19.3ms Speed: 4.1ms preprocess, 19.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.144ea431f9d91f81650aae47d6a85ee8.jpg: 640x640 1 Pothole, 19.1ms Speed: 6.5ms preprocess, 19.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.82d6104cab0742d4c3dfac70b9adbbdd.jpg: 640x640 2 Potholes, 21.9ms Speed: 8.9ms preprocess, 21.9ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.8846253bba45ef6b2b122be21fcdfee3.jpg: 640x640 1 Pothole, 19.3ms Speed: 10.6ms preprocess, 19.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.9ce773b1ab12dad6ed3dd37532507788.jpg: 640x640 2 Potholes, 19.2ms Speed: 5.7ms preprocess, 19.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.a3030727dc46613d6c5018c62cbd4392.jpg: 640x640 2 Potholes, 25.8ms Speed: 3.0ms preprocess, 25.8ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.b865cdb2cc1ec94759739a7665ce36d6.jpg: 640x640 1 Pothole, 19.2ms Speed: 6.6ms preprocess, 19.2ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.c6b7322334352397d77e0a52df9cfafc.jpg: 640x640 2 Potholes, 26.8ms Speed: 4.1ms preprocess, 26.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.e780c7b8241eec63db07ce499be1469c.jpg: 640x640 1 Pothole, 19.2ms Speed: 4.6ms preprocess, 19.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-449_jpg.rf.ea95aa46abdbe3bdf478d75143643ade.jpg: 640x640 1 Pothole, 19.4ms Speed: 5.5ms preprocess, 19.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-450_jpg.rf.0ab7377ef87487ff03098ff58781caf0.jpg: 640x640 2 Potholes, 19.9ms Speed: 6.3ms preprocess, 19.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-450_jpg.rf.6bb92945ae84e885c54ec4fe3ff05c8e.jpg: 640x640 1 Pothole, 27.5ms Speed: 4.6ms preprocess, 27.5ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-450_jpg.rf.d3b0586157bd9871df883625e2022d2a.jpg: 640x640 (no detections), 19.2ms Speed: 4.1ms preprocess, 19.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-450_jpg.rf.efe141dd0eed0f2e7c5ee103803c1f00.jpg: 640x640 (no detections), 19.2ms Speed: 3.2ms preprocess, 19.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-450_jpg.rf.f287d9967a8657fb2c0fdbce29b4e503.jpg: 640x640 6 Potholes, 19.4ms Speed: 5.1ms preprocess, 19.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.02e53803663ae3de7f9ee362421aee47.jpg: 640x640 1 Pothole, 24.3ms Speed: 3.3ms preprocess, 24.3ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.2f0c4dad5bbdd39bd3f80e818cb8e070.jpg: 640x640 1 Pothole, 25.7ms Speed: 6.1ms preprocess, 25.7ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.3d4b05e00ecb7ec22a7f9f9687a27bbd.jpg: 640x640 1 Pothole, 19.9ms Speed: 5.5ms preprocess, 19.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.57b507cddab4f213025c2639323a428d.jpg: 640x640 1 Pothole, 24.0ms Speed: 10.5ms preprocess, 24.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.5d3b046ca21caef14612fb1b91112baf.jpg: 640x640 1 Pothole, 25.7ms Speed: 7.0ms preprocess, 25.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.62bb9f0468cac1fa5d7ca72bb02dff4a.jpg: 640x640 1 Pothole, 25.9ms Speed: 4.1ms preprocess, 25.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.815bc1cbd9f76ddde4d977a7804aedb6.jpg: 640x640 1 Pothole, 17.8ms Speed: 3.9ms preprocess, 17.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.a686f208950cd360b8c69033491900a0.jpg: 640x640 1 Pothole, 21.4ms Speed: 4.3ms preprocess, 21.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.cf8eddfdec166a64199f5c8e151c6281.jpg: 640x640 1 Pothole, 18.5ms Speed: 3.5ms preprocess, 18.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.d17506c69d60db61565a6faccd903fa3.jpg: 640x640 1 Pothole, 17.5ms Speed: 4.9ms preprocess, 17.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.ee05ecba6b4c85abca8c40cc9c0edfc6.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.9ms preprocess, 17.2ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-451_jpg.rf.efdc96f5006ea8b6075467f24a86c05f.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.9ms preprocess, 17.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.0331dac4a5b4e826be178bb4bc49bfad.jpg: 640x640 1 Pothole, 17.3ms Speed: 3.1ms preprocess, 17.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.18436672c998dddfec18be178da7a1b6.jpg: 640x640 1 Pothole, 19.1ms Speed: 3.5ms preprocess, 19.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.1ecac9b5224329fca5270ec42c859dac.jpg: 640x640 1 Pothole, 18.5ms Speed: 5.2ms preprocess, 18.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.2800a3609ac08be0ec488ce9372f2fec.jpg: 640x640 1 Pothole, 17.6ms Speed: 8.0ms preprocess, 17.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.3ef2963f4be86073c7939e2730557265.jpg: 640x640 1 Pothole, 31.0ms Speed: 5.7ms preprocess, 31.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.72d02a36afd87e8400423374071fa4a9.jpg: 640x640 1 Pothole, 21.9ms Speed: 4.4ms preprocess, 21.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.785ab981cffc2331666f678d6234754f.jpg: 640x640 1 Pothole, 29.1ms Speed: 8.3ms preprocess, 29.1ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.a1760049490eb10b25a93629a56fb8c9.jpg: 640x640 1 Pothole, 20.6ms Speed: 6.0ms preprocess, 20.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-452_jpg.rf.b7dbeece54ef3b15d30a5ed072dfc91e.jpg: 640x640 1 Pothole, 26.6ms Speed: 6.4ms preprocess, 26.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-453_jpg.rf.39cab50175f1ba038fa04894ea8c4f12.jpg: 640x640 1 Pothole, 20.0ms Speed: 9.4ms preprocess, 20.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-453_jpg.rf.bf6529f5d7f091790b14e4e428f4a1f1.jpg: 640x640 1 Pothole, 24.0ms Speed: 4.0ms preprocess, 24.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-453_jpg.rf.e2810e4024415cfde0b1adf600f9ce56.jpg: 640x640 1 Pothole, 17.1ms Speed: 3.5ms preprocess, 17.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-454_jpg.rf.237281ed162674bc3929244f68ad3071.jpg: 640x640 8 Potholes, 17.0ms Speed: 6.1ms preprocess, 17.0ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-454_jpg.rf.73f3c9c923eaf7c8dfd73deb7ff013be.jpg: 640x640 4 Potholes, 23.5ms Speed: 3.4ms preprocess, 23.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-454_jpg.rf.762513661080b5bd5173eb14dd9042bf.jpg: 640x640 8 Potholes, 18.9ms Speed: 5.7ms preprocess, 18.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-454_jpg.rf.93d9658733fb5dd8b543c850080f411c.jpg: 640x640 8 Potholes, 17.3ms Speed: 4.3ms preprocess, 17.3ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-454_jpg.rf.e4869590b443256adb4e1d15081c73e8.jpg: 640x640 8 Potholes, 19.7ms Speed: 5.2ms preprocess, 19.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-455_jpg.rf.86b0ce9386fe61f39b3a3c684b8a028b.jpg: 640x640 1 Pothole, 19.8ms Speed: 5.1ms preprocess, 19.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-455_jpg.rf.967001b040e393de49427260a8a1ea50.jpg: 640x640 1 Pothole, 24.5ms Speed: 6.3ms preprocess, 24.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-455_jpg.rf.ae0d8eaf98f9f87eb43e13ef5ff5e007.jpg: 640x640 1 Pothole, 27.0ms Speed: 5.5ms preprocess, 27.0ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-456_jpg.rf.572afc1d6fd84f3a85636c2b8d4a3b27.jpg: 640x640 4 Potholes, 25.5ms Speed: 7.2ms preprocess, 25.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-456_jpg.rf.83d89f56c13efcd6ca74313fe5866898.jpg: 640x640 4 Potholes, 19.4ms Speed: 8.1ms preprocess, 19.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-456_jpg.rf.e4cda71fd346706302ce728cd2436379.jpg: 640x640 3 Potholes, 17.6ms Speed: 2.9ms preprocess, 17.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-456_jpg.rf.e8628b19e521f7dabb5391092f456fde.jpg: 640x640 4 Potholes, 18.0ms Speed: 4.1ms preprocess, 18.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-456_jpg.rf.ec5a01553c9888435e84afcb080da4c7.jpg: 640x640 4 Potholes, 26.5ms Speed: 4.3ms preprocess, 26.5ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-457_jpg.rf.1c380a9e7720145378810883c4d4ecf8.jpg: 640x640 1 Pothole, 18.7ms Speed: 3.8ms preprocess, 18.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-457_jpg.rf.295e4124b11eeebda298522ce5c483ca.jpg: 640x640 1 Pothole, 18.1ms Speed: 4.2ms preprocess, 18.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-457_jpg.rf.2d8b2c98e9c3fea1c7a5ee399cbf0f60.jpg: 640x640 1 Pothole, 17.5ms Speed: 4.2ms preprocess, 17.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-457_jpg.rf.340962c6c90076a829bad99f77fa69a0.jpg: 640x640 2 Potholes, 17.4ms Speed: 4.8ms preprocess, 17.4ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-457_jpg.rf.3af13e211882608b0f182badcaeb1527.jpg: 640x640 2 Potholes, 17.2ms Speed: 3.2ms preprocess, 17.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-457_jpg.rf.8e716b9b36938f4679b726bbb8059864.jpg: 640x640 1 Pothole, 17.4ms Speed: 3.8ms preprocess, 17.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-457_jpg.rf.c1d4eacbbf1f37649013d1f2ac1dbd33.jpg: 640x640 2 Potholes, 17.4ms Speed: 4.4ms preprocess, 17.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-458_jpg.rf.0410423cf21b9ab28cd12ff08d7581af.jpg: 640x640 2 Potholes, 17.3ms Speed: 4.1ms preprocess, 17.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-458_jpg.rf.1b705e9ea6b2a8cdfeb381a493ddd283.jpg: 640x640 2 Potholes, 17.6ms Speed: 6.7ms preprocess, 17.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-458_jpg.rf.4e1b9b92a77dfcf4d743b781c827b511.jpg: 640x640 1 Pothole, 17.4ms Speed: 3.6ms preprocess, 17.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-458_jpg.rf.7c751ddf83b3eb2630fd72b5af05f8e9.jpg: 640x640 1 Pothole, 17.4ms Speed: 3.6ms preprocess, 17.4ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-458_jpg.rf.a51103176d5628078ca700625717c5c3.jpg: 640x640 2 Potholes, 19.0ms Speed: 4.9ms preprocess, 19.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-458_jpg.rf.c081209687f20b5e691019c449ae8959.jpg: 640x640 2 Potholes, 21.7ms Speed: 7.2ms preprocess, 21.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-458_jpg.rf.cc544a7d1d8e05ef7cc6d84200b24744.jpg: 640x640 1 Pothole, 23.3ms Speed: 4.4ms preprocess, 23.3ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-458_jpg.rf.d815d5ae548539e8e467e49bb8ce35d0.jpg: 640x640 1 Pothole, 21.2ms Speed: 7.6ms preprocess, 21.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-459_jpg.rf.06856b837966ba129d1ff16a3235f455.jpg: 640x640 1 Pothole, 24.9ms Speed: 5.0ms preprocess, 24.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-459_jpg.rf.9ca0c53e2904179debffad52f00b8659.jpg: 640x640 1 Pothole, 18.0ms Speed: 3.5ms preprocess, 18.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-460_jpg.rf.2c29c5ade5f9457498d7182e6853e725.jpg: 640x640 1 Pothole, 20.4ms Speed: 5.4ms preprocess, 20.4ms inference, 7.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-460_jpg.rf.541c442226be0fca4831603fd50b7247.jpg: 640x640 1 Pothole, 26.2ms Speed: 4.7ms preprocess, 26.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-460_jpg.rf.57721708321884933d0fb61dc79b97fc.jpg: 640x640 1 Pothole, 18.2ms Speed: 6.9ms preprocess, 18.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-460_jpg.rf.67ac59c776aaea551d69fc904db2404f.jpg: 640x640 1 Pothole, 20.4ms Speed: 7.1ms preprocess, 20.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-460_jpg.rf.8f3c34561c197d0db7ce4b5aa026f272.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.2ms preprocess, 17.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-460_jpg.rf.c78bdcc1661f46edf9a5b52612f355b4.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.6ms preprocess, 17.2ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-460_jpg.rf.e8b25ecad4c78c605823d27e4d2fd9a6.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.6ms preprocess, 17.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-461_jpg.rf.209e97a94e58a80ebdc4696d088384f3.jpg: 640x640 1 Pothole, 17.6ms Speed: 3.7ms preprocess, 17.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-461_jpg.rf.4498c990aff2aa72c53fa60d28ab1a1e.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.9ms preprocess, 17.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-461_jpg.rf.63c32d2a207af1e56ead2712e80c2efe.jpg: 640x640 1 Pothole, 16.9ms Speed: 5.4ms preprocess, 16.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-461_jpg.rf.6792569884df624e47047063828ff9c4.jpg: 640x640 1 Pothole, 16.7ms Speed: 4.0ms preprocess, 16.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-461_jpg.rf.b660af944f0e4d17bade572bdb8a87a1.jpg: 640x640 1 Pothole, 24.1ms Speed: 4.9ms preprocess, 24.1ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-461_jpg.rf.c4f7d29dc411da6f18d58176ced3393f.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.9ms preprocess, 16.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-461_jpg.rf.d4bc1db1caa8a83bc0a9a402ff2c09f0.jpg: 640x640 1 Pothole, 16.8ms Speed: 5.3ms preprocess, 16.8ms inference, 8.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-461_jpg.rf.e338898ba6d51aa877e839fef5da0636.jpg: 640x640 1 Pothole, 17.0ms Speed: 4.0ms preprocess, 17.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-462_jpg.rf.57e5f6e100b8c015549e50b0096e8ccf.jpg: 640x640 1 Pothole, 18.2ms Speed: 3.9ms preprocess, 18.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-462_jpg.rf.71638d81f0d4a2f0baeeb67f59323ca0.jpg: 640x640 2 Potholes, 19.1ms Speed: 5.4ms preprocess, 19.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-462_jpg.rf.7bb7ba7657560d9cf7516c71a3511052.jpg: 640x640 1 Pothole, 26.9ms Speed: 6.5ms preprocess, 26.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-462_jpg.rf.8e7e1a0158fc4167a26ff0e6df45f3a6.jpg: 640x640 1 Pothole, 18.1ms Speed: 5.1ms preprocess, 18.1ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-462_jpg.rf.a0d909886efb91292a3fab6501513c2e.jpg: 640x640 1 Pothole, 17.0ms Speed: 4.8ms preprocess, 17.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-462_jpg.rf.b026b12ee7db8bf507668e315af6a563.jpg: 640x640 1 Pothole, 16.7ms Speed: 2.5ms preprocess, 16.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.0ca6939b54b679a7cdc6311662dcd44f.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.0ms preprocess, 17.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.1dfbf7ccf400c522ca3cefbe4b5771af.jpg: 640x640 1 Pothole, 16.7ms Speed: 4.1ms preprocess, 16.7ms inference, 10.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.24ee1988e092530f878e96705b56c476.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.1ms preprocess, 16.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.294e556dc65ac680f87846d0a053da28.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.2ms preprocess, 16.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.2f80c5ff4b0930a11cc2b4468541b69c.jpg: 640x640 1 Pothole, 20.6ms Speed: 2.5ms preprocess, 20.6ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.66a5cb5de5355fb6f22d1fde93b058d8.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.2ms preprocess, 16.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.84aa009c3a179ea4ee93c747cae7f3c6.jpg: 640x640 1 Pothole, 26.1ms Speed: 3.0ms preprocess, 26.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.a72fe1a17002671bf6904cfaf4f2072b.jpg: 640x640 1 Pothole, 22.8ms Speed: 5.8ms preprocess, 22.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.f228b7881941f19c753aae6085a09a2e.jpg: 640x640 1 Pothole, 22.1ms Speed: 3.9ms preprocess, 22.1ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.f2ce835192946ff6348cf4cd25ac57d3.jpg: 640x640 1 Pothole, 20.3ms Speed: 3.5ms preprocess, 20.3ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-463_jpg.rf.f509938130d8ffaf0d0280d4f132bad5.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.1ms preprocess, 16.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-464_jpg.rf.1e23fac651caa73472f495e482b045a8.jpg: 640x640 1 Pothole, 16.2ms Speed: 4.6ms preprocess, 16.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-464_jpg.rf.54ab26d3e94f9cb772430a19885bd212.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.6ms preprocess, 16.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-465_jpg.rf.1852c62725b7e2f6e3b2b2a79f45ab3f.jpg: 640x640 12 Potholes, 15.9ms Speed: 5.4ms preprocess, 15.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-465_jpg.rf.1ca5edb3ca45649fa61fde9a7eb66f9a.jpg: 640x640 (no detections), 31.1ms Speed: 2.8ms preprocess, 31.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-465_jpg.rf.2dc4e2a46c05ccb9a260ccfc8057bbb2.jpg: 640x640 12 Potholes, 15.8ms Speed: 3.2ms preprocess, 15.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-465_jpg.rf.448e312fbe7cd73ec90472944852222a.jpg: 640x640 3 Potholes, 15.8ms Speed: 2.6ms preprocess, 15.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-465_jpg.rf.6ffadab767503b5bdf278e37995ca73b.jpg: 640x640 12 Potholes, 16.2ms Speed: 2.5ms preprocess, 16.2ms inference, 11.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-465_jpg.rf.957d0ae8f71904e680df607fe483e9a3.jpg: 640x640 12 Potholes, 16.1ms Speed: 5.3ms preprocess, 16.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-465_jpg.rf.a631f70cfea7f849e0de195612363529.jpg: 640x640 (no detections), 16.5ms Speed: 4.4ms preprocess, 16.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-465_jpg.rf.f632e9bb3d13febe61f0d027fdf5dd35.jpg: 640x640 2 Potholes, 17.9ms Speed: 3.1ms preprocess, 17.9ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-466_jpg.rf.0bd260d94adccc1f6fca7cc5d8e2e9f0.jpg: 640x640 1 Pothole, 23.0ms Speed: 5.8ms preprocess, 23.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-466_jpg.rf.9f59abd81bc3d2395c66fb3a26661f21.jpg: 640x640 1 Pothole, 16.6ms Speed: 5.7ms preprocess, 16.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-466_jpg.rf.ba9cbbcbe04fe9eb1eed1f715a43574e.jpg: 640x640 1 Pothole, 17.0ms Speed: 5.7ms preprocess, 17.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-466_jpg.rf.bbbe1d5d25ea72ffec26795c7b1cd772.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.7ms preprocess, 16.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-466_jpg.rf.c665c3fa97b4bb77f23715dce5641670.jpg: 640x640 1 Pothole, 16.0ms Speed: 2.9ms preprocess, 16.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-466_jpg.rf.f3db949b756adf0d514b6e4766009630.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.7ms preprocess, 16.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-467_jpg.rf.320503d09a7adeb6d79e56646f6a48af.jpg: 640x640 1 Pothole, 17.8ms Speed: 5.2ms preprocess, 17.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-467_jpg.rf.4873a38d816d89e09722f918a6185819.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.5ms preprocess, 15.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-467_jpg.rf.78c16313fa8a29a1a0514f9e91bdb34c.jpg: 640x640 1 Pothole, 16.2ms Speed: 10.2ms preprocess, 16.2ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-467_jpg.rf.9fdaa77aa25a066d5fe70b9e464c04f3.jpg: 640x640 1 Pothole, 21.8ms Speed: 6.5ms preprocess, 21.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-467_jpg.rf.ad175c3cd14af183c286d5fc85c9fd2d.jpg: 640x640 1 Pothole, 34.0ms Speed: 4.0ms preprocess, 34.0ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-467_jpg.rf.db72c2456683641ee9122791f1506609.jpg: 640x640 1 Pothole, 26.8ms Speed: 3.0ms preprocess, 26.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.0f3dca9fa651c86773af5e6a813dd6b5.jpg: 640x640 1 Pothole, 18.4ms Speed: 3.8ms preprocess, 18.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.22423bb62be228476dacf00508b43932.jpg: 640x640 1 Pothole, 21.4ms Speed: 3.8ms preprocess, 21.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.47e69750de7ff755eb593e75ddfb0db7.jpg: 640x640 1 Pothole, 16.1ms Speed: 5.3ms preprocess, 16.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.61ddcb9fc4672c242c065f80c1c424d5.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.7ms preprocess, 15.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.9c41169ee8f101d4ec6973d191be58b3.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.4ms preprocess, 16.2ms inference, 7.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.9e4254949be811e26d4537293736a5df.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.0ms preprocess, 15.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.cfdfa6c88198c4845923f63f95a39a3c.jpg: 640x640 1 Pothole, 32.0ms Speed: 4.3ms preprocess, 32.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.d2df98bd7b072401c5a7bb0591b5d342.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.9ms preprocess, 16.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.eee93c1ab10cb24d6c6e050a93922dc7.jpg: 640x640 1 Pothole, 16.5ms Speed: 3.4ms preprocess, 16.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-468_jpg.rf.f9c1545080b565605421707832cea4a3.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.5ms preprocess, 16.8ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.168782a68b1373dcf0a2a1a0f35d1c98.jpg: 640x640 1 Pothole, 20.7ms Speed: 4.9ms preprocess, 20.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.588c067c68d2a9e4ea8f5e13c48f3408.jpg: 640x640 1 Pothole, 17.0ms Speed: 6.6ms preprocess, 17.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.686247800df6c09f89eea407bd2774b9.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.5ms preprocess, 17.1ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.743a61282d55aee1dcb2891975434d73.jpg: 640x640 1 Pothole, 17.0ms Speed: 4.1ms preprocess, 17.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.7a349dab13b5f6b5873c6c05e8af0f22.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.4ms preprocess, 17.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.7f82ad48b94328b5dbfc297c183988f5.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.7ms preprocess, 17.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.abd6d5c0a67daa898a5ef9e3ad120844.jpg: 640x640 1 Pothole, 17.3ms Speed: 3.1ms preprocess, 17.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.ce0e0f420a74dffc2f860af873444645.jpg: 640x640 1 Pothole, 16.8ms Speed: 2.4ms preprocess, 16.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-469_jpg.rf.da9f98ff3a12636a7d9c7aeaf423dc91.jpg: 640x640 1 Pothole, 16.9ms Speed: 4.0ms preprocess, 16.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-470_jpg.rf.0c4e8ec9bedffbc17be4cec5782a2546.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.5ms preprocess, 16.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-470_jpg.rf.1b567ff05c97c0bbdd959e86efee83ab.jpg: 640x640 1 Pothole, 22.0ms Speed: 5.1ms preprocess, 22.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-470_jpg.rf.43d2ef98b57cf1ee6e93d88db3d77c43.jpg: 640x640 1 Pothole, 17.1ms Speed: 3.6ms preprocess, 17.1ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-470_jpg.rf.9ba4ef386b4f6ec31f44e9f8c9c8954f.jpg: 640x640 2 Potholes, 17.1ms Speed: 4.9ms preprocess, 17.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-470_jpg.rf.a376b35cff4c924b3069f41cf371c01f.jpg: 640x640 1 Pothole, 17.1ms Speed: 6.9ms preprocess, 17.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-470_jpg.rf.b5d0c6e16cf7a5d7c1e99404b451ceb3.jpg: 640x640 1 Pothole, 24.8ms Speed: 5.7ms preprocess, 24.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.02cb22a29f3239e1d7099c2629600399.jpg: 640x640 1 Pothole, 21.8ms Speed: 4.7ms preprocess, 21.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.10a47c3dd472888028798c68ab2afc57.jpg: 640x640 2 Potholes, 17.0ms Speed: 4.7ms preprocess, 17.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.2b1aa13455fe19b60ad2d1f6a79c9506.jpg: 640x640 1 Pothole, 18.4ms Speed: 4.1ms preprocess, 18.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.40b8b1fbb27831ef5402c692b3f7b37a.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.1ms preprocess, 17.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.46397faafa172d5e06ef209c50824dd8.jpg: 640x640 1 Pothole, 17.1ms Speed: 2.4ms preprocess, 17.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.4d8931cb248ec85a16a2757dab0b7ede.jpg: 640x640 1 Pothole, 17.4ms Speed: 3.1ms preprocess, 17.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.505112c376f2d4ec6aa378a1d99d9469.jpg: 640x640 2 Potholes, 17.6ms Speed: 2.8ms preprocess, 17.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.8c75227d4e38db6486c125a811b953c4.jpg: 640x640 1 Pothole, 17.1ms Speed: 3.8ms preprocess, 17.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.92319287679c9e04726bfc33ccdb1f05.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.2ms preprocess, 17.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.b201963e42763de53c133f1a0e33bd67.jpg: 640x640 1 Pothole, 17.0ms Speed: 5.0ms preprocess, 17.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.c73167c0b3a11749f7db8392e4b3949c.jpg: 640x640 1 Pothole, 26.2ms Speed: 4.2ms preprocess, 26.2ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-471_jpg.rf.e4d29d154887d45783f503b4ae3777b0.jpg: 640x640 2 Potholes, 16.1ms Speed: 2.8ms preprocess, 16.1ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.04467d5fc4c97bd9d21e5b1a2ce95fc6.jpg: 640x640 1 Pothole, 18.1ms Speed: 3.7ms preprocess, 18.1ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.0e83a2c7460a0bb48708465d90fec930.jpg: 640x640 1 Pothole, 16.5ms Speed: 5.8ms preprocess, 16.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.3b15b49da2f9c0bf84c1d0505fc0e654.jpg: 640x640 1 Pothole, 16.0ms Speed: 2.3ms preprocess, 16.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.3b4d747781f677d0b3814e3a41b093d5.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.3ms preprocess, 16.8ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.765b54563c2192c9c7da20dec2f5db4d.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.6ms preprocess, 16.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.ab343c92e93d1a3cecb43bac3b9fb342.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.6ms preprocess, 16.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.c1dcb8c2a268f81298bcba2d68abd8c8.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.9ms preprocess, 16.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.cdaa25fb5a590706e235ba7d807c7c78.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.1ms preprocess, 16.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.e863a0c95071eb304876fc945445b857.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.7ms preprocess, 16.3ms inference, 6.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-472_jpg.rf.e9c0987d6d6590ef141c2b050f76a9d2.jpg: 640x640 1 Pothole, 18.4ms Speed: 4.9ms preprocess, 18.4ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-473_jpg.rf.9ae75c4d93c69fba9645e32fec589e33.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.1ms preprocess, 16.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-473_jpg.rf.b8f8863c621045a13fcb15665c772a38.jpg: 640x640 1 Pothole, 16.4ms Speed: 5.1ms preprocess, 16.4ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-475_jpg.rf.58cdf21d351ff56b4fd09eb822635729.jpg: 640x640 1 Pothole, 16.5ms Speed: 3.4ms preprocess, 16.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-475_jpg.rf.5e26f4d6b52cc11bd9207d07a2832c24.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.8ms preprocess, 16.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-475_jpg.rf.5f75fa07a46cfb6e14be73da9a76c0b7.jpg: 640x640 2 Potholes, 22.4ms Speed: 3.5ms preprocess, 22.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-475_jpg.rf.7728a07ce1ed4e1bc1af0903440832b4.jpg: 640x640 2 Potholes, 16.1ms Speed: 4.3ms preprocess, 16.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-475_jpg.rf.8ad97d449a24621c112e8a77c0c8880f.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.8ms preprocess, 16.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-475_jpg.rf.f665a51e6651b409309fa4a559031685.jpg: 640x640 1 Pothole, 17.9ms Speed: 4.9ms preprocess, 17.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-476_jpg.rf.22fa6cd4bae4ff87a44a397426195e67.jpg: 640x640 1 Pothole, 15.9ms Speed: 5.8ms preprocess, 15.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-476_jpg.rf.4db36b50d751b17166e5486125df49be.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.8ms preprocess, 16.0ms inference, 11.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-476_jpg.rf.58e3a2fa3a86fdd11b731d0301a91607.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.6ms preprocess, 16.4ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-477_jpg.rf.44d9a222a28220f8979accccd4fc7a37.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.4ms preprocess, 16.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-477_jpg.rf.65ae500100c6db2665aa038e872665f6.jpg: 640x640 2 Potholes, 16.0ms Speed: 5.0ms preprocess, 16.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-477_jpg.rf.8e59150efcab242572be3c91548f975e.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.2ms preprocess, 16.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-477_jpg.rf.cd2ba87f325ff811d6a73021601d2d6a.jpg: 640x640 1 Pothole, 18.1ms Speed: 5.2ms preprocess, 18.1ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-477_jpg.rf.eb6d5ae1445d0ba135fc909e12e680b2.jpg: 640x640 1 Pothole, 19.5ms Speed: 4.2ms preprocess, 19.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-478_jpg.rf.252ff280c9c7cbd98d2b710b19d3b5be.jpg: 640x640 1 Pothole, 16.1ms Speed: 6.3ms preprocess, 16.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-478_jpg.rf.281900f732b6c1718bb7f2204f1290f7.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.7ms preprocess, 16.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-478_jpg.rf.31681333f3e4bd16f386a83e08974307.jpg: 640x640 1 Pothole, 17.3ms Speed: 4.3ms preprocess, 17.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-478_jpg.rf.54553ababa6d89b9f5bf4432c302b2ea.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.9ms preprocess, 16.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-478_jpg.rf.acb219af96d43e0c339eecdf574d7922.jpg: 640x640 2 Potholes, 15.9ms Speed: 3.4ms preprocess, 15.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-478_jpg.rf.b6b2c517d14562ff97baaa307035aa62.jpg: 640x640 1 Pothole, 16.1ms Speed: 5.3ms preprocess, 16.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-479_jpg.rf.0ccd8583b25325d81db8d8babe5ed777.jpg: 640x640 1 Pothole, 20.1ms Speed: 6.1ms preprocess, 20.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-479_jpg.rf.4e013b8b7144969dde8192b5fa11cd63.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.1ms preprocess, 16.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-479_jpg.rf.5ea38f58ade8532514d70d89444378b8.jpg: 640x640 1 Pothole, 17.5ms Speed: 4.2ms preprocess, 17.5ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-479_jpg.rf.722267dde3f9b9f7fa48f9413d5df406.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.1ms preprocess, 15.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-480_jpg.rf.2bd25938048d4710cd420f593b41a416.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.8ms preprocess, 15.2ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-480_jpg.rf.69d5887c17d315da5771e5ec2f9839ef.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.9ms preprocess, 15.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-481_jpg.rf.06d40313c5a591cbd705e927b85fe2f3.jpg: 640x640 2 Potholes, 15.3ms Speed: 4.2ms preprocess, 15.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-481_jpg.rf.13864c6167cc3bca983190c164822547.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.2ms preprocess, 15.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-481_jpg.rf.740a495bb116f6512a1ef170cfbb3b61.jpg: 640x640 1 Pothole, 19.8ms Speed: 3.2ms preprocess, 19.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-481_jpg.rf.8e4304e9046ba1c347d5cfe12bf2b6e7.jpg: 640x640 2 Potholes, 15.2ms Speed: 2.8ms preprocess, 15.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-481_jpg.rf.9c81a39a68f432e73205f8a70060d577.jpg: 640x640 2 Potholes, 15.1ms Speed: 2.6ms preprocess, 15.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-481_jpg.rf.a656fefa46912a62a17847fb9f67a08b.jpg: 640x640 2 Potholes, 21.3ms Speed: 6.0ms preprocess, 21.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-482_jpg.rf.162f40d82995acccfd5077b39a8f5a15.jpg: 640x640 1 Pothole, 15.2ms Speed: 4.8ms preprocess, 15.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-482_jpg.rf.385731d8621a75b498cff35d4b3032cf.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.8ms preprocess, 15.5ms inference, 6.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-482_jpg.rf.432e4edd8a406d644922a4e9db301855.jpg: 640x640 (no detections), 15.1ms Speed: 3.7ms preprocess, 15.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-482_jpg.rf.4476a157a678911fa65c5aa108361ee5.jpg: 640x640 (no detections), 22.4ms Speed: 4.2ms preprocess, 22.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-482_jpg.rf.5071699fc44ed18684b90fd0ac608965.jpg: 640x640 1 Pothole, 15.7ms Speed: 5.4ms preprocess, 15.7ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-482_jpg.rf.7e843fc456dd09199eac5001d4d96c24.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.9ms preprocess, 17.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-482_jpg.rf.ed57ed4396a385e68f42f4c12dff40c8.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.3ms preprocess, 15.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-483_jpg.rf.65d509b831566186368a4da64d6a9fe0.jpg: 640x640 2 Potholes, 15.4ms Speed: 2.8ms preprocess, 15.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-483_jpg.rf.688f82034cfb2f0bff41d2910e4adedb.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.9ms preprocess, 15.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-483_jpg.rf.e2ec1b96f26844fb0f4692fdb58da654.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.1ms preprocess, 15.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-483_jpg.rf.f0cad40bcf9b6812e75e0af45e42eb10.jpg: 640x640 2 Potholes, 15.5ms Speed: 3.9ms preprocess, 15.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-484_jpg.rf.33bc6d693361a7d91f1d023b9b83fddf.jpg: 640x640 2 Potholes, 15.1ms Speed: 2.9ms preprocess, 15.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-484_jpg.rf.415e7321bdc475566ba1f054425d1be6.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.8ms preprocess, 17.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-484_jpg.rf.55c61b6faac2c6840ec2f33c8e0c5f8d.jpg: 640x640 2 Potholes, 17.4ms Speed: 4.3ms preprocess, 17.4ms inference, 11.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-484_jpg.rf.933afd2b2ff2aae451b38f0c6804f47f.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.7ms preprocess, 16.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-484_jpg.rf.cb69e5925ba0da7e0424df63bd68d61f.jpg: 640x640 1 Pothole, 21.0ms Speed: 4.2ms preprocess, 21.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-484_jpg.rf.cd2d01a83e52df9e78bb4e615d341536.jpg: 640x640 3 Potholes, 15.5ms Speed: 3.9ms preprocess, 15.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-485_jpg.rf.0172ef365387661ee2cc21745a6b69f3.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.7ms preprocess, 15.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-485_jpg.rf.101d972f8293dddf57b20e7ed3649c99.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.8ms preprocess, 15.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-485_jpg.rf.4e2bb31c73900032e2ba326d484b1c90.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.6ms preprocess, 15.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-485_jpg.rf.7c99dd0bb5f33a619fdb374d875a5068.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.1ms preprocess, 15.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-485_jpg.rf.8c9fe97fe6d368f62f851a51fc5a4978.jpg: 640x640 (no detections), 15.4ms Speed: 2.8ms preprocess, 15.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-485_jpg.rf.dc19e8e07f52aa2fb9595dbd03fd4334.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.1ms preprocess, 15.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-487_jpg.rf.7ba63e8f961d8b4cfcb4681bb46ab86a.jpg: 640x640 (no detections), 19.9ms Speed: 5.1ms preprocess, 19.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-487_jpg.rf.bf997f015063590d9afe893c20f54199.jpg: 640x640 (no detections), 18.6ms Speed: 4.5ms preprocess, 18.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-487_jpg.rf.c000af92044bdc338a1013b1fa200e9e.jpg: 640x640 2 Potholes, 26.3ms Speed: 4.4ms preprocess, 26.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-487_jpg.rf.e04aa9612029ac9b200f585bd978109c.jpg: 640x640 (no detections), 15.1ms Speed: 3.0ms preprocess, 15.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-487_jpg.rf.eb80c2e153d543256b32670d1f5c4b44.jpg: 640x640 (no detections), 17.5ms Speed: 5.8ms preprocess, 17.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-487_jpg.rf.f02e6137afa4728f4e979846a8283c6a.jpg: 640x640 1 Pothole, 24.8ms Speed: 6.5ms preprocess, 24.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-488_jpg.rf.3eaa7c012bc5596732ca244140343663.jpg: 640x640 4 Potholes, 15.6ms Speed: 2.6ms preprocess, 15.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-488_jpg.rf.93849efd22ea6ccafe05a551c378a287.jpg: 640x640 4 Potholes, 15.7ms Speed: 4.5ms preprocess, 15.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-488_jpg.rf.d01d73bd46760dad9b27483dbb1ab885.jpg: 640x640 (no detections), 15.5ms Speed: 2.9ms preprocess, 15.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-488_jpg.rf.de509a021d43fce5f3665b04c106684e.jpg: 640x640 3 Potholes, 16.2ms Speed: 4.5ms preprocess, 16.2ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-489_jpg.rf.0ebb7462cc54124701c8cd0e12e4174c.jpg: 640x640 2 Potholes, 16.4ms Speed: 5.2ms preprocess, 16.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-489_jpg.rf.4c6a6d902e0ea3820c8b75644ce0fe81.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.0ms preprocess, 15.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-489_jpg.rf.6db71ac3fd51963f56a30ff9a27fe140.jpg: 640x640 2 Potholes, 16.0ms Speed: 7.1ms preprocess, 16.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-489_jpg.rf.d02716984c7d044fa4698f16bfba3aeb.jpg: 640x640 1 Pothole, 23.2ms Speed: 3.7ms preprocess, 23.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-490_jpg.rf.2976eb20d31740fe86c9a5f97e7193b4.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.2ms preprocess, 15.9ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-490_jpg.rf.7142f5f5169cdfc0acf60f6088ba8d9d.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.4ms preprocess, 16.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-490_jpg.rf.7e3d2df5d4caf9898cf91d3e82baa7d4.jpg: 640x640 1 Pothole, 16.9ms Speed: 6.8ms preprocess, 16.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-490_jpg.rf.9050fa1acb08a1083af190338f722a01.jpg: 640x640 1 Pothole, 19.2ms Speed: 4.9ms preprocess, 19.2ms inference, 7.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.03053be1f0749740c3b982ecbaeb8ffc.jpg: 640x640 3 Potholes, 16.1ms Speed: 3.5ms preprocess, 16.1ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.4b162268ea47d48715e54db9049ccc7a.jpg: 640x640 1 Pothole, 29.0ms Speed: 3.7ms preprocess, 29.0ms inference, 6.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.5f69eae1d6c88ceb404dddebf4e05675.jpg: 640x640 2 Potholes, 16.1ms Speed: 3.6ms preprocess, 16.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.81cdeb7577ab00eed41af6f2c406bef9.jpg: 640x640 2 Potholes, 21.1ms Speed: 5.0ms preprocess, 21.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.823f906e0a662896279cc3f0663de6c6.jpg: 640x640 31 Potholes, 16.5ms Speed: 5.0ms preprocess, 16.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.a948a0c086c5599df78668119f5dc738.jpg: 640x640 31 Potholes, 21.1ms Speed: 6.2ms preprocess, 21.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.afa7ce81d474922895bb6df70f976e59.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.2ms preprocess, 16.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.bb28dc8441b08613f1242d4f65994baa.jpg: 640x640 (no detections), 16.8ms Speed: 3.2ms preprocess, 16.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.bdc83e63b9a9a8e5b135aea389ad4113.jpg: 640x640 27 Potholes, 16.6ms Speed: 2.4ms preprocess, 16.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.c45a001c79988e60a540b872d574e0d9.jpg: 640x640 1 Pothole, 16.1ms Speed: 4.2ms preprocess, 16.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.f5bcecfe88de997f6a0e43d0b879eb1c.jpg: 640x640 2 Potholes, 19.3ms Speed: 4.2ms preprocess, 19.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-491_jpg.rf.fa1505b98a40c8e95823ea11134a5fa5.jpg: 640x640 26 Potholes, 16.6ms Speed: 4.1ms preprocess, 16.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-492_jpg.rf.1921143085a916bee96a5500c1869829.jpg: 640x640 3 Potholes, 17.0ms Speed: 6.9ms preprocess, 17.0ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-492_jpg.rf.31e0a0986c0b1bfba7698d15cc305a3a.jpg: 640x640 (no detections), 16.7ms Speed: 3.4ms preprocess, 16.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-492_jpg.rf.32183aef6a2231600d4a8ecb02a262f5.jpg: 640x640 3 Potholes, 16.6ms Speed: 5.4ms preprocess, 16.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-492_jpg.rf.6a3fdc1e81785799860940713f5ad5f4.jpg: 640x640 3 Potholes, 24.3ms Speed: 3.4ms preprocess, 24.3ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-492_jpg.rf.b1d990c753295e0b717d5b92dbcabcb7.jpg: 640x640 2 Potholes, 23.4ms Speed: 3.9ms preprocess, 23.4ms inference, 6.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-492_jpg.rf.d91df2cd61286431d2b28640101824ea.jpg: 640x640 (no detections), 17.2ms Speed: 5.1ms preprocess, 17.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-492_jpg.rf.e8e297d7ce2a82166a6d35b12284f625.jpg: 640x640 3 Potholes, 34.9ms Speed: 4.7ms preprocess, 34.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-493_jpg.rf.0f56f05bc0a80ac916aafe9dc92bfa68.jpg: 640x640 (no detections), 20.6ms Speed: 5.5ms preprocess, 20.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-493_jpg.rf.4820998f67ccfd0bf29a4f65f9917a47.jpg: 640x640 1 Pothole, 21.1ms Speed: 4.8ms preprocess, 21.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-493_jpg.rf.54dc71166cd4083928118b1424c89c33.jpg: 640x640 1 Pothole, 17.5ms Speed: 4.7ms preprocess, 17.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-493_jpg.rf.936ae368699b16484af5f0e07dbba6b7.jpg: 640x640 1 Pothole, 22.3ms Speed: 30.1ms preprocess, 22.3ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-493_jpg.rf.addfa109d5836ebc3737bab90c35611e.jpg: 640x640 1 Pothole, 19.1ms Speed: 8.3ms preprocess, 19.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-493_jpg.rf.c215c2dc43fc5bd4bdf6fe78dc30bdb4.jpg: 640x640 2 Potholes, 21.7ms Speed: 4.1ms preprocess, 21.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-493_jpg.rf.e4d31c9aa48e6f07f5f028b542083817.jpg: 640x640 1 Pothole, 17.0ms Speed: 4.8ms preprocess, 17.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-493_jpg.rf.f48894d7b5ff15c606119392d48dd8f5.jpg: 640x640 1 Pothole, 17.3ms Speed: 4.3ms preprocess, 17.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-494_jpg.rf.0249e249c7314b6f3dbbe9f476341012.jpg: 640x640 1 Pothole, 17.2ms Speed: 2.7ms preprocess, 17.2ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-494_jpg.rf.ad9d9236ef71391217a93c15f3b48a8f.jpg: 640x640 3 Potholes, 17.0ms Speed: 3.1ms preprocess, 17.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-494_jpg.rf.d09665a4972f967cd4fdafb00f7573ad.jpg: 640x640 6 Potholes, 27.7ms Speed: 5.7ms preprocess, 27.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-495_jpg.rf.3ecb7dfb4852f23e5b09550f73ab71c9.jpg: 640x640 1 Pothole, 19.7ms Speed: 4.7ms preprocess, 19.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-495_jpg.rf.bfb55a104e83e1dbbc256e70a773bb28.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.7ms preprocess, 17.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-495_jpg.rf.cf65798e7b1383655e983f39b1129e6a.jpg: 640x640 1 Pothole, 17.4ms Speed: 6.2ms preprocess, 17.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-495_jpg.rf.d178c88019071880d529673f7d563ec2.jpg: 640x640 2 Potholes, 17.9ms Speed: 5.4ms preprocess, 17.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-495_jpg.rf.f4416c923462ab9716569f8f4d343258.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.4ms preprocess, 17.6ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-495_jpg.rf.f51e96a3cfce6f946c047cfbfc8af26d.jpg: 640x640 2 Potholes, 31.4ms Speed: 3.2ms preprocess, 31.4ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-496_jpg.rf.0ad69724f1b6b8f8768cc6b6dd4bc112.jpg: 640x640 10 Potholes, 17.5ms Speed: 5.8ms preprocess, 17.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-496_jpg.rf.2a0dc6c20fbc516421f63470a7e4bb74.jpg: 640x640 9 Potholes, 22.1ms Speed: 6.1ms preprocess, 22.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-496_jpg.rf.8fddc430e32ad2ff59b68576594dc2d3.jpg: 640x640 1 Pothole, 17.9ms Speed: 11.5ms preprocess, 17.9ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-496_jpg.rf.ef68af487825b5b3492357e497a5882c.jpg: 640x640 4 Potholes, 17.6ms Speed: 2.9ms preprocess, 17.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-496_jpg.rf.f9ce0243d0de333e336cdfafbd5731ce.jpg: 640x640 1 Pothole, 18.2ms Speed: 5.8ms preprocess, 18.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.21d156a8dbfcb141eee295b643b4e3e9.jpg: 640x640 1 Pothole, 26.3ms Speed: 9.0ms preprocess, 26.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.3a7da8fc961346c4b80851f852dd93b9.jpg: 640x640 3 Potholes, 19.1ms Speed: 7.1ms preprocess, 19.1ms inference, 11.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.3cb5cdfedc9ff24cbf682b4af41d795d.jpg: 640x640 3 Potholes, 17.7ms Speed: 2.6ms preprocess, 17.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.43d6df1ec9716e7b74ef47059526e3b8.jpg: 640x640 3 Potholes, 18.7ms Speed: 6.6ms preprocess, 18.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.56d4ad9c08b8194d5ba7a4c7aa418317.jpg: 640x640 1 Pothole, 24.9ms Speed: 6.8ms preprocess, 24.9ms inference, 11.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.7a54a10f1dd92b10dffb8b236fb36708.jpg: 640x640 2 Potholes, 18.0ms Speed: 4.9ms preprocess, 18.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.8a102792cddb8cb7795fa572dfedc304.jpg: 640x640 3 Potholes, 17.9ms Speed: 4.5ms preprocess, 17.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.8fe87f9e29babb6c1ffd568e2deb4bad.jpg: 640x640 2 Potholes, 19.8ms Speed: 4.3ms preprocess, 19.8ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.960db07789b9de8dd2523998918ca185.jpg: 640x640 2 Potholes, 18.3ms Speed: 3.2ms preprocess, 18.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.9983064d364f7237cccc299d90c7f792.jpg: 640x640 3 Potholes, 25.9ms Speed: 3.3ms preprocess, 25.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.b6f614a7a74ad3936044bbd6431a50e2.jpg: 640x640 (no detections), 17.9ms Speed: 3.0ms preprocess, 17.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.c81887d1f9eccee4dbea2c1e58ffb773.jpg: 640x640 2 Potholes, 17.9ms Speed: 4.6ms preprocess, 17.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-497_jpg.rf.d8a3771f534465d5402d29de40bb5626.jpg: 640x640 2 Potholes, 38.8ms Speed: 5.0ms preprocess, 38.8ms inference, 7.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-498_jpg.rf.13560994306f5e772768428fdac50e91.jpg: 640x640 2 Potholes, 17.4ms Speed: 3.0ms preprocess, 17.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-498_jpg.rf.57ba87cca3d490ce1619345bea5bd98c.jpg: 640x640 1 Pothole, 22.3ms Speed: 5.0ms preprocess, 22.3ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-498_jpg.rf.a7f104c4a5a47c772f0634d1d0d8eaf2.jpg: 640x640 1 Pothole, 35.9ms Speed: 4.9ms preprocess, 35.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-498_jpg.rf.b28404896496e719972223ad0f64a24b.jpg: 640x640 2 Potholes, 21.7ms Speed: 6.7ms preprocess, 21.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-499_jpg.rf.ae80749412b71f2a3df5c7599935c48f.jpg: 640x640 2 Potholes, 17.4ms Speed: 5.9ms preprocess, 17.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-499_jpg.rf.cdf90ba5a3da2ad4dd2bd4f53b61b747.jpg: 640x640 2 Potholes, 17.2ms Speed: 3.6ms preprocess, 17.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-499_jpg.rf.d2a8afed7aebc02aad2d4a78ce50e475.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.1ms preprocess, 17.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-499_jpg.rf.deab4acbb63b318cbe836f378e46a14b.jpg: 640x640 2 Potholes, 22.6ms Speed: 3.1ms preprocess, 22.6ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-499_jpg.rf.f94366551053c6d989244f4140d2c166.jpg: 640x640 2 Potholes, 17.2ms Speed: 2.7ms preprocess, 17.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-500_jpg.rf.04744bd814ad4a1d61ac2836ea252ac8.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.1ms preprocess, 17.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-500_jpg.rf.0ba938450b1c0313d69bc4cbe0f8aca1.jpg: 640x640 1 Pothole, 17.2ms Speed: 5.7ms preprocess, 17.2ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-500_jpg.rf.17363483c057ec2463d1d2292bd102fa.jpg: 640x640 1 Pothole, 17.3ms Speed: 5.0ms preprocess, 17.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-500_jpg.rf.9ee09bcca2d877415dab3a2d5af70f8c.jpg: 640x640 1 Pothole, 23.3ms Speed: 5.3ms preprocess, 23.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-500_jpg.rf.c2daf6852c93fd14ecc783f6ea36a7eb.jpg: 640x640 1 Pothole, 24.6ms Speed: 4.4ms preprocess, 24.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-500_jpg.rf.fb7cf9e762d411151e1e0f0d516b5816.jpg: 640x640 1 Pothole, 24.1ms Speed: 4.6ms preprocess, 24.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-501_jpg.rf.1fddb33e44b4e7d41ba97c2833f0e9a2.jpg: 640x640 1 Pothole, 18.0ms Speed: 4.9ms preprocess, 18.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-501_jpg.rf.22ffcc655d5e635333a9b92a22c540f2.jpg: 640x640 1 Pothole, 17.6ms Speed: 6.2ms preprocess, 17.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-501_jpg.rf.469790281cd7364fa0f1b8c849cb7353.jpg: 640x640 1 Pothole, 22.5ms Speed: 7.2ms preprocess, 22.5ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-501_jpg.rf.4eaf77f95966d85c68a767ffb61cc5a1.jpg: 640x640 1 Pothole, 20.8ms Speed: 4.1ms preprocess, 20.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-501_jpg.rf.7adda499054390e1d518dbaf34b0135e.jpg: 640x640 1 Pothole, 18.1ms Speed: 3.6ms preprocess, 18.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-501_jpg.rf.b1b608ee4680ef55338336db2a606346.jpg: 640x640 1 Pothole, 18.6ms Speed: 4.7ms preprocess, 18.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-501_jpg.rf.c49c02ef41c738571ad76a3f34aaf63a.jpg: 640x640 1 Pothole, 18.0ms Speed: 3.6ms preprocess, 18.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-501_jpg.rf.d5dd04ab843a4a00626fcd845f40d691.jpg: 640x640 2 Potholes, 17.2ms Speed: 2.6ms preprocess, 17.2ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-502_jpg.rf.38ce91eb1293b2f2836651e5046f18e6.jpg: 640x640 1 Pothole, 17.0ms Speed: 5.2ms preprocess, 17.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-502_jpg.rf.8f2791a88102b8fcc35b4fc514bffe88.jpg: 640x640 1 Pothole, 23.1ms Speed: 4.7ms preprocess, 23.1ms inference, 7.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-502_jpg.rf.b34202d329b0c4b97aa2d978644bbc9a.jpg: 640x640 1 Pothole, 20.4ms Speed: 4.7ms preprocess, 20.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-502_jpg.rf.c90fc7ebdb6e64689e0af57b2e222fa5.jpg: 640x640 1 Pothole, 17.8ms Speed: 4.6ms preprocess, 17.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-502_jpg.rf.e57847f54e21fe343c654b5c2768b12a.jpg: 640x640 1 Pothole, 24.3ms Speed: 6.8ms preprocess, 24.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-502_jpg.rf.f1b78a7cd880dc63132d9cd37ded732b.jpg: 640x640 1 Pothole, 22.4ms Speed: 5.9ms preprocess, 22.4ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-502_jpg.rf.f2121bf841da1957b29c091c37fd3501.jpg: 640x640 1 Pothole, 22.9ms Speed: 5.9ms preprocess, 22.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-502_jpg.rf.fe1df94021ed2c8d4ff6c357bdd611f8.jpg: 640x640 1 Pothole, 28.7ms Speed: 5.0ms preprocess, 28.7ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-503_jpg.rf.24b6161c8cba53e0035e94769d1384f8.jpg: 640x640 (no detections), 16.2ms Speed: 2.5ms preprocess, 16.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-503_jpg.rf.5bf09e36ee26d678ec2296ee9f6dcb3b.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.1ms preprocess, 16.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-503_jpg.rf.d1144f2864c4e2b66a2ed28aa78c0183.jpg: 640x640 2 Potholes, 18.2ms Speed: 3.3ms preprocess, 18.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.1b5d90ace674af3ab36c6be9c945977d.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.4ms preprocess, 16.3ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.1bbcf047a9799c20da4b1cd8c0377816.jpg: 640x640 1 Pothole, 20.1ms Speed: 4.5ms preprocess, 20.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.20831b5507a8dfcecb69436eb7e0eaeb.jpg: 640x640 2 Potholes, 17.4ms Speed: 8.3ms preprocess, 17.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.23563a2d0bbc5bcec22d8ec51c52b166.jpg: 640x640 2 Potholes, 20.0ms Speed: 4.9ms preprocess, 20.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.46b7d65dcf4506055a54960eebbde552.jpg: 640x640 1 Pothole, 19.5ms Speed: 7.9ms preprocess, 19.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.8437622d1629b53d6dfdc6abdef38a3b.jpg: 640x640 2 Potholes, 21.5ms Speed: 5.1ms preprocess, 21.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.8fc8c796b19f24d2c0d4ca1b7c2fa422.jpg: 640x640 2 Potholes, 18.0ms Speed: 4.3ms preprocess, 18.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.950be27ea32a0f2a96206e59093d054f.jpg: 640x640 1 Pothole, 17.2ms Speed: 4.6ms preprocess, 17.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.9bf31227b85299d97735c5ddf00de52c.jpg: 640x640 2 Potholes, 17.4ms Speed: 5.2ms preprocess, 17.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.bf1605d86f43d92f53477bcba423ea99.jpg: 640x640 2 Potholes, 19.8ms Speed: 3.4ms preprocess, 19.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.c1385bb1c717cdcda902017214d0f3be.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.5ms preprocess, 16.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.c2a2c30ebd622bdcd8656065ae62ba8a.jpg: 640x640 2 Potholes, 21.0ms Speed: 11.4ms preprocess, 21.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-504_jpg.rf.f01cdb5b14609ab128778bccaed5515a.jpg: 640x640 1 Pothole, 16.4ms Speed: 4.3ms preprocess, 16.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.26db018146579b53e57d6598d1938113.jpg: 640x640 1 Pothole, 19.1ms Speed: 5.9ms preprocess, 19.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.47a90c69904ed8ea8fb3d2639aca44eb.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.7ms preprocess, 16.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.5acfa1439b7b5cdcfb77bbd55338a5b3.jpg: 640x640 1 Pothole, 25.8ms Speed: 6.8ms preprocess, 25.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.5e0da8da5bb1101efeedc0f4ad3596d2.jpg: 640x640 1 Pothole, 18.8ms Speed: 5.6ms preprocess, 18.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.98028c7deb548dd01cb504788801cf3f.jpg: 640x640 (no detections), 16.6ms Speed: 5.4ms preprocess, 16.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.d9d60d312b295bdf093348d613dd646d.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.8ms preprocess, 16.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.e21dcaba83a20989d98e00c82456b21d.jpg: 640x640 1 Pothole, 27.1ms Speed: 5.7ms preprocess, 27.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.e29f4dca53f5093e686a40f8d35948e6.jpg: 640x640 (no detections), 16.5ms Speed: 4.5ms preprocess, 16.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.e443fbc2a7e482cc256a44c7b02c3a8d.jpg: 640x640 1 Pothole, 17.4ms Speed: 2.6ms preprocess, 17.4ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-505_jpg.rf.ec738625962cabefe991cd83ba23db12.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.7ms preprocess, 16.3ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-506_jpg.rf.3159ffee5658178035048347a3580d30.jpg: 640x640 2 Potholes, 21.1ms Speed: 6.5ms preprocess, 21.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-506_jpg.rf.595dc695db58d7aecb5d5696e774d122.jpg: 640x640 1 Pothole, 21.6ms Speed: 6.4ms preprocess, 21.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-506_jpg.rf.5e0ff5c350096b797a03adec5aaf7d94.jpg: 640x640 1 Pothole, 17.5ms Speed: 4.5ms preprocess, 17.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-506_jpg.rf.e38803953ce4b58dc0fd1556a5bf4b0c.jpg: 640x640 1 Pothole, 17.2ms Speed: 5.2ms preprocess, 17.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-507_jpg.rf.42e5d8d11b0126ed2313d438a7e5427c.jpg: 640x640 1 Pothole, 17.3ms Speed: 3.6ms preprocess, 17.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-507_jpg.rf.8bc362b4ea67795a171d56122568c0c9.jpg: 640x640 1 Pothole, 17.3ms Speed: 5.2ms preprocess, 17.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-507_jpg.rf.a458ea78f06608e605710671971732ee.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.9ms preprocess, 16.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-507_jpg.rf.a5489ef32f03eff8957a148d34660cac.jpg: 640x640 1 Pothole, 30.9ms Speed: 3.0ms preprocess, 30.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-507_jpg.rf.a8feb4b2f1cd13a1aea5ed901f9f20ff.jpg: 640x640 1 Pothole, 16.6ms Speed: 5.2ms preprocess, 16.6ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-507_jpg.rf.f05817cb0b80ce0642731e4197ff618d.jpg: 640x640 1 Pothole, 17.1ms Speed: 6.5ms preprocess, 17.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-508_jpg.rf.f74c03918cf098905e1918da8ba6a1d2.jpg: 640x640 6 Potholes, 16.4ms Speed: 10.7ms preprocess, 16.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-508_jpg.rf.f8d5d68085c721f052037d791a1947af.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.4ms preprocess, 17.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-508_jpg.rf.fa9316d97bdf03cfcd58ce1863e3dced.jpg: 640x640 4 Potholes, 16.5ms Speed: 5.6ms preprocess, 16.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-509_jpg.rf.5d6183941a3a0df17a21ba8100098ef7.jpg: 640x640 3 Potholes, 18.3ms Speed: 5.0ms preprocess, 18.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-509_jpg.rf.68dc49777b844553dacfb1b765fc3ef4.jpg: 640x640 1 Pothole, 16.8ms Speed: 6.0ms preprocess, 16.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-509_jpg.rf.8f6f305f3611e1745a845b3d73b03368.jpg: 640x640 4 Potholes, 16.5ms Speed: 3.8ms preprocess, 16.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-509_jpg.rf.99356c9d9bf7a5d1fb824eec32d03a2d.jpg: 640x640 3 Potholes, 16.6ms Speed: 4.0ms preprocess, 16.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-509_jpg.rf.dca2c539364c424e5f429c136dde1b3d.jpg: 640x640 1 Pothole, 21.5ms Speed: 4.1ms preprocess, 21.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-509_jpg.rf.eaed2175ffa23df470ff0ee77319cd89.jpg: 640x640 3 Potholes, 26.1ms Speed: 4.9ms preprocess, 26.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-510_jpg.rf.af47b0e48fde93d3219de0ddb6f5e904.jpg: 640x640 1 Pothole, 16.7ms Speed: 6.8ms preprocess, 16.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-510_jpg.rf.d9dfc98064578fb3f14652c1b51b8b89.jpg: 640x640 1 Pothole, 29.8ms Speed: 5.5ms preprocess, 29.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-510_jpg.rf.f4e64310db2fc2cf48c0c801e5f490a0.jpg: 640x640 1 Pothole, 23.6ms Speed: 6.0ms preprocess, 23.6ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-511_jpg.rf.6d719000dd28c36456eac5aebd016654.jpg: 640x640 4 Potholes, 19.9ms Speed: 3.2ms preprocess, 19.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-513_jpg.rf.7a31eec9a48af1bc91465e4af6c9307d.jpg: 640x640 3 Potholes, 16.5ms Speed: 3.2ms preprocess, 16.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-513_jpg.rf.be0540abc506a5fcce92221220116808.jpg: 640x640 1 Pothole, 16.9ms Speed: 4.6ms preprocess, 16.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-513_jpg.rf.f184d98373af49bd587e38647bc7fdee.jpg: 640x640 1 Pothole, 17.0ms Speed: 4.4ms preprocess, 17.0ms inference, 7.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-514_jpg.rf.13802bc5681e5b78b330e8e976c7a980.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.4ms preprocess, 16.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-514_jpg.rf.6f15a612a14540ae35413eb4147a76c8.jpg: 640x640 2 Potholes, 19.2ms Speed: 4.7ms preprocess, 19.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-514_jpg.rf.99fee4a3da3a697ce006f6b8aad2d7e8.jpg: 640x640 3 Potholes, 35.3ms Speed: 4.8ms preprocess, 35.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-515_jpg.rf.07f9f5fb3ea50ae73f98958d63cf7439.jpg: 640x640 2 Potholes, 16.7ms Speed: 5.2ms preprocess, 16.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-515_jpg.rf.40a1ebd7243705c368da1f5fab5250c6.jpg: 640x640 1 Pothole, 20.9ms Speed: 7.6ms preprocess, 20.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-515_jpg.rf.4f425c4af7bdeb96fa06170ff014c34c.jpg: 640x640 2 Potholes, 16.7ms Speed: 3.4ms preprocess, 16.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-515_jpg.rf.9ecf2cc3910d4d6b8c35d497f0acde1d.jpg: 640x640 1 Pothole, 22.5ms Speed: 7.0ms preprocess, 22.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-516_jpg.rf.a97f6e4a7ecf25c53984132216745d31.jpg: 640x640 2 Potholes, 16.5ms Speed: 6.1ms preprocess, 16.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-516_jpg.rf.d73ef997c92f3a14b1cb5ec2ef898503.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.4ms preprocess, 16.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-516_jpg.rf.daeebfdf6140d2a065d73b598df079ad.jpg: 640x640 1 Pothole, 16.5ms Speed: 5.8ms preprocess, 16.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-517_jpg.rf.06fe5d7ab604990626dc02cfecd52b51.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.8ms preprocess, 16.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-517_jpg.rf.4ade36b28c42af62905fbbe7a1ab6c22.jpg: 640x640 1 Pothole, 25.4ms Speed: 4.7ms preprocess, 25.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-517_jpg.rf.69a1a2d8bef288095a8fe5b6fbc9bcba.jpg: 640x640 1 Pothole, 18.8ms Speed: 4.5ms preprocess, 18.8ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-517_jpg.rf.769d5f788fa56ed424d086a9ec572de3.jpg: 640x640 1 Pothole, 22.9ms Speed: 10.5ms preprocess, 22.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-517_jpg.rf.9567b5dbcd3c5ab68b9e699569877d3f.jpg: 640x640 1 Pothole, 16.7ms Speed: 5.9ms preprocess, 16.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-517_jpg.rf.973277898d3284d4d773a990d1321f55.jpg: 640x640 1 Pothole, 17.0ms Speed: 3.0ms preprocess, 17.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-517_jpg.rf.a237c364ee0d282849a744d9c4cd288c.jpg: 640x640 1 Pothole, 22.2ms Speed: 5.1ms preprocess, 22.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-518_jpg.rf.4ca84b8db30ca746434a47838562ffe1.jpg: 640x640 1 Pothole, 19.3ms Speed: 5.2ms preprocess, 19.3ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-518_jpg.rf.9715dbbeb2a70ef71734b03037f1f8f6.jpg: 640x640 4 Potholes, 22.0ms Speed: 5.7ms preprocess, 22.0ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-518_jpg.rf.b855fad21fabed1f0cd7d197c38a454d.jpg: 640x640 2 Potholes, 34.9ms Speed: 5.3ms preprocess, 34.9ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-519_jpg.rf.9f67ff404696ad6cb0ac9bcbd2bd52ff.jpg: 640x640 2 Potholes, 38.0ms Speed: 4.4ms preprocess, 38.0ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-519_jpg.rf.a19a13a2d5b44b064b956c2a6a6be66b.jpg: 640x640 2 Potholes, 17.4ms Speed: 3.7ms preprocess, 17.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-519_jpg.rf.a481f4396c4b4aba66672085759bc0c8.jpg: 640x640 2 Potholes, 17.9ms Speed: 3.6ms preprocess, 17.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.028c4142ab567b88c7439d314ccb2daf.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.5ms preprocess, 17.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.12e43bfd0ab302013163832eed8ae6c5.jpg: 640x640 1 Pothole, 24.0ms Speed: 5.8ms preprocess, 24.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.1bf201203cffc0171ccd2abb597d8aa3.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.5ms preprocess, 17.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.274797e955223733d0056dfd905d253b.jpg: 640x640 1 Pothole, 19.3ms Speed: 6.3ms preprocess, 19.3ms inference, 15.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.2ece2ff0e104efa74c371e86126b581c.jpg: 640x640 1 Pothole, 21.5ms Speed: 4.4ms preprocess, 21.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.5c4f5ebd8368735117e85f749a77cf3b.jpg: 640x640 1 Pothole, 19.5ms Speed: 6.9ms preprocess, 19.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.72c475c44afd22db905ec9a7578322ab.jpg: 640x640 1 Pothole, 26.7ms Speed: 7.1ms preprocess, 26.7ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.8e0fa545f4b49c1eb31e07026a18bb62.jpg: 640x640 2 Potholes, 18.2ms Speed: 4.8ms preprocess, 18.2ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-520_jpg.rf.c57752307424f0c33487d1a83dc3ba95.jpg: 640x640 1 Pothole, 18.3ms Speed: 6.3ms preprocess, 18.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-521_jpg.rf.155d2458441ce8512623e9224c7afdd0.jpg: 640x640 2 Potholes, 18.4ms Speed: 4.4ms preprocess, 18.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-521_jpg.rf.2225c7e793d3b85722c6f9aea5060643.jpg: 640x640 1 Pothole, 17.7ms Speed: 5.0ms preprocess, 17.7ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-521_jpg.rf.b417d8833d71d165dfc763e1aa879ec1.jpg: 640x640 1 Pothole, 22.7ms Speed: 9.0ms preprocess, 22.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-522_jpg.rf.5a69b7747acadde4b3389dfcb1f3cb94.jpg: 640x640 1 Pothole, 18.9ms Speed: 3.9ms preprocess, 18.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-522_jpg.rf.5e5c0313e2011ab85d0debb2ae8f377a.jpg: 640x640 1 Pothole, 24.4ms Speed: 3.3ms preprocess, 24.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-522_jpg.rf.84b5e1621049c908c6ee78f10aa74fa2.jpg: 640x640 1 Pothole, 21.2ms Speed: 6.5ms preprocess, 21.2ms inference, 13.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-522_jpg.rf.8c077ffd444cebce9ba7dc94eede7871.jpg: 640x640 2 Potholes, 45.5ms Speed: 6.4ms preprocess, 45.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-522_jpg.rf.c9c16275456409d4ba0ea3a76656001f.jpg: 640x640 1 Pothole, 27.8ms Speed: 9.4ms preprocess, 27.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-522_jpg.rf.f12f6c8bb3c7784aa8421218c8d06a8a.jpg: 640x640 1 Pothole, 28.1ms Speed: 6.7ms preprocess, 28.1ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-523_jpg.rf.07ed192518c6bd93bd243af6441468b9.jpg: 640x640 1 Pothole, 60.4ms Speed: 9.3ms preprocess, 60.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-523_jpg.rf.4b8b1351ded8d6851d2982f68148519d.jpg: 640x640 2 Potholes, 27.3ms Speed: 7.1ms preprocess, 27.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-523_jpg.rf.71e54493dbb1588b10facb66dc2a42d7.jpg: 640x640 (no detections), 20.4ms Speed: 4.6ms preprocess, 20.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-524_jpg.rf.37e23fcdd6da50dfcf6f0adc8bf4481a.jpg: 640x640 1 Pothole, 25.9ms Speed: 5.9ms preprocess, 25.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-524_jpg.rf.869022b02c99714f24a5a369b7439481.jpg: 640x640 2 Potholes, 26.5ms Speed: 3.2ms preprocess, 26.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-524_jpg.rf.e8dee5e694b1d15916ac7478d478b0ad.jpg: 640x640 1 Pothole, 18.7ms Speed: 4.1ms preprocess, 18.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-525_jpg.rf.4395d86485729498325b88e2f672ad53.jpg: 640x640 1 Pothole, 20.6ms Speed: 5.8ms preprocess, 20.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-525_jpg.rf.5b7b61eb409e2615d98b74df29b04fa7.jpg: 640x640 5 Potholes, 25.0ms Speed: 4.4ms preprocess, 25.0ms inference, 7.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-525_jpg.rf.893c29240ca46c2c8a7927b4f5a98287.jpg: 640x640 2 Potholes, 45.0ms Speed: 5.8ms preprocess, 45.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-525_jpg.rf.ceb365761536525a11cba2b29bbd3179.jpg: 640x640 1 Pothole, 19.7ms Speed: 5.9ms preprocess, 19.7ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-525_jpg.rf.dba9f95e841c1b5f4c68bc88baacbad5.jpg: 640x640 1 Pothole, 42.1ms Speed: 5.5ms preprocess, 42.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-525_jpg.rf.e9c045b1efac1c0579eef11c3ce121f9.jpg: 640x640 3 Potholes, 24.5ms Speed: 4.8ms preprocess, 24.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-526_jpg.rf.00b67c9664dad3033e77cb9334826180.jpg: 640x640 2 Potholes, 21.4ms Speed: 5.1ms preprocess, 21.4ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-526_jpg.rf.2934b7695852b9d9799bbabdc13d0015.jpg: 640x640 2 Potholes, 21.4ms Speed: 2.9ms preprocess, 21.4ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-526_jpg.rf.3e7ad41f0c775a11fb6a6e571deac0a5.jpg: 640x640 2 Potholes, 19.1ms Speed: 7.1ms preprocess, 19.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-526_jpg.rf.8635e390b5cd56e01e563c9f5ea0c1fc.jpg: 640x640 3 Potholes, 19.2ms Speed: 3.5ms preprocess, 19.2ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.151b70e7928a91bddebb8baa2476ef06.jpg: 640x640 (no detections), 19.9ms Speed: 3.8ms preprocess, 19.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.2af26f50d64259cf7d3416929400350f.jpg: 640x640 2 Potholes, 29.3ms Speed: 3.2ms preprocess, 29.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.38b0083a8d3d677644fb34d51bc02270.jpg: 640x640 2 Potholes, 21.5ms Speed: 5.1ms preprocess, 21.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.708302705a3e0829d0883f41acd3a714.jpg: 640x640 1 Pothole, 29.1ms Speed: 4.6ms preprocess, 29.1ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.7205d717dd735539dff4d17f99abb57f.jpg: 640x640 2 Potholes, 20.2ms Speed: 6.8ms preprocess, 20.2ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.766e30552840f19963590ef34a5cfb9a.jpg: 640x640 2 Potholes, 30.6ms Speed: 7.0ms preprocess, 30.6ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.c32643f47a1fb358ec459232a52e8135.jpg: 640x640 2 Potholes, 20.1ms Speed: 5.7ms preprocess, 20.1ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.cfc63a6af1ecf73e4f5bbdb74e74cc93.jpg: 640x640 1 Pothole, 20.4ms Speed: 6.1ms preprocess, 20.4ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.de3661f7a64affe848b4449d30b9583d.jpg: 640x640 2 Potholes, 36.5ms Speed: 8.2ms preprocess, 36.5ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.e2147301466909800b80503b8cf90466.jpg: 640x640 (no detections), 34.9ms Speed: 5.9ms preprocess, 34.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.eb12544fc1c9a7eea4aff76da4122115.jpg: 640x640 2 Potholes, 43.5ms Speed: 4.6ms preprocess, 43.5ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-527_jpg.rf.fb35007f053e4883bf0859f89c680d3f.jpg: 640x640 1 Pothole, 38.8ms Speed: 7.1ms preprocess, 38.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-528_jpg.rf.079ca1131a9db1bb791c6aeab2638916.jpg: 640x640 3 Potholes, 20.8ms Speed: 5.9ms preprocess, 20.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-528_jpg.rf.75989bc9faa3f8d56559a2a2ecbb53e4.jpg: 640x640 1 Pothole, 26.9ms Speed: 6.6ms preprocess, 26.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-528_jpg.rf.c8383ea1c9d45dd04cb4c1068d5aa539.jpg: 640x640 1 Pothole, 34.6ms Speed: 5.4ms preprocess, 34.6ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-528_jpg.rf.d4e0885d3655e0a39d6e3f66761e69df.jpg: 640x640 2 Potholes, 34.2ms Speed: 6.4ms preprocess, 34.2ms inference, 9.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-528_jpg.rf.d4e4ced99394c93a65c1c719e97b8d1e.jpg: 640x640 3 Potholes, 33.7ms Speed: 7.1ms preprocess, 33.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-529_jpg.rf.0b14a949e2b6ac6ad6b78470ae595521.jpg: 640x640 1 Pothole, 33.9ms Speed: 7.4ms preprocess, 33.9ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-529_jpg.rf.b028af4b6c9f4699355381c9c55a6883.jpg: 640x640 1 Pothole, 31.5ms Speed: 7.3ms preprocess, 31.5ms inference, 10.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-529_jpg.rf.e57c7069fd49795aa60735e7b6e063f8.jpg: 640x640 1 Pothole, 21.7ms Speed: 7.6ms preprocess, 21.7ms inference, 7.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.23d6a0e2d5e5f8024c73887c2a2b697b.jpg: 640x640 2 Potholes, 21.6ms Speed: 4.2ms preprocess, 21.6ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.33323e68a96379b418d93d80093e7daf.jpg: 640x640 2 Potholes, 22.3ms Speed: 9.7ms preprocess, 22.3ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.36cb954a6b2d2b3734b87ef1014a0f68.jpg: 640x640 2 Potholes, 21.4ms Speed: 4.2ms preprocess, 21.4ms inference, 20.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.3a6613853093fa78d3b295f83929dbc5.jpg: 640x640 2 Potholes, 21.7ms Speed: 4.4ms preprocess, 21.7ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.4508762362d33db147080175274eaa8c.jpg: 640x640 2 Potholes, 22.1ms Speed: 5.9ms preprocess, 22.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.48db0c5c5ee61febbdd336238de2220d.jpg: 640x640 1 Pothole, 22.0ms Speed: 4.9ms preprocess, 22.0ms inference, 7.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.5e4ce9a9d64b94da9075206136210d8b.jpg: 640x640 1 Pothole, 21.7ms Speed: 3.9ms preprocess, 21.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.62de837e62c0b6da68ef4d869c60d5e9.jpg: 640x640 2 Potholes, 25.3ms Speed: 5.3ms preprocess, 25.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.76ee0fdaff410b2000da1b5f438b7bb8.jpg: 640x640 2 Potholes, 36.5ms Speed: 5.4ms preprocess, 36.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.854175332daad9f4b828fbd53e1d78b7.jpg: 640x640 2 Potholes, 22.6ms Speed: 7.1ms preprocess, 22.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.d050513b0adc4dd3ddc599c9f09c3317.jpg: 640x640 2 Potholes, 22.1ms Speed: 6.3ms preprocess, 22.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-530_jpg.rf.e318079327e2bb140ba2dcf0e6b71a22.jpg: 640x640 1 Pothole, 29.3ms Speed: 8.5ms preprocess, 29.3ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.3812320455cc199c986ad0e6a54053c5.jpg: 640x640 1 Pothole, 40.2ms Speed: 4.3ms preprocess, 40.2ms inference, 9.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.44045c63781086b4dda3df0de0e57c75.jpg: 640x640 1 Pothole, 26.3ms Speed: 15.1ms preprocess, 26.3ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.4656b5263414273d91e7c1afd9616946.jpg: 640x640 1 Pothole, 36.4ms Speed: 11.3ms preprocess, 36.4ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.48e81917bc1457e79fc8deaa6a719adb.jpg: 640x640 1 Pothole, 21.9ms Speed: 4.8ms preprocess, 21.9ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.6dfaf533c931ccf9352f0f566e0d82b5.jpg: 640x640 1 Pothole, 22.3ms Speed: 4.1ms preprocess, 22.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.7a275a028e5a12e309d06a98b59687a7.jpg: 640x640 1 Pothole, 26.5ms Speed: 9.0ms preprocess, 26.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.bca112d3118cbd30ea3dd4bbd40f9c0a.jpg: 640x640 1 Pothole, 27.7ms Speed: 6.5ms preprocess, 27.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.c22fcf978cca330a5a64ad5ef5f36a63.jpg: 640x640 1 Pothole, 21.4ms Speed: 7.2ms preprocess, 21.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.c58b0d78929924b8c0c71c137991952b.jpg: 640x640 1 Pothole, 32.6ms Speed: 7.2ms preprocess, 32.6ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.cb15c4379c3361bfdc2be292bc684ec4.jpg: 640x640 1 Pothole, 23.0ms Speed: 3.3ms preprocess, 23.0ms inference, 10.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-531_jpg.rf.def5c7be89effd3a470799224df3e673.jpg: 640x640 1 Pothole, 27.6ms Speed: 7.2ms preprocess, 27.6ms inference, 9.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-532_jpg.rf.01acbe27f4d71409b69aeb336c379b6c.jpg: 640x640 1 Pothole, 23.8ms Speed: 5.1ms preprocess, 23.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-532_jpg.rf.64b4398f19e170060e94db75ae69c2b1.jpg: 640x640 1 Pothole, 30.3ms Speed: 7.8ms preprocess, 30.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-532_jpg.rf.a7135ea5e4d4032ed9060dbafdec8b93.jpg: 640x640 1 Pothole, 35.6ms Speed: 5.5ms preprocess, 35.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-532_jpg.rf.aca8b7e6b1489ab205871a7556d5a215.jpg: 640x640 1 Pothole, 21.4ms Speed: 6.4ms preprocess, 21.4ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-532_jpg.rf.c004e415b6bccaaf41ba1bdae79945a4.jpg: 640x640 1 Pothole, 24.8ms Speed: 5.6ms preprocess, 24.8ms inference, 11.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.1ac54e2b2b906bee72731cdd98d16d5b.jpg: 640x640 1 Pothole, 34.3ms Speed: 5.6ms preprocess, 34.3ms inference, 10.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.2098777fc701f93550eb128ae6da7813.jpg: 640x640 (no detections), 21.5ms Speed: 3.3ms preprocess, 21.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.2a73d17d52085f5931a61d6e07dc680a.jpg: 640x640 1 Pothole, 27.0ms Speed: 4.2ms preprocess, 27.0ms inference, 7.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.2cf5937fe749954562afd62e5e84298e.jpg: 640x640 2 Potholes, 36.4ms Speed: 6.3ms preprocess, 36.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.2f47ca9cfc51e139e690f485f0fdf676.jpg: 640x640 1 Pothole, 21.1ms Speed: 4.6ms preprocess, 21.1ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.4c7ee187bb2b10e1dd05149442c064c6.jpg: 640x640 1 Pothole, 21.4ms Speed: 5.2ms preprocess, 21.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.583cd0ba5fe9b70ab53edeaf120a7a5a.jpg: 640x640 1 Pothole, 21.4ms Speed: 9.9ms preprocess, 21.4ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.d02a09f3faa3dc967c398a23b38d5cb9.jpg: 640x640 1 Pothole, 34.1ms Speed: 6.5ms preprocess, 34.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.d8c80a56a47f8d57d21bea99e0cd8b1e.jpg: 640x640 1 Pothole, 21.1ms Speed: 7.0ms preprocess, 21.1ms inference, 11.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.ed1e275d271957da8b436eaa47ce2a59.jpg: 640x640 1 Pothole, 36.8ms Speed: 6.9ms preprocess, 36.8ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-533_jpg.rf.f00dcbe05bdae50a62af542345902108.jpg: 640x640 2 Potholes, 21.1ms Speed: 5.7ms preprocess, 21.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.15bbfc9bc0e7be111d0371041b14f483.jpg: 640x640 1 Pothole, 25.1ms Speed: 4.1ms preprocess, 25.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.640e0221076fc4282621149e68335c29.jpg: 640x640 1 Pothole, 21.6ms Speed: 4.4ms preprocess, 21.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.9434f50744eb73c7ea8bd40601eafb8c.jpg: 640x640 1 Pothole, 21.0ms Speed: 2.5ms preprocess, 21.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.c628f62528b1749eb3cde8bd344ee6e8.jpg: 640x640 1 Pothole, 21.1ms Speed: 2.3ms preprocess, 21.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.d5adf295532f9a11f78f9977cf630e52.jpg: 640x640 1 Pothole, 20.1ms Speed: 5.1ms preprocess, 20.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.dff17b4ee3f3869b469c3a5e3523edbc.jpg: 640x640 1 Pothole, 23.1ms Speed: 5.0ms preprocess, 23.1ms inference, 10.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.ea0c984773b9d0cbcff5f5e40f92a97a.jpg: 640x640 1 Pothole, 33.1ms Speed: 12.1ms preprocess, 33.1ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.f0f64c48a244cd10b9a775a7eb8eced6.jpg: 640x640 1 Pothole, 33.3ms Speed: 5.4ms preprocess, 33.3ms inference, 7.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-534_jpg.rf.ffee682339b504f91f0b48cf238ba7df.jpg: 640x640 1 Pothole, 23.5ms Speed: 8.8ms preprocess, 23.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-535_jpg.rf.04900cafb1c92ee5db0f45b5ef6d4c69.jpg: 640x640 2 Potholes, 54.6ms Speed: 5.9ms preprocess, 54.6ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-535_jpg.rf.0a823d50d604ab84bee5a548b6ec4dc2.jpg: 640x640 3 Potholes, 20.1ms Speed: 6.0ms preprocess, 20.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-535_jpg.rf.237e5741ecd401fb34ecf72c70d7b7a5.jpg: 640x640 3 Potholes, 19.8ms Speed: 3.3ms preprocess, 19.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-535_jpg.rf.2dc411097d5da3d722fda34de773077d.jpg: 640x640 2 Potholes, 19.7ms Speed: 2.8ms preprocess, 19.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-535_jpg.rf.6698c039e819542acc4a966b60300c93.jpg: 640x640 2 Potholes, 19.6ms Speed: 3.6ms preprocess, 19.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-535_jpg.rf.ec5d97cddfd1acc492c3fab5f1ef2cb8.jpg: 640x640 2 Potholes, 19.8ms Speed: 2.1ms preprocess, 19.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-536_jpg.rf.14d8951eb7891a441e1d6841207fa2c8.jpg: 640x640 1 Pothole, 19.7ms Speed: 3.2ms preprocess, 19.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-536_jpg.rf.3bc4e5b1c501311de670571f3126f076.jpg: 640x640 1 Pothole, 19.7ms Speed: 4.2ms preprocess, 19.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-536_jpg.rf.b58a8c694c9bdd9a01a4d20a2d628867.jpg: 640x640 1 Pothole, 23.6ms Speed: 4.7ms preprocess, 23.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-536_jpg.rf.d06ebf221cac55201d3351e861912156.jpg: 640x640 1 Pothole, 20.5ms Speed: 4.4ms preprocess, 20.5ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-536_jpg.rf.ecfdee4da8a1f4b0357df10da0ab019c.jpg: 640x640 1 Pothole, 18.4ms Speed: 5.4ms preprocess, 18.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-536_jpg.rf.ef086a01039cad337ddbe62631f9c957.jpg: 640x640 1 Pothole, 18.7ms Speed: 5.2ms preprocess, 18.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.185cdff5aef89bceefb9774a2cdba6e1.jpg: 640x640 2 Potholes, 18.5ms Speed: 4.8ms preprocess, 18.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.436f3e8902ac75b114153a0d54c1d9f4.jpg: 640x640 2 Potholes, 18.3ms Speed: 3.4ms preprocess, 18.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.484d53a3c67b4e5a12b8f64caf9530f9.jpg: 640x640 2 Potholes, 18.4ms Speed: 5.2ms preprocess, 18.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.67a6c91fdf3d139ff9f255f2b95c41ff.jpg: 640x640 1 Pothole, 18.5ms Speed: 4.9ms preprocess, 18.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.7f95af1e52ae932dcdcb3d7133e9c2ec.jpg: 640x640 2 Potholes, 24.1ms Speed: 4.0ms preprocess, 24.1ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.81aeac6da3689c88a43fd5dba1df1477.jpg: 640x640 2 Potholes, 17.7ms Speed: 5.2ms preprocess, 17.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.81d54472c3a7bb882d728e15735d4d29.jpg: 640x640 2 Potholes, 19.8ms Speed: 4.0ms preprocess, 19.8ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.8f20ef55cbe0badc563a8d3daf4b3fa5.jpg: 640x640 1 Pothole, 17.6ms Speed: 3.0ms preprocess, 17.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.a09b14fed65b6da10543ccd1619b10ef.jpg: 640x640 1 Pothole, 22.2ms Speed: 4.0ms preprocess, 22.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.a15ced740bdbc4eff5d316c761e4e121.jpg: 640x640 2 Potholes, 17.2ms Speed: 2.6ms preprocess, 17.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.a1e85ef2f2388bbeac11cec7cd7898af.jpg: 640x640 3 Potholes, 17.2ms Speed: 3.2ms preprocess, 17.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-537_jpg.rf.d7b9ea4c24cc1a85e273193cb79c4248.jpg: 640x640 2 Potholes, 17.5ms Speed: 5.5ms preprocess, 17.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-538_jpg.rf.60111861efe2aca3a5966dd814747204.jpg: 640x640 1 Pothole, 17.3ms Speed: 4.1ms preprocess, 17.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-538_jpg.rf.8f5471c3c86a83cfb59c3eecf3b31348.jpg: 640x640 1 Pothole, 20.1ms Speed: 3.0ms preprocess, 20.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-538_jpg.rf.b55a1f63b10ae21829881a3c5072889c.jpg: 640x640 1 Pothole, 18.3ms Speed: 4.4ms preprocess, 18.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-538_jpg.rf.f7945a5761c89a050de0718aec9d1294.jpg: 640x640 1 Pothole, 17.2ms Speed: 2.9ms preprocess, 17.2ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-538_jpg.rf.f9d086d9bbb415b74330009a8f8742a6.jpg: 640x640 1 Pothole, 17.3ms Speed: 3.8ms preprocess, 17.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-539_jpg.rf.900dee45841cc967c41f651012ad3f76.jpg: 640x640 1 Pothole, 18.7ms Speed: 8.0ms preprocess, 18.7ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-539_jpg.rf.908f8bfa07812ef5ad007a2b6de343fe.jpg: 640x640 1 Pothole, 18.3ms Speed: 5.3ms preprocess, 18.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-539_jpg.rf.b8b2be48a06c260a112af8c01e3d3876.jpg: 640x640 1 Pothole, 17.4ms Speed: 5.7ms preprocess, 17.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-540_jpg.rf.610c4ece0933499f1da98a392fb50368.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.2ms preprocess, 17.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-540_jpg.rf.7047792370e70a653557b5300618ee41.jpg: 640x640 1 Pothole, 17.3ms Speed: 5.1ms preprocess, 17.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-540_jpg.rf.7b51c7a81797bfee88f8db2687851e50.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.8ms preprocess, 17.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-540_jpg.rf.86efb0ea6dfaf84d34a242d2b6b5aa4d.jpg: 640x640 1 Pothole, 17.4ms Speed: 5.6ms preprocess, 17.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-540_jpg.rf.c58510eb09a7db11a1146fbf9082cd3e.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.6ms preprocess, 17.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-540_jpg.rf.e7cb6cd9e762383201ad12aa066c9555.jpg: 640x640 1 Pothole, 22.6ms Speed: 4.9ms preprocess, 22.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-541_jpg.rf.7150b3b64d5f7de62862547da718353d.jpg: 640x640 1 Pothole, 23.2ms Speed: 5.1ms preprocess, 23.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-541_jpg.rf.7215c8e749967fab120b55313c516d26.jpg: 640x640 1 Pothole, 17.3ms Speed: 2.6ms preprocess, 17.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-541_jpg.rf.c43fecde34955940e23b319106985659.jpg: 640x640 1 Pothole, 17.2ms Speed: 2.2ms preprocess, 17.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-542_jpg.rf.10429ebecbfcaf24d4838eacd55c670a.jpg: 640x640 4 Potholes, 17.4ms Speed: 2.4ms preprocess, 17.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-542_jpg.rf.18159c240c35f81086fe52ae2a1f7e8b.jpg: 640x640 2 Potholes, 21.0ms Speed: 5.0ms preprocess, 21.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-542_jpg.rf.500422fabbb8d33df91baa9f1f82ee49.jpg: 640x640 3 Potholes, 16.5ms Speed: 3.9ms preprocess, 16.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-542_jpg.rf.5e82468baf9d2b27af348fc01b0db165.jpg: 640x640 2 Potholes, 18.4ms Speed: 5.8ms preprocess, 18.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-542_jpg.rf.6313fdc2fcda9527d4838fe73e05e1f7.jpg: 640x640 4 Potholes, 21.4ms Speed: 4.4ms preprocess, 21.4ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-542_jpg.rf.9b8560c78265835aa0d57ea34acbf416.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.7ms preprocess, 17.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-542_jpg.rf.a6b05111916a66af443db00cca29d95c.jpg: 640x640 2 Potholes, 19.8ms Speed: 4.7ms preprocess, 19.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-542_jpg.rf.abb96e33c3b00d51e28c566e788f5387.jpg: 640x640 3 Potholes, 17.8ms Speed: 3.4ms preprocess, 17.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-543_jpg.rf.2bcbc71162358e3eac6e20173fb9753b.jpg: 640x640 1 Pothole, 16.9ms Speed: 4.2ms preprocess, 16.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-543_jpg.rf.8c8bb71e0052b16dd24dda341b7c23c3.jpg: 640x640 1 Pothole, 22.0ms Speed: 7.3ms preprocess, 22.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-543_jpg.rf.ab24c8758402ef54f7e2bf40b7ed91fb.jpg: 640x640 1 Pothole, 17.6ms Speed: 6.5ms preprocess, 17.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-544_jpg.rf.3740268dec4a81ca3299de2ff0a5c13b.jpg: 640x640 1 Pothole, 19.2ms Speed: 2.5ms preprocess, 19.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-544_jpg.rf.3f43f9ef9c0e4827d115c0bdd74c9442.jpg: 640x640 1 Pothole, 16.6ms Speed: 4.3ms preprocess, 16.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-544_jpg.rf.3f94e92d44c2ea360e929d3a7693e059.jpg: 640x640 1 Pothole, 16.7ms Speed: 4.8ms preprocess, 16.7ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-544_jpg.rf.643af695f2b26d63254730b36bdf1613.jpg: 640x640 2 Potholes, 17.7ms Speed: 4.0ms preprocess, 17.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-544_jpg.rf.8b1fd96ae6954a1aa5729b1f1cef9097.jpg: 640x640 2 Potholes, 16.5ms Speed: 3.4ms preprocess, 16.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-544_jpg.rf.921c9c90939b79e7c865fe81d3bd5611.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.0ms preprocess, 16.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-545_jpg.rf.176eb58ace33c45b75be1b29c256c05a.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.1ms preprocess, 16.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-545_jpg.rf.6ab51ec46d1d95c731f1bfb5238679d1.jpg: 640x640 2 Potholes, 16.6ms Speed: 3.6ms preprocess, 16.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-545_jpg.rf.b61ed52c41c7b099f18a5b902e93ff28.jpg: 640x640 (no detections), 20.8ms Speed: 4.5ms preprocess, 20.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-545_jpg.rf.b8bfd2182bc59a6f2fe917bb74972a4a.jpg: 640x640 2 Potholes, 18.5ms Speed: 4.2ms preprocess, 18.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-545_jpg.rf.e35540e68b1ce3db8b7a067d415b0364.jpg: 640x640 1 Pothole, 16.9ms Speed: 5.6ms preprocess, 16.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-545_jpg.rf.f3b44221278351f341dca40dabc45b1c.jpg: 640x640 1 Pothole, 16.8ms Speed: 6.6ms preprocess, 16.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-546_jpg.rf.16f95c37694b5dd414cf99e14aacfb7d.jpg: 640x640 1 Pothole, 23.2ms Speed: 3.1ms preprocess, 23.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-546_jpg.rf.3609828aa1cf94044258a8caaeb784b1.jpg: 640x640 1 Pothole, 16.7ms Speed: 6.0ms preprocess, 16.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-546_jpg.rf.434e4eb69e57a1e569310cc408497389.jpg: 640x640 1 Pothole, 16.7ms Speed: 5.2ms preprocess, 16.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-546_jpg.rf.6f7d68eb1ac20b1ca1475811c95cbc96.jpg: 640x640 1 Pothole, 16.6ms Speed: 4.1ms preprocess, 16.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-546_jpg.rf.d9d7241a35a596cc900d64d30ff1cafd.jpg: 640x640 2 Potholes, 16.6ms Speed: 5.6ms preprocess, 16.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.3b6105baaaade7158de60c173bd542cd.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.9ms preprocess, 16.8ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.4b3229fc3bf3cf5aca33e3c4022c08d4.jpg: 640x640 1 Pothole, 21.1ms Speed: 5.1ms preprocess, 21.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.63d0e2fb9562e13fc8f11676594404ea.jpg: 640x640 2 Potholes, 20.7ms Speed: 4.6ms preprocess, 20.7ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.80e9aa413417ef55fd5a164013db8905.jpg: 640x640 2 Potholes, 27.9ms Speed: 3.9ms preprocess, 27.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.8cf0c159cb163b5ad54088f534243675.jpg: 640x640 2 Potholes, 16.7ms Speed: 2.8ms preprocess, 16.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.b579bb5f6cfb8309fd5a72ed08c5f9e0.jpg: 640x640 2 Potholes, 16.9ms Speed: 4.4ms preprocess, 16.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.cc40407a96543f1df332852979ca7284.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.2ms preprocess, 17.2ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.efad4e83d05b4a91cec2f0ff59838fa4.jpg: 640x640 2 Potholes, 29.0ms Speed: 5.9ms preprocess, 29.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.f678ddb722f337d3c648e7496530e01e.jpg: 640x640 2 Potholes, 17.3ms Speed: 5.0ms preprocess, 17.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-547_jpg.rf.f824a39e9d1f3b7bc2d2474e54c02dc5.jpg: 640x640 2 Potholes, 21.7ms Speed: 4.4ms preprocess, 21.7ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-548_jpg.rf.e4f0bb5f9e975e8d49149f08e1558040.jpg: 640x640 1 Pothole, 28.1ms Speed: 6.9ms preprocess, 28.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-548_jpg.rf.e7e2b8eefdd646d34730aea587fd87e6.jpg: 640x640 1 Pothole, 16.5ms Speed: 3.8ms preprocess, 16.5ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-548_jpg.rf.ed57c9f9d361d8599bfb993833eb7e15.jpg: 640x640 1 Pothole, 17.5ms Speed: 5.7ms preprocess, 17.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-549_jpg.rf.085724c87d514dc5a9ab5d7768c4bde7.jpg: 640x640 (no detections), 38.2ms Speed: 6.3ms preprocess, 38.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-549_jpg.rf.124720fe548e427c2dc0fdb37927b041.jpg: 640x640 2 Potholes, 20.3ms Speed: 4.1ms preprocess, 20.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-549_jpg.rf.129629583396f7648d37bbace0ccb135.jpg: 640x640 4 Potholes, 17.2ms Speed: 7.2ms preprocess, 17.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-549_jpg.rf.d87d5cc1d49621cde535259e72b16199.jpg: 640x640 2 Potholes, 17.0ms Speed: 4.7ms preprocess, 17.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-549_jpg.rf.eb45cc9998397280410b4da7c7913fdb.jpg: 640x640 1 Pothole, 22.0ms Speed: 5.7ms preprocess, 22.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.05645bea43d44ef41ecafda0cd248c95.jpg: 640x640 1 Pothole, 16.4ms Speed: 3.4ms preprocess, 16.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.06a1398d78e9623a483c6a2323c1f09a.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.4ms preprocess, 16.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.2a9d2fc7fe0db87bf40a15524706e743.jpg: 640x640 1 Pothole, 18.3ms Speed: 5.3ms preprocess, 18.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.391665b3fb392ba495eaf06635fb637b.jpg: 640x640 1 Pothole, 21.7ms Speed: 4.6ms preprocess, 21.7ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.70ad35369581a7c8353bcd3456cb84e5.jpg: 640x640 1 Pothole, 20.8ms Speed: 6.3ms preprocess, 20.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.794cf1662f7734840559bd60ced50cdb.jpg: 640x640 1 Pothole, 16.4ms Speed: 5.0ms preprocess, 16.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.95fdf472eff49a493960f0eb2629fa2c.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.5ms preprocess, 16.9ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.a96e6bdab67d961983b0bfa005d1e164.jpg: 640x640 1 Pothole, 18.1ms Speed: 5.5ms preprocess, 18.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.ce6ccd431ed720071e15a5f794f004f0.jpg: 640x640 1 Pothole, 17.5ms Speed: 4.7ms preprocess, 17.5ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-550_jpg.rf.dc8e37168916ccd4a211237a41bf385d.jpg: 640x640 1 Pothole, 18.8ms Speed: 5.7ms preprocess, 18.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-551_jpg.rf.0c655fc7a09230c7990c4deefc92c987.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.5ms preprocess, 16.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-551_jpg.rf.26066182f85a913cfc176db54b64445c.jpg: 640x640 1 Pothole, 16.2ms Speed: 4.3ms preprocess, 16.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-551_jpg.rf.f465f207e4b6d240f735e49143f6711d.jpg: 640x640 1 Pothole, 16.7ms Speed: 2.7ms preprocess, 16.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.276e06fa5c0b6738da46dd877ecf62c5.jpg: 640x640 2 Potholes, 15.8ms Speed: 2.3ms preprocess, 15.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.2b12fd7ab4a38fbb09c956810bda75a7.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.0ms preprocess, 16.1ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.2e364e2a01f767901b620d205329dd19.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.5ms preprocess, 15.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.337524fe252570d2719df64f3f2afe18.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.9ms preprocess, 17.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.3ea3a580ed5c51c8bf5726d0ce1fb254.jpg: 640x640 1 Pothole, 15.8ms Speed: 5.6ms preprocess, 15.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.5335674b6685ab1be6075a9653cac316.jpg: 640x640 1 Pothole, 24.4ms Speed: 13.5ms preprocess, 24.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.6209e363defc0dba6b8776dc7e04e997.jpg: 640x640 2 Potholes, 19.4ms Speed: 3.8ms preprocess, 19.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.7704c7839a5522da1dd1ae24f1fe4e55.jpg: 640x640 1 Pothole, 35.9ms Speed: 5.1ms preprocess, 35.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.9bb426b2f35a059b1b685bbfbfd92314.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.8ms preprocess, 15.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.9cc8d397fb8110d0d3f13cf7aaec4134.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.3ms preprocess, 15.6ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.a7f01ab416ecaec825906566107aacab.jpg: 640x640 2 Potholes, 15.3ms Speed: 2.2ms preprocess, 15.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.b5520d127669bae1512a74b6ab36801c.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.6ms preprocess, 15.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-552_jpg.rf.d9db374383fd97fb434785ea698ad63c.jpg: 640x640 1 Pothole, 16.0ms Speed: 5.0ms preprocess, 16.0ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-553_jpg.rf.485afb2777af3a600185e024b2367dfe.jpg: 640x640 1 Pothole, 20.7ms Speed: 9.6ms preprocess, 20.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-553_jpg.rf.eab186575ece04729a3190982ea0c686.jpg: 640x640 (no detections), 15.4ms Speed: 4.7ms preprocess, 15.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-554_jpg.rf.773430ae3f3a51a49b90a60252f2fcb5.jpg: 640x640 1 Pothole, 15.6ms Speed: 5.9ms preprocess, 15.6ms inference, 7.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-554_jpg.rf.9d9bab67db9988dc636d307f1322218c.jpg: 640x640 3 Potholes, 25.9ms Speed: 5.9ms preprocess, 25.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-554_jpg.rf.ae7676135c1f56c5ff176d74b4680a57.jpg: 640x640 3 Potholes, 15.6ms Speed: 4.5ms preprocess, 15.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-554_jpg.rf.bd242120b6454ac5f7f995da64a70a73.jpg: 640x640 4 Potholes, 15.4ms Speed: 4.4ms preprocess, 15.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-554_jpg.rf.efb31878f79149899bfe7034a5585f5a.jpg: 640x640 3 Potholes, 15.6ms Speed: 4.7ms preprocess, 15.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-554_jpg.rf.f3daade996835aaa01f974571d08dee0.jpg: 640x640 1 Pothole, 16.6ms Speed: 5.2ms preprocess, 16.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-554_jpg.rf.fc2c208bcb174b85c231de0460ff92e4.jpg: 640x640 3 Potholes, 15.5ms Speed: 4.5ms preprocess, 15.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-555_jpg.rf.56797f2de18e3922550b2439803106e0.jpg: 640x640 3 Potholes, 15.6ms Speed: 5.0ms preprocess, 15.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-555_jpg.rf.7acdc18e8639c4bf76878f3286f6b201.jpg: 640x640 3 Potholes, 16.1ms Speed: 2.3ms preprocess, 16.1ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-555_jpg.rf.7bc666061b1b5bea2db825cef8a233ff.jpg: 640x640 (no detections), 15.8ms Speed: 4.5ms preprocess, 15.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-555_jpg.rf.7cdda29ca873ee7f4c85ef1a8b476c2f.jpg: 640x640 3 Potholes, 15.6ms Speed: 3.2ms preprocess, 15.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-555_jpg.rf.ac8623dc64d147b6fab371bcd9d9a2af.jpg: 640x640 2 Potholes, 16.3ms Speed: 2.6ms preprocess, 16.3ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-555_jpg.rf.b1bd354eccc60dbbb37b4a91ed00bb3f.jpg: 640x640 3 Potholes, 22.3ms Speed: 4.6ms preprocess, 22.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.0b82843da7c5fa018f4c704c3d1c8532.jpg: 640x640 1 Pothole, 16.4ms Speed: 6.0ms preprocess, 16.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.1a2d1d6383a87172344aeb696d7d5085.jpg: 640x640 1 Pothole, 27.0ms Speed: 5.2ms preprocess, 27.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.3f271c35a68c64ace49b7f6e65ec68d7.jpg: 640x640 1 Pothole, 19.1ms Speed: 4.3ms preprocess, 19.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.55409efccf748eb32b4f76ce6206feeb.jpg: 640x640 1 Pothole, 14.6ms Speed: 4.9ms preprocess, 14.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.5ad5d7da703d0ba1ae0689f3470e1baf.jpg: 640x640 1 Pothole, 25.1ms Speed: 4.2ms preprocess, 25.1ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.63134ce39230602c1fef2d83538daba5.jpg: 640x640 1 Pothole, 14.8ms Speed: 5.2ms preprocess, 14.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.7541f7c14b91b957aedc83c2bc9ed71d.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.e123bfee2bb27cb322174bf80094f2bc.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.6ms preprocess, 13.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-556_jpg.rf.faeea1c4b158c356a9ff5503e0f594f3.jpg: 640x640 1 Pothole, 19.1ms Speed: 3.3ms preprocess, 19.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-557_jpg.rf.10bb1c4a6a2d2e7f7201d50d1605e7a0.jpg: 640x640 1 Pothole, 13.2ms Speed: 4.1ms preprocess, 13.2ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-557_jpg.rf.24ddf1d3cd0f6475a96bb8ef6da1a496.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.9ms preprocess, 12.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-557_jpg.rf.701b3b3f47a864302dea9865e4e00ef5.jpg: 640x640 2 Potholes, 17.6ms Speed: 4.6ms preprocess, 17.6ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-557_jpg.rf.8ce0c5f94e1b2735dac248cc09b882cb.jpg: 640x640 2 Potholes, 16.8ms Speed: 4.0ms preprocess, 16.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-557_jpg.rf.92f6d6e444f5e16f0b063750dc0d6c8e.jpg: 640x640 2 Potholes, 13.2ms Speed: 5.3ms preprocess, 13.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-557_jpg.rf.a095fbde238198214cf1e303f62c64fc.jpg: 640x640 3 Potholes, 15.0ms Speed: 4.3ms preprocess, 15.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-558_jpg.rf.1744294ed4884e9c94ddea5442b5181f.jpg: 640x640 5 Potholes, 14.6ms Speed: 3.8ms preprocess, 14.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-558_jpg.rf.5dabbce655408057158962299eefed50.jpg: 640x640 2 Potholes, 19.5ms Speed: 8.8ms preprocess, 19.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-558_jpg.rf.858b6d67923a3caeabf916f9671d95ac.jpg: 640x640 3 Potholes, 18.0ms Speed: 5.3ms preprocess, 18.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-558_jpg.rf.c911a685d27576cc56a6f76868ba4890.jpg: 640x640 3 Potholes, 14.7ms Speed: 2.7ms preprocess, 14.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-558_jpg.rf.eb433f934ebde75bb668b1d98b4c9cf6.jpg: 640x640 3 Potholes, 14.3ms Speed: 2.5ms preprocess, 14.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-559_jpg.rf.6851753f86f80d27150dfc2a280efbad.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.3ms preprocess, 13.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-559_jpg.rf.994466e79d0172a47be6eee7f8cebc41.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.3ms preprocess, 13.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-559_jpg.rf.9e064f3fdd26eee32e40e73c1b261421.jpg: 640x640 2 Potholes, 13.6ms Speed: 2.6ms preprocess, 13.6ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-559_jpg.rf.b452c79af20b49284e2b62dddea0177e.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.9ms preprocess, 15.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-559_jpg.rf.bbd0ad5b8184d997bc3dcdcb838a54b0.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.5ms preprocess, 13.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-559_jpg.rf.e9c8a72751cd85ffd5ff0368341c576e.jpg: 640x640 2 Potholes, 17.7ms Speed: 4.3ms preprocess, 17.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-560_jpg.rf.03aee0d8f7462c0daf37505d7c75740c.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.3ms preprocess, 15.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-560_jpg.rf.4230d820fa96940ca7db9d2855d60435.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.2ms preprocess, 13.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-560_jpg.rf.8334c7463139bdd2892620dec99f6f3e.jpg: 640x640 2 Potholes, 18.2ms Speed: 3.7ms preprocess, 18.2ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-560_jpg.rf.bee4a02167a8919533e3539898c87d50.jpg: 640x640 1 Pothole, 19.9ms Speed: 10.9ms preprocess, 19.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-560_jpg.rf.ea7454f038cbca802fed8102bcfafec3.jpg: 640x640 1 Pothole, 17.3ms Speed: 5.4ms preprocess, 17.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-561_jpg.rf.6647f15ca035149cfa6042fc7b4ff855.jpg: 640x640 1 Pothole, 13.6ms Speed: 5.6ms preprocess, 13.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-561_jpg.rf.c1a955a52573b1e67645ddb6d6ba118c.jpg: 640x640 1 Pothole, 13.9ms Speed: 4.9ms preprocess, 13.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-561_jpg.rf.c73f4de982b83953dc5419b6ee14e011.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.0ms preprocess, 12.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-562_jpg.rf.1097355b8baa69765e56d655e7e55e69.jpg: 640x640 2 Potholes, 12.9ms Speed: 3.2ms preprocess, 12.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-562_jpg.rf.1cbaa8b701eb43b36ff030fec647ef10.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.2ms preprocess, 12.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-562_jpg.rf.5fbff0e26b075a91da9815486cf10c65.jpg: 640x640 1 Pothole, 13.4ms Speed: 4.4ms preprocess, 13.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-563_jpg.rf.1b30cfb60091edd84484faf13939b0d7.jpg: 640x640 1 Pothole, 17.1ms Speed: 3.4ms preprocess, 17.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-563_jpg.rf.2d91875a11132407c3d2111b3c2673ed.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.9ms preprocess, 15.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-563_jpg.rf.4b571e34d5b6bd55adff1ac992ff61f9.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.7ms preprocess, 13.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-563_jpg.rf.526329a3f249de60f7756506753b4277.jpg: 640x640 1 Pothole, 13.3ms Speed: 1.9ms preprocess, 13.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-563_jpg.rf.96b6630eeb77e2ff12d8e18a3678596e.jpg: 640x640 1 Pothole, 17.8ms Speed: 2.2ms preprocess, 17.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-563_jpg.rf.a9a11412ab853d4ee6cb39055ce41333.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.3ms preprocess, 15.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-564_jpg.rf.695d412148ed510a119ba6eacc37158f.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.1ms preprocess, 15.2ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-564_jpg.rf.84e68639a6096a13efbf3f2f613c8909.jpg: 640x640 1 Pothole, 28.2ms Speed: 3.8ms preprocess, 28.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-564_jpg.rf.b2102a4f0c317fe3bb25ccd7edaf2243.jpg: 640x640 1 Pothole, 14.9ms Speed: 4.6ms preprocess, 14.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-564_jpg.rf.cdbfcf0a95597034c2f0da8245e867e1.jpg: 640x640 1 Pothole, 27.6ms Speed: 4.3ms preprocess, 27.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-564_jpg.rf.d91bcada0582228cf22e145ba8336283.jpg: 640x640 1 Pothole, 14.9ms Speed: 5.1ms preprocess, 14.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-564_jpg.rf.f01ed5a972834153ced23e790499dd00.jpg: 640x640 2 Potholes, 18.9ms Speed: 5.2ms preprocess, 18.9ms inference, 8.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.3687466408d25bd426d3b91c5f1c67af.jpg: 640x640 (no detections), 19.6ms Speed: 3.0ms preprocess, 19.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.3746980abc68d01ef30ce7f6b905f10a.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.9ms preprocess, 15.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.3951535828e2a8eca2a71d89edcc7a56.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.1ms preprocess, 15.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.44104bc413a6a7e080507e1e0650bb74.jpg: 640x640 1 Pothole, 19.7ms Speed: 4.5ms preprocess, 19.7ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.47eeb7d73767eae137aa650a9ae37932.jpg: 640x640 (no detections), 15.2ms Speed: 2.6ms preprocess, 15.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.53d76512cfcc85a33fe453455ff53b77.jpg: 640x640 1 Pothole, 17.9ms Speed: 4.3ms preprocess, 17.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.838fb1a4c501ce134df24a160c5c46fb.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.3ms preprocess, 16.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.8e0ec5532b32cfb1ce5f7367acdc4ac9.jpg: 640x640 1 Pothole, 25.6ms Speed: 4.7ms preprocess, 25.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.a69dec99a707235430f13dc422bbead6.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.9ms preprocess, 15.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.af17388494a66102923cea906e50c432.jpg: 640x640 1 Pothole, 18.4ms Speed: 2.9ms preprocess, 18.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.b1b4910053086d60f18f9d3a246f4883.jpg: 640x640 (no detections), 15.3ms Speed: 4.1ms preprocess, 15.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.d4e579e6f8a41f65a3af81c8a15d9a9e.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.3ms preprocess, 15.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-565_jpg.rf.efe6e1ae542785e2320daf0ea9cf31da.jpg: 640x640 1 Pothole, 23.1ms Speed: 5.6ms preprocess, 23.1ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.018da92fbc97c83ed3cafe06d0dd4101.jpg: 640x640 4 Potholes, 16.5ms Speed: 4.5ms preprocess, 16.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.12ad19909fb48b8ff8668c45d2056055.jpg: 640x640 (no detections), 17.8ms Speed: 3.6ms preprocess, 17.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.1e226bf6a527b9e365ec9bfee1f46160.jpg: 640x640 3 Potholes, 15.5ms Speed: 4.4ms preprocess, 15.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.4cf47c49630f0b213570f16cbca1bddc.jpg: 640x640 2 Potholes, 15.6ms Speed: 4.1ms preprocess, 15.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.71c5ff271f9ec77ae592cf3e1862b7e3.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.6ms preprocess, 15.3ms inference, 8.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.8e6d5884a1be9af04a65cf564ffef3e5.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.2ms preprocess, 15.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.a610e044bf6cf1a026e1aee1fb07a898.jpg: 640x640 1 Pothole, 15.1ms Speed: 2.7ms preprocess, 15.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.c49968ef51bf7605bd6a7cb52277a4c2.jpg: 640x640 3 Potholes, 21.9ms Speed: 3.6ms preprocess, 21.9ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-566_jpg.rf.d242c300db18a99476b5e23d96bd6d74.jpg: 640x640 3 Potholes, 18.4ms Speed: 4.7ms preprocess, 18.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-567_jpg.rf.34b79e0815582e0acf13b3338886897c.jpg: 640x640 1 Pothole, 20.7ms Speed: 4.3ms preprocess, 20.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-567_jpg.rf.6f24fa934ec7e2d4f5c94107ab92dd46.jpg: 640x640 1 Pothole, 24.7ms Speed: 8.5ms preprocess, 24.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-567_jpg.rf.c5eadd6fb2ef9ca6caa899569f36c02f.jpg: 640x640 1 Pothole, 20.7ms Speed: 5.9ms preprocess, 20.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-568_jpg.rf.1525029d1bed2a0a579b1c4591ac49fd.jpg: 640x640 1 Pothole, 30.6ms Speed: 4.3ms preprocess, 30.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-568_jpg.rf.36e3125e392951f1fdee209f5c21f669.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.3ms preprocess, 15.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.0081d6b574c1088469cf83df3321b0f9.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.6ms preprocess, 16.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.036c646bff63e491503e1bedd6dbd581.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.4ms preprocess, 15.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.0610d9cde6a0a366d3d514b47a524ef9.jpg: 640x640 1 Pothole, 20.2ms Speed: 3.6ms preprocess, 20.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.1d2391f6c034abc50cee39951af0c4d3.jpg: 640x640 1 Pothole, 15.6ms Speed: 5.6ms preprocess, 15.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.4b757c551d40c23b5588c56bf1d6dc1d.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.8ms preprocess, 15.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.7f494f9675ef286a39fcc59eaa7f56a1.jpg: 640x640 1 Pothole, 18.1ms Speed: 5.0ms preprocess, 18.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.a8c106feb51ebd49aecb0656861ed655.jpg: 640x640 1 Pothole, 23.9ms Speed: 4.4ms preprocess, 23.9ms inference, 15.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.ac93dcfb8c022ee822222ddab52616d9.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.4ms preprocess, 15.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.c3baec1ead015db3a4ee08d294e5e4a0.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.4ms preprocess, 16.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.d9933d0a477ddd5326cd2424a9f15852.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.7ms preprocess, 16.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.e4002a614395a1e3c4a9221bf2c09fbe.jpg: 640x640 1 Pothole, 19.8ms Speed: 6.5ms preprocess, 19.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-569_jpg.rf.f7f46bb524cf3da79bade9880b52e830.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.5ms preprocess, 15.6ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-570_jpg.rf.085571d1124f6dff4a7b15d57e12fb7a.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.1ms preprocess, 15.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-570_jpg.rf.1e197ecba584b7e401a8cb605b9b992d.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.0ms preprocess, 15.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-570_jpg.rf.4713b356c8d1a9041028f97289685103.jpg: 640x640 1 Pothole, 18.5ms Speed: 3.0ms preprocess, 18.5ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-570_jpg.rf.4dabbc16aeda9b2c2ee1922607a7f0e4.jpg: 640x640 1 Pothole, 16.0ms Speed: 2.9ms preprocess, 16.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-570_jpg.rf.54ef624b07871aac1863e7d95d5f07aa.jpg: 640x640 1 Pothole, 15.9ms Speed: 5.0ms preprocess, 15.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-570_jpg.rf.5694dc260b7165696dd6f52072b37bec.jpg: 640x640 1 Pothole, 18.2ms Speed: 4.5ms preprocess, 18.2ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-570_jpg.rf.a7209f8ff3b6013856fcfe26000468f3.jpg: 640x640 1 Pothole, 18.9ms Speed: 4.0ms preprocess, 18.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-570_jpg.rf.e8504dcaccfc90b6eb9b589e3b95dc6f.jpg: 640x640 1 Pothole, 20.9ms Speed: 9.8ms preprocess, 20.9ms inference, 6.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-571_jpg.rf.1baa0322df322916d0e4fb733917792d.jpg: 640x640 2 Potholes, 17.2ms Speed: 5.6ms preprocess, 17.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-571_jpg.rf.52ac1bee90aa9d8bd913260fa64f3aae.jpg: 640x640 1 Pothole, 33.6ms Speed: 3.2ms preprocess, 33.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-571_jpg.rf.96028869854f6d38caa1c20b79ad85f5.jpg: 640x640 1 Pothole, 27.8ms Speed: 5.8ms preprocess, 27.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-571_jpg.rf.a8055f81b37be2e9c746dfa34b865488.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.2ms preprocess, 16.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-571_jpg.rf.dd217d572f3b9312a43ccdf2f45a7cda.jpg: 640x640 1 Pothole, 16.0ms Speed: 2.7ms preprocess, 16.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-571_jpg.rf.e5813aba941f42e3caa8f02bfc933b43.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.0ms preprocess, 16.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-573_jpg.rf.28546d9f993a1f56cda0441bbd1f7f3e.jpg: 640x640 2 Potholes, 16.2ms Speed: 3.3ms preprocess, 16.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-573_jpg.rf.81b03b4267ae253b63de465e8a122bdd.jpg: 640x640 2 Potholes, 18.4ms Speed: 3.0ms preprocess, 18.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-573_jpg.rf.870db388790f0c3492f9a569c36a3b5e.jpg: 640x640 1 Pothole, 20.5ms Speed: 6.3ms preprocess, 20.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-573_jpg.rf.8af8eda27c50deaed07c91a80de8a981.jpg: 640x640 2 Potholes, 16.4ms Speed: 4.6ms preprocess, 16.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-573_jpg.rf.c8af3bba28091a0ee72917c2906f19a9.jpg: 640x640 2 Potholes, 20.3ms Speed: 3.4ms preprocess, 20.3ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-573_jpg.rf.f8a184519b515331ef3cde14505209b6.jpg: 640x640 1 Pothole, 23.9ms Speed: 5.8ms preprocess, 23.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.04374054724efbb0148e2ed45b5bb85a.jpg: 640x640 1 Pothole, 20.9ms Speed: 6.0ms preprocess, 20.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.5e629b979fbefe06d5ace17d3b62b727.jpg: 640x640 1 Pothole, 24.0ms Speed: 3.5ms preprocess, 24.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.9b17d8024bdc5dc989c28c05f0df33f2.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.0ms preprocess, 15.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.b746a1dcee206e0b1114f3833ed35023.jpg: 640x640 1 Pothole, 17.3ms Speed: 3.1ms preprocess, 17.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.c99a76c9750895afd1ea13b20321e51c.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.2ms preprocess, 15.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.e55a1e21161e79385c99f2a47e69bcb2.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.3ms preprocess, 15.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.ebef45365a392d139e86c0dd636117a4.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.3ms preprocess, 15.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.ed148cf8eb6bb19e2e167b1d7fad2a9c.jpg: 640x640 1 Pothole, 18.1ms Speed: 3.7ms preprocess, 18.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-574_jpg.rf.f201d095029fac9a84bd353922047b45.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.4ms preprocess, 15.6ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.0a44b9679419c439d3f434b1e574094c.jpg: 640x640 2 Potholes, 26.8ms Speed: 3.4ms preprocess, 26.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.116b0371e19acd26e051f144cddcf4e5.jpg: 640x640 1 Pothole, 18.5ms Speed: 4.8ms preprocess, 18.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.38a4a7f3707a3f1c11721e94cf063876.jpg: 640x640 1 Pothole, 23.4ms Speed: 5.3ms preprocess, 23.4ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.38f04c3cca99e4a9a5d30b0ed35185d6.jpg: 640x640 1 Pothole, 19.7ms Speed: 5.3ms preprocess, 19.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.5f83feef8c65ad2721288d7a82c285e3.jpg: 640x640 1 Pothole, 18.5ms Speed: 5.6ms preprocess, 18.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.961c5c5769879a1d241ec686e5b7dc44.jpg: 640x640 1 Pothole, 16.7ms Speed: 4.2ms preprocess, 16.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.ac60a3444026fb399129c1a45841d5ab.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.7ms preprocess, 15.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.ccbab13f77cb9c0d85f79a6774da74e5.jpg: 640x640 2 Potholes, 21.5ms Speed: 3.1ms preprocess, 21.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-575_jpg.rf.fc6d73ea7a80a5bab95900a938b9fc08.jpg: 640x640 3 Potholes, 15.3ms Speed: 4.4ms preprocess, 15.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-576_jpg.rf.234a925a5576393dcd31583f5347c71e.jpg: 640x640 1 Pothole, 17.1ms Speed: 7.7ms preprocess, 17.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-576_jpg.rf.5b6a8c436a29ef573d6eb8798e344472.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.4ms preprocess, 15.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-576_jpg.rf.6daa4bf40f3b726e109b3fe2c91a9ca6.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.8ms preprocess, 15.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-576_jpg.rf.a04236fc78e715617337f34069a7ccce.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.5ms preprocess, 17.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-576_jpg.rf.c67d7639fd7b19f1f882c7bb9914e5d0.jpg: 640x640 1 Pothole, 18.1ms Speed: 3.3ms preprocess, 18.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-577_jpg.rf.1cb30a59ad1429923f9f46db4d9a9431.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.4ms preprocess, 16.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-577_jpg.rf.8bddcae2a8e03d62f3e1d041558ff999.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.5ms preprocess, 15.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-577_jpg.rf.a2f8b84eb5c558015b5f29dc13ce5c91.jpg: 640x640 1 Pothole, 21.6ms Speed: 6.1ms preprocess, 21.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-577_jpg.rf.b46a8967a9f10cb959a63c58b37f75ad.jpg: 640x640 1 Pothole, 16.8ms Speed: 5.4ms preprocess, 16.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-577_jpg.rf.c534e0e282d88d750e6971b9042da3b2.jpg: 640x640 1 Pothole, 21.5ms Speed: 9.3ms preprocess, 21.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-578_jpg.rf.3b04d50a6f04d43ebf20ca843d5b4afe.jpg: 640x640 1 Pothole, 15.5ms Speed: 5.0ms preprocess, 15.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-578_jpg.rf.e8dcc7f0f6c47e51f91185f4d650a971.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.9ms preprocess, 16.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-578_jpg.rf.fa3c062977ed92be35be9bcacd3d5863.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.6ms preprocess, 15.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-579_jpg.rf.0bca4ff9facf5991d0d21d9c594d60dc.jpg: 640x640 1 Pothole, 18.1ms Speed: 2.7ms preprocess, 18.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-579_jpg.rf.2575606bb2079d85f7d184f4b9826067.jpg: 640x640 1 Pothole, 27.5ms Speed: 4.4ms preprocess, 27.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-579_jpg.rf.303f90d7b904ca9a8accb0eb885eb685.jpg: 640x640 2 Potholes, 15.3ms Speed: 2.5ms preprocess, 15.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-579_jpg.rf.cd8665298f541cd74c957c95f5ba8f54.jpg: 640x640 2 Potholes, 15.6ms Speed: 3.2ms preprocess, 15.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-580_jpg.rf.0efbc69b06662639ff1dd3183d6bc39c.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.7ms preprocess, 16.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-580_jpg.rf.3f889c17783195b29e5e6fa2dde201b6.jpg: 640x640 2 Potholes, 15.9ms Speed: 4.9ms preprocess, 15.9ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-580_jpg.rf.80db0e3bfb9b602e486bbb20b97d83d1.jpg: 640x640 3 Potholes, 15.5ms Speed: 3.7ms preprocess, 15.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-580_jpg.rf.ac3dffcbf8da8f456bfaacaa7f5234a2.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.3ms preprocess, 16.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-580_jpg.rf.bc55cce5b5be63f072fdbbc158234058.jpg: 640x640 2 Potholes, 17.9ms Speed: 3.6ms preprocess, 17.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-580_jpg.rf.c6c7bb680cf75d256767a80c4587c87d.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.4ms preprocess, 15.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-580_jpg.rf.ea6ff355dcbf29cce3b6c0fdf454524f.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.1ms preprocess, 15.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-581_jpg.rf.1af7205660edbf27ab5355efce07bcf7.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.5ms preprocess, 15.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-581_jpg.rf.224361665daab8d1d47aabf0a7fc955b.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.4ms preprocess, 15.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-581_jpg.rf.b7f0329d4ca8addd366e750de202c2a0.jpg: 640x640 1 Pothole, 16.4ms Speed: 4.0ms preprocess, 16.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-581_jpg.rf.c4759b5e65bd420672879284a0df7880.jpg: 640x640 2 Potholes, 22.7ms Speed: 3.9ms preprocess, 22.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-581_jpg.rf.cad311ae85a4185359886de7938693c2.jpg: 640x640 1 Pothole, 15.0ms Speed: 9.3ms preprocess, 15.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-581_jpg.rf.d8c37a23c0ece2b3cd0b4d272c6b54b2.jpg: 640x640 1 Pothole, 18.6ms Speed: 7.5ms preprocess, 18.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-582_jpg.rf.02cc72442a47c5a7a8ee1ff2f3203265.jpg: 640x640 3 Potholes, 19.3ms Speed: 3.1ms preprocess, 19.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-582_jpg.rf.17b760df28b0dd31c31d6567e9002c78.jpg: 640x640 3 Potholes, 18.2ms Speed: 3.1ms preprocess, 18.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-582_jpg.rf.28b45751d2c799659899878a27ab1fbf.jpg: 640x640 3 Potholes, 19.0ms Speed: 4.3ms preprocess, 19.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-582_jpg.rf.3f1697924c274cc32198a0f8d38597d6.jpg: 640x640 2 Potholes, 15.0ms Speed: 5.3ms preprocess, 15.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-582_jpg.rf.5080e9ff6b4d2deda1859a891e76f422.jpg: 640x640 2 Potholes, 19.0ms Speed: 2.9ms preprocess, 19.0ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-582_jpg.rf.a2641d2e129a6fc117fa6a5c9415ebb0.jpg: 640x640 3 Potholes, 15.0ms Speed: 6.7ms preprocess, 15.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-582_jpg.rf.d6faa185b3275158302fdb7a00059101.jpg: 640x640 3 Potholes, 23.9ms Speed: 3.3ms preprocess, 23.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-582_jpg.rf.f101e9e7f370fa79736727b081f46bca.jpg: 640x640 3 Potholes, 14.9ms Speed: 2.8ms preprocess, 14.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-583_jpg.rf.027c154e5941591b9e6aa66a74ede602.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.9ms preprocess, 15.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-583_jpg.rf.4ca6d5dff91c7f5552602000bbfea2c7.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.6ms preprocess, 15.1ms inference, 6.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-583_jpg.rf.9a4dbf62bf003e6cbca19fc60299e62c.jpg: 640x640 1 Pothole, 17.1ms Speed: 3.9ms preprocess, 17.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-583_jpg.rf.b210f604f0b502afcdb8d99cfc30dd84.jpg: 640x640 1 Pothole, 22.1ms Speed: 5.0ms preprocess, 22.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-583_jpg.rf.c56b3cda95974f6d0d39def47d534a58.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.8ms preprocess, 15.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-583_jpg.rf.c8ceb18ffb48a5fc8d4709a4d3156d90.jpg: 640x640 1 Pothole, 18.3ms Speed: 5.1ms preprocess, 18.3ms inference, 10.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-583_jpg.rf.d57b48caab4449c6560aa5d3ab6d6d68.jpg: 640x640 1 Pothole, 19.8ms Speed: 5.0ms preprocess, 19.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-583_jpg.rf.f8aae5dc361e34a5724d3a9af60d53c6.jpg: 640x640 1 Pothole, 17.8ms Speed: 5.1ms preprocess, 17.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-584_jpg.rf.20578e40a133dcb145a2ec13504b3836.jpg: 640x640 3 Potholes, 15.1ms Speed: 3.6ms preprocess, 15.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-584_jpg.rf.280ba581d5ebcaf588655966dc169b42.jpg: 640x640 3 Potholes, 15.0ms Speed: 4.8ms preprocess, 15.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-584_jpg.rf.77be5b7cb8cf0d5992c3cdcd675fbbde.jpg: 640x640 3 Potholes, 16.2ms Speed: 3.4ms preprocess, 16.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-584_jpg.rf.b213cd7d21902447fb65b46e2822ef1a.jpg: 640x640 3 Potholes, 15.1ms Speed: 3.7ms preprocess, 15.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-584_jpg.rf.c9b9d4be87aa99e51d7a9aa186cdc814.jpg: 640x640 3 Potholes, 26.5ms Speed: 4.1ms preprocess, 26.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-585_jpg.rf.2230e5d389d0200b2d4c56f1657c4210.jpg: 640x640 4 Potholes, 20.2ms Speed: 5.1ms preprocess, 20.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-585_jpg.rf.260834a3323d3a79035d01fbd3996984.jpg: 640x640 3 Potholes, 21.0ms Speed: 4.3ms preprocess, 21.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-585_jpg.rf.477914457b3dad1077bdc4f5e78a5ddb.jpg: 640x640 3 Potholes, 20.2ms Speed: 5.8ms preprocess, 20.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-585_jpg.rf.9c7e13db440360e37c9d929dbf547787.jpg: 640x640 4 Potholes, 19.9ms Speed: 9.8ms preprocess, 19.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-585_jpg.rf.9dbc538c2d3961a7c72ed12ceac3a540.jpg: 640x640 3 Potholes, 18.1ms Speed: 5.6ms preprocess, 18.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-585_jpg.rf.deaff5ece615ffe5edcf4d9604c64186.jpg: 640x640 4 Potholes, 17.3ms Speed: 4.0ms preprocess, 17.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-586_jpg.rf.4732d28bc4146f710425b91e0d8d0512.jpg: 640x640 1 Pothole, 14.8ms Speed: 4.7ms preprocess, 14.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-586_jpg.rf.f718e644713ec4b3f84d83b3a98e030b.jpg: 640x640 2 Potholes, 18.9ms Speed: 3.7ms preprocess, 18.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-587_jpg.rf.0234adbfe3545c138cae3148e8b9c999.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.3ms preprocess, 14.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-587_jpg.rf.22a3aaee6055aeb9fda023d55c7dc3ac.jpg: 640x640 1 Pothole, 20.9ms Speed: 2.8ms preprocess, 20.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-587_jpg.rf.36957c8e2478b2a3179221e652a1935a.jpg: 640x640 1 Pothole, 14.8ms Speed: 4.1ms preprocess, 14.8ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-587_jpg.rf.711b09769df846161c807d7ab4b80351.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.0ms preprocess, 14.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-587_jpg.rf.83d965ff2b48277719497a53225754fc.jpg: 640x640 1 Pothole, 19.5ms Speed: 4.4ms preprocess, 19.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-587_jpg.rf.98eaa018c59f80b475fadc352ea45b5f.jpg: 640x640 2 Potholes, 14.7ms Speed: 3.6ms preprocess, 14.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-588_jpg.rf.557291bd8386da8ebd33fa69f8392fb5.jpg: 640x640 1 Pothole, 15.6ms Speed: 5.0ms preprocess, 15.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-588_jpg.rf.7696d9b270b4497432fdb8a2312dab20.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.5ms preprocess, 15.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-588_jpg.rf.7b1cab47d2ea30b871bfd5d1f07f6666.jpg: 640x640 1 Pothole, 16.8ms Speed: 5.4ms preprocess, 16.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-589_jpg.rf.61a8dcee093ec493dfd320e19e0812a7.jpg: 640x640 2 Potholes, 20.5ms Speed: 6.0ms preprocess, 20.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-589_jpg.rf.7dcfa72522fadb643798682eb2f88225.jpg: 640x640 2 Potholes, 15.2ms Speed: 5.0ms preprocess, 15.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-589_jpg.rf.7fa9b50398227de8771652043a40ae6e.jpg: 640x640 2 Potholes, 19.9ms Speed: 4.9ms preprocess, 19.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-589_jpg.rf.a45f40a3b8f3761b9ada38c7664f6933.jpg: 640x640 2 Potholes, 15.2ms Speed: 2.4ms preprocess, 15.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-589_jpg.rf.c16e18cbf8b9eacb626888a9a4f07aa2.jpg: 640x640 2 Potholes, 15.4ms Speed: 4.1ms preprocess, 15.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.06a647dcb0fa564145a1857baf1a2e1b.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.5ms preprocess, 15.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.1c51236ce4b3ccc5ad21e83a20b141e0.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.7ms preprocess, 15.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.257e6fc7ecfc8ba9e70ee531cffc1413.jpg: 640x640 1 Pothole, 15.2ms Speed: 2.6ms preprocess, 15.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.48d1603afac3658dd0f7ff3dadf86025.jpg: 640x640 1 Pothole, 27.7ms Speed: 4.1ms preprocess, 27.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.72e80c22daf7a70e75ca39d13e9f268d.jpg: 640x640 1 Pothole, 19.5ms Speed: 4.7ms preprocess, 19.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.95b2b63f6fcc44c2ec17c71d158eda79.jpg: 640x640 1 Pothole, 24.1ms Speed: 3.1ms preprocess, 24.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.a4f657dfe29a316eb7fda3c6c8679cfb.jpg: 640x640 1 Pothole, 20.3ms Speed: 5.2ms preprocess, 20.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.d1e0247a39080a922139f8d5d557d284.jpg: 640x640 1 Pothole, 18.4ms Speed: 7.2ms preprocess, 18.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-590_jpg.rf.de5243bcecf8f5d0afa15136765640fd.jpg: 640x640 1 Pothole, 20.2ms Speed: 3.1ms preprocess, 20.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-591_jpg.rf.1d87da7cb45ac4735bc250e1504ce491.jpg: 640x640 1 Pothole, 20.2ms Speed: 2.5ms preprocess, 20.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-591_jpg.rf.645ae777173214e166fc9711c2b39a2c.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.5ms preprocess, 15.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-591_jpg.rf.6a86e43085a9e87f0d274f00bafc45ce.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.4ms preprocess, 15.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-591_jpg.rf.a113023f2001bf03e061565606ee6646.jpg: 640x640 2 Potholes, 20.5ms Speed: 4.8ms preprocess, 20.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-591_jpg.rf.a46e5e023de284402bef0ce3e4ed1c75.jpg: 640x640 3 Potholes, 15.4ms Speed: 2.6ms preprocess, 15.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-591_jpg.rf.ee03a8b97757e2570db1eeb487a30221.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.2ms preprocess, 15.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-592_jpg.rf.21782e8206ec09ebaf00176aa38b46c9.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.4ms preprocess, 15.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-592_jpg.rf.2677f36bd1fd2364ddd527acaddef39f.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.8ms preprocess, 15.3ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-592_jpg.rf.3d4a485efe401c7690757a95b96ca2d6.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.8ms preprocess, 15.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-592_jpg.rf.94a9d8f4e260384c2ed9e942ca7a53c6.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.3ms preprocess, 15.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-593_jpg.rf.292b6b4695b615e7d2bb65335c4d6bf3.jpg: 640x640 1 Pothole, 17.3ms Speed: 4.4ms preprocess, 17.3ms inference, 7.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-593_jpg.rf.3c557e02a4bf10d683f829dad3bba287.jpg: 640x640 1 Pothole, 17.2ms Speed: 11.6ms preprocess, 17.2ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-593_jpg.rf.623d89fda0818ce47ddab26bbd998902.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.2ms preprocess, 16.0ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-594_jpg.rf.4445bfb184a3a62b0cba7983d92480f3.jpg: 640x640 1 Pothole, 32.5ms Speed: 4.2ms preprocess, 32.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-594_jpg.rf.c3d97bb3a7f947491721e86bb8d65b54.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.7ms preprocess, 16.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.32d7604fb7846fe79051149551d08ffd.jpg: 640x640 2 Potholes, 16.2ms Speed: 2.9ms preprocess, 16.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.490084d6ce5f72f1d91a03b563cdd713.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.7ms preprocess, 15.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.4cb6fa69f13fa6853c77bf0a13728175.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.1ms preprocess, 16.0ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.53104fc0ac0c13a87553a033511769f1.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.8ms preprocess, 15.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.67cc2edef54ac97f3399a88d679c480c.jpg: 640x640 1 Pothole, 36.2ms Speed: 3.7ms preprocess, 36.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.7f5008d2039fca6d240ab100461436be.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.5ms preprocess, 15.8ms inference, 6.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.930b41abdbd529fbfc63166884b4b15c.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.2ms preprocess, 15.9ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.973b3a2d78e2918e3384d0f73d29d0a2.jpg: 640x640 1 Pothole, 25.4ms Speed: 9.3ms preprocess, 25.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.bdbbdb687cafa2c4811b93707dbb2d26.jpg: 640x640 1 Pothole, 20.3ms Speed: 3.6ms preprocess, 20.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-595_jpg.rf.c4de8c7b9ca41bcdf623dc177230a4fd.jpg: 640x640 1 Pothole, 18.2ms Speed: 3.8ms preprocess, 18.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.0a5277b391a70eb155f92e03beacd8d6.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.2ms preprocess, 15.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.0c8231ca9d55b8a0cc677c2cc2f48d49.jpg: 640x640 1 Pothole, 25.5ms Speed: 2.2ms preprocess, 25.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.10ae0bc59fd9f52c7c99b38cfdba025d.jpg: 640x640 1 Pothole, 19.4ms Speed: 5.9ms preprocess, 19.4ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.191db3bfb1ca8b4dc0d4f3341f85a96e.jpg: 640x640 2 Potholes, 16.0ms Speed: 2.6ms preprocess, 16.0ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.2131dac9ae483b607c1d7cadf342793e.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.1ms preprocess, 16.0ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.257f8628722842e9861cacee47c174e9.jpg: 640x640 2 Potholes, 16.5ms Speed: 2.9ms preprocess, 16.5ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.723eec328f4ab784da5a5b218758a516.jpg: 640x640 1 Pothole, 19.7ms Speed: 4.5ms preprocess, 19.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.7d969903cbc2bbb2584ca1150d36effd.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.8ms preprocess, 16.0ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.bb5d5cc4ec4f51f75b2e36dccd88666c.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.8ms preprocess, 16.1ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.bf2bc371b2ae242fffb25ef03bff1940.jpg: 640x640 1 Pothole, 30.8ms Speed: 2.8ms preprocess, 30.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.c1f701c5a51bbd64e632e690378c5ac9.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.1ms preprocess, 16.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.e2614c6b5a090accb62c9b2fda4a76aa.jpg: 640x640 1 Pothole, 20.0ms Speed: 3.4ms preprocess, 20.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.e724e1c7d6d63fb0c15a15de31262bd7.jpg: 640x640 1 Pothole, 17.9ms Speed: 8.1ms preprocess, 17.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-596_jpg.rf.f30818017721b0daf1d8f1493257fb33.jpg: 640x640 1 Pothole, 17.6ms Speed: 3.0ms preprocess, 17.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-597_jpg.rf.7b0d8cd9d5f3e9c3f9afed90ac3d8a42.jpg: 640x640 2 Potholes, 17.7ms Speed: 2.7ms preprocess, 17.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-598_jpg.rf.2a6e223c3dc21235f9f633ae24d0a5a5.jpg: 640x640 1 Pothole, 18.4ms Speed: 2.9ms preprocess, 18.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-598_jpg.rf.3a4706eacbc682f42442b0cf292214e5.jpg: 640x640 2 Potholes, 16.4ms Speed: 2.6ms preprocess, 16.4ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-598_jpg.rf.5c9999ed0fcf96eae554590ff306159e.jpg: 640x640 3 Potholes, 17.5ms Speed: 3.1ms preprocess, 17.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-599_jpg.rf.19d2a57ff9178845438acb2146d504bf.jpg: 640x640 1 Pothole, 28.4ms Speed: 4.0ms preprocess, 28.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-599_jpg.rf.73939b3bc5a22bbfbeb37f6aff5e97f2.jpg: 640x640 2 Potholes, 31.1ms Speed: 4.4ms preprocess, 31.1ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-599_jpg.rf.77a4921b257288f542fbbb1e0bf9afb9.jpg: 640x640 1 Pothole, 16.2ms Speed: 4.1ms preprocess, 16.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-599_jpg.rf.a69a2351192948864dc662a9e7d11a2a.jpg: 640x640 2 Potholes, 20.3ms Speed: 5.2ms preprocess, 20.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-599_jpg.rf.caffd8a6cf4037c21c30f2d37c54d570.jpg: 640x640 2 Potholes, 18.0ms Speed: 3.1ms preprocess, 18.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-599_jpg.rf.ea15b884e4ef8bee71d4ba56615b36dd.jpg: 640x640 1 Pothole, 19.4ms Speed: 3.9ms preprocess, 19.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-599_jpg.rf.ec57f0645f0f47f777572b86b3f0e647.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.8ms preprocess, 17.4ms inference, 11.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-600_jpg.rf.29a47f80d225c8e6edad2414f08acfee.jpg: 640x640 (no detections), 16.7ms Speed: 5.3ms preprocess, 16.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-600_jpg.rf.467cf4270c227daaf82138dc1513dab5.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.0ms preprocess, 16.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-600_jpg.rf.8f970aaf7195b01f19813b2315c4c088.jpg: 640x640 1 Pothole, 31.6ms Speed: 2.7ms preprocess, 31.6ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-600_jpg.rf.d6b9081ab2a60ddda2edf7eb0487184d.jpg: 640x640 1 Pothole, 16.6ms Speed: 2.3ms preprocess, 16.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-601_jpg.rf.20f219c7a5186632410e0f79423a49d0.jpg: 640x640 3 Potholes, 16.6ms Speed: 2.9ms preprocess, 16.6ms inference, 6.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-601_jpg.rf.88ab9922df7aaeaf20fabc41e859bddb.jpg: 640x640 3 Potholes, 16.6ms Speed: 2.3ms preprocess, 16.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-601_jpg.rf.a6e90f64f852eba18edc87f5582913ca.jpg: 640x640 2 Potholes, 16.8ms Speed: 3.4ms preprocess, 16.8ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-601_jpg.rf.ac00941954dfad2535eadbbf98bcf287.jpg: 640x640 2 Potholes, 16.8ms Speed: 3.2ms preprocess, 16.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-602_jpg.rf.39a4071a8abf9ed05763c9b2f3ccb65f.jpg: 640x640 2 Potholes, 17.2ms Speed: 4.0ms preprocess, 17.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-602_jpg.rf.49d62305477dc2f2b5fdf3d657d90a5b.jpg: 640x640 2 Potholes, 25.5ms Speed: 3.9ms preprocess, 25.5ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-602_jpg.rf.4f014da0b1d9153413ac49ab86adf689.jpg: 640x640 2 Potholes, 27.4ms Speed: 3.2ms preprocess, 27.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-602_jpg.rf.543624fb5f4b26b10e534b7f4e50bd48.jpg: 640x640 1 Pothole, 22.3ms Speed: 5.4ms preprocess, 22.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-602_jpg.rf.5a7fef475829a4013e9ac17cccf02a90.jpg: 640x640 2 Potholes, 27.9ms Speed: 6.9ms preprocess, 27.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-602_jpg.rf.9d3ebbc628800550772dce942001ccba.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.0ms preprocess, 16.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-602_jpg.rf.9ed0f6496c5fb32f9ae4901f40cdb8d0.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.2ms preprocess, 16.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-602_jpg.rf.c4328686621140f077207fc6d18850fe.jpg: 640x640 7 Potholes, 16.8ms Speed: 3.2ms preprocess, 16.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-603_jpg.rf.3f1005a4df48d1821296c26e0db1089e.jpg: 640x640 2 Potholes, 17.2ms Speed: 2.6ms preprocess, 17.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-603_jpg.rf.41a5ce5e0032a76c3715fe4a62ea8dd7.jpg: 640x640 1 Pothole, 16.9ms Speed: 4.0ms preprocess, 16.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-603_jpg.rf.4ab8d162af0b70cc08ce5d70978c42c5.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.0ms preprocess, 16.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-603_jpg.rf.5e697f80d759ff0c14473129eb71e0cc.jpg: 640x640 2 Potholes, 16.7ms Speed: 3.6ms preprocess, 16.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-603_jpg.rf.842f5d6edeefbfd937a7d535297c5749.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.8ms preprocess, 16.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-603_jpg.rf.b867815d0ebb69e196527b86c6cbbd6d.jpg: 640x640 2 Potholes, 16.8ms Speed: 4.3ms preprocess, 16.8ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-604_jpg.rf.2083a54847a439239725a0242db1f727.jpg: 640x640 5 Potholes, 17.9ms Speed: 3.6ms preprocess, 17.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-604_jpg.rf.22466914dda0a6e9ccddfc60510cbb38.jpg: 640x640 6 Potholes, 16.4ms Speed: 3.3ms preprocess, 16.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-604_jpg.rf.3c392b44a02f57e74997cb3b61fd6d34.jpg: 640x640 5 Potholes, 16.4ms Speed: 2.4ms preprocess, 16.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-604_jpg.rf.8767e78c12ede254baec69526e8cd8ec.jpg: 640x640 5 Potholes, 16.3ms Speed: 3.4ms preprocess, 16.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-604_jpg.rf.bca0c0b571ac778d975c05617be59512.jpg: 640x640 6 Potholes, 16.5ms Speed: 4.8ms preprocess, 16.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-604_jpg.rf.d13844f48cfab7d213c9021668b4c433.jpg: 640x640 6 Potholes, 16.6ms Speed: 5.3ms preprocess, 16.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-604_jpg.rf.e06953f7604a615007445c72c33cc78b.jpg: 640x640 5 Potholes, 16.4ms Speed: 2.9ms preprocess, 16.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-606_jpg.rf.59712bb8466bfcd70752545467ef86d3.jpg: 640x640 2 Potholes, 16.4ms Speed: 3.1ms preprocess, 16.4ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-606_jpg.rf.6f7b5a734d654645320fb0c999d59ba8.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.3ms preprocess, 15.8ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-606_jpg.rf.8260ee172618054925143cc559b2c625.jpg: 640x640 (no detections), 15.6ms Speed: 2.8ms preprocess, 15.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-606_jpg.rf.922234dc81670c9d2a69f3abeb5a226c.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.9ms preprocess, 15.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-606_jpg.rf.9e9a6593cc06240bf6c4523fecd9884d.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.2ms preprocess, 15.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-606_jpg.rf.d6d4f26be95bd5038437ed809df45eb2.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.5ms preprocess, 15.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-606_jpg.rf.e1b7384d096b716708edf46363fcc29a.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.7ms preprocess, 15.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-606_jpg.rf.e3e896d9d1a4903b6b4109a36d131117.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.1ms preprocess, 15.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-607_jpg.rf.15b2fff6b56cecb7fbcdf5939d6fc501.jpg: 640x640 2 Potholes, 15.6ms Speed: 3.3ms preprocess, 15.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-607_jpg.rf.298723163e39116d51f9f956c5f5ad57.jpg: 640x640 3 Potholes, 15.6ms Speed: 4.2ms preprocess, 15.6ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-607_jpg.rf.343f5bcce901b19134f0b99a939a396a.jpg: 640x640 3 Potholes, 15.4ms Speed: 2.8ms preprocess, 15.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-607_jpg.rf.3df1cc7f598f1709bf661eba26e6a330.jpg: 640x640 2 Potholes, 15.4ms Speed: 3.5ms preprocess, 15.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-607_jpg.rf.74c68e1a343f4c56cd26b4df6ce3abc0.jpg: 640x640 3 Potholes, 15.8ms Speed: 3.2ms preprocess, 15.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-607_jpg.rf.d77f28b10a8e39bdcc8c2c67e4daceca.jpg: 640x640 2 Potholes, 20.0ms Speed: 4.2ms preprocess, 20.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-608_jpg.rf.1e7273d788e0a0a2115462b566e2b6ae.jpg: 640x640 3 Potholes, 15.5ms Speed: 4.3ms preprocess, 15.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-608_jpg.rf.211f5b444c9b9861089e30da6e097fee.jpg: 640x640 4 Potholes, 17.0ms Speed: 4.8ms preprocess, 17.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-608_jpg.rf.4270f0f8230cf6bf933ae5cfa0caae59.jpg: 640x640 2 Potholes, 15.6ms Speed: 3.0ms preprocess, 15.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-608_jpg.rf.8b7040d152f194e0536dcfd4e8e8bd5e.jpg: 640x640 3 Potholes, 15.4ms Speed: 2.8ms preprocess, 15.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-608_jpg.rf.a0c052ea77b966d1bd82e52f5fe2d30a.jpg: 640x640 2 Potholes, 27.9ms Speed: 2.5ms preprocess, 27.9ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-608_jpg.rf.f7d86e28c033a412008d191502423177.jpg: 640x640 2 Potholes, 15.9ms Speed: 3.2ms preprocess, 15.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-609_jpg.rf.0c85d7fab6878d1369733d66faccfb0b.jpg: 640x640 (no detections), 15.4ms Speed: 2.9ms preprocess, 15.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-609_jpg.rf.13fd91001231a1b38e1d322b709366c3.jpg: 640x640 2 Potholes, 15.6ms Speed: 4.5ms preprocess, 15.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-609_jpg.rf.34bff7681f392ea568b0c999f1d70bc1.jpg: 640x640 1 Pothole, 24.6ms Speed: 4.6ms preprocess, 24.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-609_jpg.rf.5d8acad01759a965c06f2f337507f4fe.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.6ms preprocess, 15.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-609_jpg.rf.71b90c994ce5547494ad9a3e7ae90c93.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.4ms preprocess, 15.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.0399d15f1b35c1146d1fdedacdd42d25.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.9ms preprocess, 15.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.0f432d7a997d08c7d4efc24cc60f4fc1.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.6ms preprocess, 15.8ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.1bc1da8bd2a311e93cec7890d8ac04ce.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.9ms preprocess, 15.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.27bb921bc36e5cfab3a0f92c1bef7ef2.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.1ms preprocess, 15.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.2cdec0178e0fc8976dd73f13c3c9f661.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.7ms preprocess, 15.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.459af15e9cb65d03fcbc6e9b8d2ffc8f.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.8ms preprocess, 15.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.8286643892293c945ab3ef8f48af196a.jpg: 640x640 1 Pothole, 16.8ms Speed: 2.6ms preprocess, 16.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.ca8e84dad40bd52b78251a38a7eee2c5.jpg: 640x640 2 Potholes, 19.6ms Speed: 3.0ms preprocess, 19.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-610_jpg.rf.ec043dc8536f40d8409768fa28095590.jpg: 640x640 1 Pothole, 22.7ms Speed: 2.9ms preprocess, 22.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-611_jpg.rf.0c85a3619c5bcabaee1a1e83e5ebf1af.jpg: 640x640 (no detections), 15.8ms Speed: 2.7ms preprocess, 15.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-611_jpg.rf.51f57be86cc8a8a8110a7a6509969577.jpg: 640x640 2 Potholes, 15.3ms Speed: 2.8ms preprocess, 15.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-611_jpg.rf.89cdce9bfa968156bcab8f622f2c200b.jpg: 640x640 2 Potholes, 15.8ms Speed: 3.3ms preprocess, 15.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-611_jpg.rf.9d37e578de6039a2e4db468346dd9b13.jpg: 640x640 (no detections), 15.9ms Speed: 4.8ms preprocess, 15.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-611_jpg.rf.bda4187c7097dc45219eda868d1be41e.jpg: 640x640 (no detections), 15.4ms Speed: 5.3ms preprocess, 15.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-611_jpg.rf.e3da4e3eb41f5602d56717d7b426d20d.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.7ms preprocess, 15.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.0d0555a01c454fcbe79457b873266cb4.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.7ms preprocess, 16.3ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.292c65e068730cd03991b39103acaff7.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.9ms preprocess, 15.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.3cafc2d5a9f1c5cd09dbcc3ed9f9f792.jpg: 640x640 1 Pothole, 17.3ms Speed: 5.7ms preprocess, 17.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.55d4b3c71f66776ee1d43cb3073fca07.jpg: 640x640 1 Pothole, 19.7ms Speed: 5.4ms preprocess, 19.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.5935cba7f343eb43e38ce0dfd9f41708.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.5ms preprocess, 15.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.5ff31da0347be96eb747955d42fcb299.jpg: 640x640 1 Pothole, 18.1ms Speed: 3.1ms preprocess, 18.1ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.8dc05381598bda8bc15db0895f8ab4cd.jpg: 640x640 1 Pothole, 19.7ms Speed: 4.1ms preprocess, 19.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.b46b859d5e1cdb93cfa57c2777333a15.jpg: 640x640 1 Pothole, 19.6ms Speed: 3.9ms preprocess, 19.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.e2f1cf990cf219056646a7fe20cfeebf.jpg: 640x640 1 Pothole, 21.5ms Speed: 3.9ms preprocess, 21.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.e9f3cf7b54fe902bb75804396f73fdc8.jpg: 640x640 1 Pothole, 18.7ms Speed: 5.6ms preprocess, 18.7ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.f814c5b4490ae7649ffbfebd8729c771.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.7ms preprocess, 15.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-612_jpg.rf.fd319ae2d0641a0eabb5bc5382502092.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.7ms preprocess, 15.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-613_jpg.rf.45e3f8526624104295863917fffb2f35.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.3ms preprocess, 15.6ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-613_jpg.rf.5534dde4d77e9ef20a8639bcbcba6d3a.jpg: 640x640 2 Potholes, 15.3ms Speed: 2.3ms preprocess, 15.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-613_jpg.rf.a5a55e15e23ad922ff5bd4641b1f4eee.jpg: 640x640 1 Pothole, 15.8ms Speed: 2.5ms preprocess, 15.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.1e71801dc95f37aa85854cd696d2baaa.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.6ms preprocess, 15.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.1f658e52f04cbf4995ace4a48edb598d.jpg: 640x640 1 Pothole, 21.2ms Speed: 5.5ms preprocess, 21.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.44ec46451810531482555a1dc3b0e7cd.jpg: 640x640 1 Pothole, 21.0ms Speed: 17.4ms preprocess, 21.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.4f6c0d0183733592988ee6a97fc95f4a.jpg: 640x640 1 Pothole, 17.5ms Speed: 4.9ms preprocess, 17.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.58b04348b46a2d5609a8c59b2cc775cd.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.7ms preprocess, 16.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.5c7e95154c449569a74335d39a923bef.jpg: 640x640 (no detections), 15.2ms Speed: 3.5ms preprocess, 15.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.8863a4c249b6acad5ab7c962c11f5303.jpg: 640x640 1 Pothole, 15.1ms Speed: 4.7ms preprocess, 15.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.fdaa22f6e270af97763d961f6983a86c.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.2ms preprocess, 15.6ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-614_jpg.rf.fe16892f03492c42a14fcbf8459ef4c5.jpg: 640x640 (no detections), 15.1ms Speed: 3.3ms preprocess, 15.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-615_jpg.rf.298c401a206920c8c72eda17ba4fb661.jpg: 640x640 (no detections), 15.3ms Speed: 3.7ms preprocess, 15.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-615_jpg.rf.6b6fb794ad10c6fbcb7846301f5089f1.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.1ms preprocess, 15.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-615_jpg.rf.e3fb29d5f9a1ca32b1ede4ef53d69bd0.jpg: 640x640 2 Potholes, 15.4ms Speed: 3.1ms preprocess, 15.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-617_jpg.rf.9476045724ac7c7389e853f045348f9c.jpg: 640x640 2 Potholes, 15.3ms Speed: 2.5ms preprocess, 15.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-617_jpg.rf.f2a6d88bf2a2e29577609a04e741e465.jpg: 640x640 2 Potholes, 16.1ms Speed: 4.6ms preprocess, 16.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.0d6936f3f5f8cc33e04cb9e74c145985.jpg: 640x640 (no detections), 15.3ms Speed: 3.5ms preprocess, 15.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.183207978a6820fff81d5b2bb2b71b97.jpg: 640x640 (no detections), 14.7ms Speed: 3.5ms preprocess, 14.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.203b433abebadcd1845d24869c91d99e.jpg: 640x640 1 Pothole, 14.9ms Speed: 3.7ms preprocess, 14.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.2632e43fb85345369ba5b9b6b2d70c73.jpg: 640x640 2 Potholes, 15.0ms Speed: 4.1ms preprocess, 15.0ms inference, 6.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.5e236902c40738f021f343ab7caaf9a3.jpg: 640x640 1 Pothole, 21.1ms Speed: 3.3ms preprocess, 21.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.7307c0faf55b8d0696c3efeff5034f5f.jpg: 640x640 (no detections), 16.6ms Speed: 4.0ms preprocess, 16.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.785b84beb6fce8ca079b5088e66f1882.jpg: 640x640 (no detections), 14.8ms Speed: 2.2ms preprocess, 14.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.b68e3408910fcd6f614da1219a527f70.jpg: 640x640 (no detections), 14.9ms Speed: 2.6ms preprocess, 14.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-618_jpg.rf.f2cd4dce0bb03e7b94091260f4a695d4.jpg: 640x640 (no detections), 14.9ms Speed: 3.2ms preprocess, 14.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-619_jpg.rf.00252bd15eac896fcb0938d26dcfb49b.jpg: 640x640 2 Potholes, 15.5ms Speed: 2.6ms preprocess, 15.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-619_jpg.rf.5c23eb8e1ce194ed05ed2dcc58d699e5.jpg: 640x640 1 Pothole, 16.0ms Speed: 2.2ms preprocess, 16.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-619_jpg.rf.77d648ff7539dfd32537bf3edb70d5c2.jpg: 640x640 1 Pothole, 13.2ms Speed: 4.4ms preprocess, 13.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-619_jpg.rf.f7576ceee817a510f3fbab4837772140.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.2ms preprocess, 13.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-620_jpg.rf.01d87803aeda1456e572cd3c524821f4.jpg: 640x640 4 Potholes, 19.6ms Speed: 3.8ms preprocess, 19.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-620_jpg.rf.0f5c60861bd57581964663d82f3d2725.jpg: 640x640 3 Potholes, 17.3ms Speed: 5.8ms preprocess, 17.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-620_jpg.rf.25b3e241e2f5b727b07d20eebd466442.jpg: 640x640 2 Potholes, 13.0ms Speed: 3.9ms preprocess, 13.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-620_jpg.rf.2639a3abbcd50390ecaca9be19e60520.jpg: 640x640 1 Pothole, 19.5ms Speed: 5.0ms preprocess, 19.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-620_jpg.rf.c9b561105b079ae56c2ab13ee852ae74.jpg: 640x640 1 Pothole, 13.7ms Speed: 4.6ms preprocess, 13.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-620_jpg.rf.df318979e94a76b8c1e81af38479ad46.jpg: 640x640 2 Potholes, 13.0ms Speed: 3.2ms preprocess, 13.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.0186e9d31852d7d4731fc918c2b14ab2.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.5ms preprocess, 13.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.0d8ac58782b3d86e263be11815d50d3a.jpg: 640x640 4 Potholes, 13.5ms Speed: 5.2ms preprocess, 13.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.1c5de1fa1285a1f34c2d87dfd3a941cc.jpg: 640x640 3 Potholes, 14.4ms Speed: 2.8ms preprocess, 14.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.29c3e85b002ceaa37e8a44d115180b24.jpg: 640x640 3 Potholes, 14.5ms Speed: 9.1ms preprocess, 14.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.3504f6af3bb5651daded193cfe2d1aa1.jpg: 640x640 4 Potholes, 15.9ms Speed: 4.3ms preprocess, 15.9ms inference, 11.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.376e6c6fe48f1af9db13245dea7e73da.jpg: 640x640 3 Potholes, 22.0ms Speed: 4.8ms preprocess, 22.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.40c0a636268f85d0a5f90b731ac514b9.jpg: 640x640 3 Potholes, 21.7ms Speed: 5.5ms preprocess, 21.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.621c39aee7afcc884ce5b93ff95e3ac2.jpg: 640x640 2 Potholes, 25.1ms Speed: 5.6ms preprocess, 25.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.a1bd84dded013e96cc2179488f785205.jpg: 640x640 3 Potholes, 20.3ms Speed: 3.8ms preprocess, 20.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.a470460ac2719ad535e24b9508a138e5.jpg: 640x640 2 Potholes, 16.7ms Speed: 5.5ms preprocess, 16.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.a892c8b171fe9474b0ce061a9a9dc86b.jpg: 640x640 6 Potholes, 17.7ms Speed: 3.9ms preprocess, 17.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.bb113941b73a4e42e62ee7dd0c870b6d.jpg: 640x640 3 Potholes, 20.6ms Speed: 4.2ms preprocess, 20.6ms inference, 7.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.d38bcde1b731e0f3df6b58f10ff589d4.jpg: 640x640 3 Potholes, 14.0ms Speed: 3.9ms preprocess, 14.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.e016c8ca298019e32d34eed411e0f6c7.jpg: 640x640 3 Potholes, 13.4ms Speed: 4.1ms preprocess, 13.4ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.e0993125149474a9cdc99d591c9c961e.jpg: 640x640 2 Potholes, 17.7ms Speed: 4.5ms preprocess, 17.7ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-621_jpg.rf.e9995a3f8f8123fa2cc16bba554067fb.jpg: 640x640 3 Potholes, 32.8ms Speed: 4.2ms preprocess, 32.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-622_jpg.rf.bad21b7e95a3573c3b2978512b16767d.jpg: 640x640 2 Potholes, 23.1ms Speed: 5.1ms preprocess, 23.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-622_jpg.rf.e33fdad4b8b7024bed1ba561c90671e9.jpg: 640x640 1 Pothole, 13.3ms Speed: 5.2ms preprocess, 13.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-622_jpg.rf.fd94e17ffc2460723dbe280d25167a97.jpg: 640x640 2 Potholes, 16.9ms Speed: 3.4ms preprocess, 16.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-623_jpg.rf.2f0f0e619e535d1beef6bdbfa0ada347.jpg: 640x640 2 Potholes, 28.6ms Speed: 4.1ms preprocess, 28.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-623_jpg.rf.ab5aef41db68aff0af8acb2f6b8dd01c.jpg: 640x640 9 Potholes, 13.2ms Speed: 4.0ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-623_jpg.rf.e89d846e8464bec86f3560efaf198e1d.jpg: 640x640 2 Potholes, 22.9ms Speed: 3.7ms preprocess, 22.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-624_jpg.rf.08d19a54f4c17ae94041ec74a4b35445.jpg: 640x640 2 Potholes, 22.2ms Speed: 4.0ms preprocess, 22.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-624_jpg.rf.2af72190447d1c0a29ebbda7e2bfbed1.jpg: 640x640 6 Potholes, 20.5ms Speed: 3.1ms preprocess, 20.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-624_jpg.rf.3c79c3ab49cada7a5f990780fc0bbee8.jpg: 640x640 6 Potholes, 19.8ms Speed: 3.0ms preprocess, 19.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-624_jpg.rf.81df08c52e454f2eac9ea3e1d55c5b4c.jpg: 640x640 6 Potholes, 26.9ms Speed: 3.5ms preprocess, 26.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-624_jpg.rf.a755de900581ef82f69986ae1d1b48f5.jpg: 640x640 6 Potholes, 13.0ms Speed: 3.3ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-624_jpg.rf.d210f4087c916a6add368716b62c6e64.jpg: 640x640 5 Potholes, 14.9ms Speed: 2.6ms preprocess, 14.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.21047aada06fed3bc153c065e476df01.jpg: 640x640 2 Potholes, 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.26227ea4b6a5851075d7aca373530a3d.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.8ms preprocess, 15.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.3740667a820947c1eb77f9c9eb316870.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.6ms preprocess, 15.7ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.517ba4ac94ffeb73351d8de8c7e07427.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.4ms preprocess, 15.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.582122457d32fb0c4ca9483ce660773f.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.9ms preprocess, 15.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.69be1b462a04d126ce414c833a0f710b.jpg: 640x640 2 Potholes, 24.8ms Speed: 5.2ms preprocess, 24.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.8cc663bc1417bdfae3f1b2ee13657768.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.1ms preprocess, 15.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.94f6d6db7adcde1341c25f47f5fbf7c4.jpg: 640x640 2 Potholes, 15.5ms Speed: 2.1ms preprocess, 15.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.b941e82b9e0c9fc9aae567cdfb1196bf.jpg: 640x640 3 Potholes, 15.5ms Speed: 2.8ms preprocess, 15.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-625_jpg.rf.ce654b2e2c48ecd7a1e65c005a7d2280.jpg: 640x640 2 Potholes, 16.8ms Speed: 2.4ms preprocess, 16.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-626_jpg.rf.2e4df23dcd1ae36c8a136798bbf478b3.jpg: 640x640 3 Potholes, 15.4ms Speed: 2.2ms preprocess, 15.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-626_jpg.rf.d7fec300232b62a28d0c2bd85001f805.jpg: 640x640 6 Potholes, 15.5ms Speed: 2.5ms preprocess, 15.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-626_jpg.rf.dffdf7661a2658bec3fdf981c8ad7f15.jpg: 640x640 4 Potholes, 22.9ms Speed: 4.2ms preprocess, 22.9ms inference, 10.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-626_jpg.rf.fedea2000da1336bd36ed245a3604d7b.jpg: 640x640 6 Potholes, 20.2ms Speed: 5.7ms preprocess, 20.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-627_jpg.rf.003daf72cc5922e82f6ec52045bb85d1.jpg: 640x640 3 Potholes, 21.5ms Speed: 5.2ms preprocess, 21.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-627_jpg.rf.2aa03f0136dbb9bdd891795c564253d6.jpg: 640x640 5 Potholes, 21.0ms Speed: 13.0ms preprocess, 21.0ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-627_jpg.rf.43643898401e9d49a487868cdfe79649.jpg: 640x640 3 Potholes, 20.5ms Speed: 4.5ms preprocess, 20.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-627_jpg.rf.605dce88b70ad75d6df6ad6d5425d556.jpg: 640x640 3 Potholes, 15.9ms Speed: 3.4ms preprocess, 15.9ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-627_jpg.rf.f13009bfecbd4dd62eb80c5e5f929cbd.jpg: 640x640 3 Potholes, 16.5ms Speed: 3.2ms preprocess, 16.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.07ce9fe84372fe5b0d9eaa12ff4d716e.jpg: 640x640 3 Potholes, 16.0ms Speed: 2.5ms preprocess, 16.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.0a8ce8061615d9ec4eaed1887d5963f8.jpg: 640x640 1 Pothole, 17.8ms Speed: 3.3ms preprocess, 17.8ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.0ae6a3c789d8245e7ddd83614c9a7c68.jpg: 640x640 3 Potholes, 16.9ms Speed: 3.8ms preprocess, 16.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.22179fe6e7591a260727ee1ec6ab4e27.jpg: 640x640 3 Potholes, 20.7ms Speed: 2.8ms preprocess, 20.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.23a9640929431cc2026f4607cfaa7268.jpg: 640x640 3 Potholes, 16.9ms Speed: 4.4ms preprocess, 16.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.316513aad5bf35ab2f2760df8a6be823.jpg: 640x640 3 Potholes, 15.9ms Speed: 4.5ms preprocess, 15.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.54106d2a1bb79b1a94fe5838d5cbe6d3.jpg: 640x640 3 Potholes, 15.9ms Speed: 3.3ms preprocess, 15.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.66623ce21bef9cb897854d69317b91c3.jpg: 640x640 3 Potholes, 15.8ms Speed: 3.1ms preprocess, 15.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.81324f5b3c1fd29235c3d4ee3024a8c4.jpg: 640x640 3 Potholes, 15.9ms Speed: 5.1ms preprocess, 15.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.8c905217f9ade77abb6059d5af5bad5f.jpg: 640x640 3 Potholes, 44.0ms Speed: 4.8ms preprocess, 44.0ms inference, 14.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.ed0293f9a0c3f6ea79c3e79af6d4685e.jpg: 640x640 3 Potholes, 16.4ms Speed: 4.5ms preprocess, 16.4ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.ed77f6f9a34775596f56ed9e36c30a2a.jpg: 640x640 3 Potholes, 15.9ms Speed: 2.8ms preprocess, 15.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-628_jpg.rf.f562a02e31dbe85752861297cdecd6b0.jpg: 640x640 3 Potholes, 15.8ms Speed: 3.8ms preprocess, 15.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-629_jpg.rf.1599368e14598c0c317ec4ba41e324dc.jpg: 640x640 4 Potholes, 17.6ms Speed: 4.4ms preprocess, 17.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-629_jpg.rf.7a89e866732f6932892dc112152f9cfd.jpg: 640x640 3 Potholes, 16.0ms Speed: 4.6ms preprocess, 16.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-629_jpg.rf.8276eb11c919ae44a76bff8c4973704b.jpg: 640x640 3 Potholes, 15.9ms Speed: 4.4ms preprocess, 15.9ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-629_jpg.rf.f55384fb2dd852ef013aebbb3673e82d.jpg: 640x640 2 Potholes, 16.9ms Speed: 4.4ms preprocess, 16.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.214ee15d8a5329b1214f93fa3f29ea32.jpg: 640x640 3 Potholes, 16.5ms Speed: 7.8ms preprocess, 16.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.2a0dd8215e8844f499cc1007aec2d4ff.jpg: 640x640 4 Potholes, 24.1ms Speed: 3.8ms preprocess, 24.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.3e05e639b3b92904dd93ae2367ea73a6.jpg: 640x640 4 Potholes, 27.2ms Speed: 4.4ms preprocess, 27.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.5d75673b02597c87e96f39c5d8b45a8d.jpg: 640x640 3 Potholes, 22.0ms Speed: 4.9ms preprocess, 22.0ms inference, 7.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.6335b7c95ac37b41585b4e6bdcf4dc60.jpg: 640x640 1 Pothole, 20.7ms Speed: 5.0ms preprocess, 20.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.7904fffd3d7f036e5994119cbe689cde.jpg: 640x640 4 Potholes, 15.7ms Speed: 2.9ms preprocess, 15.7ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.a90c44ea7df304042793960194eee09b.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.6ms preprocess, 15.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.bcc42680d0626de2da6faebb75c11c4e.jpg: 640x640 2 Potholes, 15.5ms Speed: 4.2ms preprocess, 15.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-630_jpg.rf.eef34eaee6301f883114ddc4ee7e44c2.jpg: 640x640 4 Potholes, 16.2ms Speed: 4.1ms preprocess, 16.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-631_jpg.rf.1388271ac7aad1a82518c52e73bebacc.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.1ms preprocess, 15.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-631_jpg.rf.24e6092fccd89953925f4c99e589ac09.jpg: 640x640 2 Potholes, 15.8ms Speed: 5.5ms preprocess, 15.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-631_jpg.rf.824c16b3c12ed5e42b07003914a65ad5.jpg: 640x640 2 Potholes, 17.5ms Speed: 3.3ms preprocess, 17.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-631_jpg.rf.a6eaac7facfc8a78d9fafa47dce186e2.jpg: 640x640 3 Potholes, 15.8ms Speed: 4.2ms preprocess, 15.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-631_jpg.rf.fac7863bfc89edd7d877dee1a8cbfe55.jpg: 640x640 2 Potholes, 15.5ms Speed: 5.0ms preprocess, 15.5ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-632_jpg.rf.732978b4c69177d0b4c5bd69c44e7cb8.jpg: 640x640 2 Potholes, 16.0ms Speed: 3.0ms preprocess, 16.0ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.192e75ff58e409e2c7aca3567973197f.jpg: 640x640 1 Pothole, 25.8ms Speed: 4.3ms preprocess, 25.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.2f443ec5059a1ce10fcd1ae01efa190f.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.0ms preprocess, 15.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.3b31aca97e54c50777fb64c3a87de651.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.4ms preprocess, 17.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.49c8f9fe4c9e99f36694607d2ed025b1.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.9ms preprocess, 16.0ms inference, 14.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.57262f0a58827880c8a8a2642ddc7136.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.5ms preprocess, 15.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.af45968bc74aafa6512c8e4345ff0c89.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.5ms preprocess, 15.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.cae7aca793087a142a54fcd7123bd143.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.0ms preprocess, 15.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.d89c74e0c402a541bb51e1f7d1c992b2.jpg: 640x640 1 Pothole, 15.8ms Speed: 4.8ms preprocess, 15.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.d8d10dc080be6e92ae159d2faa5f196e.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.3ms preprocess, 17.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.dc27da97a5bd86951c75a2025e898cf7.jpg: 640x640 1 Pothole, 15.7ms Speed: 6.7ms preprocess, 15.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.e9bb622d95afb3aa2df7034675418a27.jpg: 640x640 1 Pothole, 19.0ms Speed: 5.3ms preprocess, 19.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.f098052bd541c78d2f9132f0fefe179d.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.6ms preprocess, 15.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-634_jpg.rf.f235951703f406b215f9d5d833762125.jpg: 640x640 1 Pothole, 23.4ms Speed: 4.7ms preprocess, 23.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-635_jpg.rf.29c06058630c0cee55dc6847463150ca.jpg: 640x640 2 Potholes, 15.6ms Speed: 5.4ms preprocess, 15.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-635_jpg.rf.54b212a5c61b1699743d80f2f57794ed.jpg: 640x640 1 Pothole, 15.4ms Speed: 4.1ms preprocess, 15.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-635_jpg.rf.739c6be3618e5a68269c583627112726.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.8ms preprocess, 15.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-635_jpg.rf.95845a2aa817dbdf3d24e1c144455d06.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.4ms preprocess, 15.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-636_jpg.rf.005b0b5e5345d29a1c894b4e86c2cb76.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.9ms preprocess, 15.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-636_jpg.rf.6a3fe5da419a80b8f0e75c8c191c53a0.jpg: 640x640 1 Pothole, 15.5ms Speed: 5.2ms preprocess, 15.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-636_jpg.rf.8eb7c6ece15d58e6ea752ecc13fdeb53.jpg: 640x640 1 Pothole, 28.2ms Speed: 4.2ms preprocess, 28.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-636_jpg.rf.cd4333674cda5b501d1c010eff279a60.jpg: 640x640 1 Pothole, 15.8ms Speed: 7.0ms preprocess, 15.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-636_jpg.rf.e7f0d280f2ad18f33f4742bf97308291.jpg: 640x640 1 Pothole, 15.3ms Speed: 4.6ms preprocess, 15.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-636_jpg.rf.f91e5b7feea6e2c245266e1fc37dc97d.jpg: 640x640 1 Pothole, 15.6ms Speed: 5.0ms preprocess, 15.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-637_jpg.rf.2e32845161635f4872e02117026916ca.jpg: 640x640 2 Potholes, 15.9ms Speed: 4.1ms preprocess, 15.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-637_jpg.rf.676f6eb243b34c9744b86c68d76f533c.jpg: 640x640 1 Pothole, 24.8ms Speed: 6.0ms preprocess, 24.8ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-637_jpg.rf.7e960b2b4095b4a6f4933d3069964559.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.0ms preprocess, 15.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-637_jpg.rf.9c52530896f44459ff5d6b6b0813d09a.jpg: 640x640 1 Pothole, 15.3ms Speed: 3.6ms preprocess, 15.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-637_jpg.rf.c1c8ace3b1c03c62a708673bd1f3620f.jpg: 640x640 1 Pothole, 21.7ms Speed: 4.3ms preprocess, 21.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-637_jpg.rf.d1f796e0d87056dc7e627fe73ccec55d.jpg: 640x640 2 Potholes, 20.0ms Speed: 3.7ms preprocess, 20.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-637_jpg.rf.e5ae72a185fa57351be293ae823fa81d.jpg: 640x640 2 Potholes, 17.0ms Speed: 3.2ms preprocess, 17.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-638_jpg.rf.78452efa1e7788c22f09777db7a9c073.jpg: 640x640 2 Potholes, 25.6ms Speed: 4.6ms preprocess, 25.6ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-638_jpg.rf.915f7ef61f618ef7b91e3422c0ea0a8b.jpg: 640x640 (no detections), 15.6ms Speed: 3.4ms preprocess, 15.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-638_jpg.rf.a14ad7905cc12043607a9c4b90df086b.jpg: 640x640 1 Pothole, 19.7ms Speed: 3.7ms preprocess, 19.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-638_jpg.rf.a2f0fac06f141afbabd2e91947e4280d.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.8ms preprocess, 17.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-638_jpg.rf.a50a2965750d48328118b7c9b27b05a6.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.9ms preprocess, 16.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-638_jpg.rf.b3ee9866455a8f6c10cbb1fc0170aaef.jpg: 640x640 1 Pothole, 15.5ms Speed: 4.7ms preprocess, 15.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-638_jpg.rf.baa8f8ed363a6be0a8801431844847c4.jpg: 640x640 1 Pothole, 23.7ms Speed: 2.9ms preprocess, 23.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-638_jpg.rf.c3f8642cabd6259a6d42c51f7007eacf.jpg: 640x640 1 Pothole, 15.2ms Speed: 3.9ms preprocess, 15.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-639_jpg.rf.2a0c325ebb2f3acd8251148e61b1340c.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.3ms preprocess, 15.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-639_jpg.rf.2fe6d3da52faa50b4ebf7c8a3b76a672.jpg: 640x640 1 Pothole, 18.1ms Speed: 4.8ms preprocess, 18.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-639_jpg.rf.51c014eeb1d4312ac0010ac4b647c82e.jpg: 640x640 2 Potholes, 15.3ms Speed: 3.3ms preprocess, 15.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-639_jpg.rf.52137c286e7f5d53fc4a6297ae99d4cb.jpg: 640x640 1 Pothole, 15.3ms Speed: 2.7ms preprocess, 15.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-639_jpg.rf.741e19e1470c9ce95e3165192afd02d3.jpg: 640x640 2 Potholes, 37.4ms Speed: 4.8ms preprocess, 37.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-639_jpg.rf.fb8e5605151112b002909e43d3de6958.jpg: 640x640 1 Pothole, 23.9ms Speed: 4.3ms preprocess, 23.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.032ee3fd27f3c73a23f599123cf72215.jpg: 640x640 2 Potholes, 20.0ms Speed: 6.3ms preprocess, 20.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.277a12bf2f0f40d96868526c7dce4274.jpg: 640x640 2 Potholes, 25.6ms Speed: 4.5ms preprocess, 25.6ms inference, 9.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.2c36a89942276efdd40e02c47e419f73.jpg: 640x640 2 Potholes, 22.9ms Speed: 5.9ms preprocess, 22.9ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.2cc64741db533501bd6e58149d7cc434.jpg: 640x640 (no detections), 21.5ms Speed: 9.6ms preprocess, 21.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.2f4b0c9fadd08d1014d7dc0ad717a924.jpg: 640x640 1 Pothole, 19.3ms Speed: 3.5ms preprocess, 19.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.608a28f110f8587973804fb97649a6b1.jpg: 640x640 2 Potholes, 19.9ms Speed: 5.2ms preprocess, 19.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.744cba3a2d4b4b5f88aa8287e0be33bb.jpg: 640x640 1 Pothole, 18.8ms Speed: 2.7ms preprocess, 18.8ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.7d9d355782a7e17153f6112cddd4bc18.jpg: 640x640 1 Pothole, 21.1ms Speed: 2.5ms preprocess, 21.1ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.9f8fe386328a8697281efd85497f08c5.jpg: 640x640 1 Pothole, 22.4ms Speed: 5.6ms preprocess, 22.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.a8e47fe2deddead635ac6c5358d10cee.jpg: 640x640 (no detections), 16.1ms Speed: 3.4ms preprocess, 16.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.dcc32ace7523c57d3cf37898055a7500.jpg: 640x640 1 Pothole, 20.2ms Speed: 4.0ms preprocess, 20.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-640_jpg.rf.f27d459b020b88024ccf143b3df5b1c5.jpg: 640x640 2 Potholes, 20.0ms Speed: 3.1ms preprocess, 20.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-641_jpg.rf.76f1b7823020b8cf7f9b7f676f646614.jpg: 640x640 1 Pothole, 26.0ms Speed: 3.6ms preprocess, 26.0ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-642_jpg.rf.0717c6bba29d4b5defb66dd04813f761.jpg: 640x640 1 Pothole, 16.7ms Speed: 7.5ms preprocess, 16.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-642_jpg.rf.726fe52ab8c96520a46a19f934b126fd.jpg: 640x640 1 Pothole, 17.6ms Speed: 5.0ms preprocess, 17.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-642_jpg.rf.73661771dc513f618c08e016206b895c.jpg: 640x640 1 Pothole, 16.7ms Speed: 7.4ms preprocess, 16.7ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-642_jpg.rf.ad69e95bf8e35dfab0109e5e9339a215.jpg: 640x640 1 Pothole, 22.2ms Speed: 4.4ms preprocess, 22.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-642_jpg.rf.bf55f135d080f4e58f99d5cbd7d0e626.jpg: 640x640 2 Potholes, 17.8ms Speed: 8.2ms preprocess, 17.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-642_jpg.rf.c0250083a9177bd03e0e82f584207528.jpg: 640x640 2 Potholes, 23.5ms Speed: 3.5ms preprocess, 23.5ms inference, 7.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-642_jpg.rf.c6fe1ab6445a044a44e9f88814039a1a.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.5ms preprocess, 16.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-642_jpg.rf.f5a2819cd3f5f5883090f746f49fcdf3.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.9ms preprocess, 16.8ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-645_jpg.rf.06f68594a10d4dd6550f2bca721b6e37.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.8ms preprocess, 16.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-645_jpg.rf.10e856a4330a2d6dcc9d80cb32c7c511.jpg: 640x640 1 Pothole, 25.4ms Speed: 6.8ms preprocess, 25.4ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-645_jpg.rf.8833daa1f14faa354ab697dc103a3eca.jpg: 640x640 1 Pothole, 18.4ms Speed: 3.8ms preprocess, 18.4ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-645_jpg.rf.ba669936bbf6586d65d13ef6668bbc29.jpg: 640x640 1 Pothole, 21.1ms Speed: 4.7ms preprocess, 21.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-645_jpg.rf.c8eeb4bd9714e84a83340d00a25a69ac.jpg: 640x640 1 Pothole, 28.8ms Speed: 4.8ms preprocess, 28.8ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-645_jpg.rf.d1dcfac1f52e9259c94ab47a9f71b40f.jpg: 640x640 1 Pothole, 29.5ms Speed: 4.0ms preprocess, 29.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-645_jpg.rf.dee36004b29ee9e865870f186c372132.jpg: 640x640 1 Pothole, 22.5ms Speed: 5.4ms preprocess, 22.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-646_jpg.rf.41d78ccce7c11fae3ffa6f1ea6a88c7b.jpg: 640x640 1 Pothole, 17.0ms Speed: 4.9ms preprocess, 17.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-646_jpg.rf.c1082642ef1550757c168d734db4ffeb.jpg: 640x640 2 Potholes, 17.2ms Speed: 4.7ms preprocess, 17.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-646_jpg.rf.ddda9d6a3e4d34c09f7abc4c24e2b029.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.8ms preprocess, 17.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-648_jpg.rf.118933dcc28a15dab3ff8c6210c29736.jpg: 640x640 2 Potholes, 17.3ms Speed: 3.8ms preprocess, 17.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.4684ebd294f75f11a8469171228a86f2.jpg: 640x640 1 Pothole, 17.6ms Speed: 3.2ms preprocess, 17.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.5029154e3aedd209d29cf1e755c11a0a.jpg: 640x640 2 Potholes, 18.9ms Speed: 3.9ms preprocess, 18.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.9ca1ebeac051f7fcfc6dfaee5acadbbe.jpg: 640x640 1 Pothole, 19.2ms Speed: 6.0ms preprocess, 19.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.9e3aa1be31bc630c7cd7468bc3cf2c63.jpg: 640x640 1 Pothole, 16.5ms Speed: 4.8ms preprocess, 16.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.aa595c9800c5ae03a1ad3eacea3d6dbc.jpg: 640x640 (no detections), 21.2ms Speed: 4.5ms preprocess, 21.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.cb4341ad8bf95426c0493d290cc3a458.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.8ms preprocess, 16.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.d52ce1ccdbc39b14075cb40bab0ff923.jpg: 640x640 (no detections), 18.9ms Speed: 4.5ms preprocess, 18.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.eb1fee945f7c1131c3401a607d05ff64.jpg: 640x640 2 Potholes, 20.7ms Speed: 4.7ms preprocess, 20.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.eb8df2cea5f1c18c59135db2f6c94ed6.jpg: 640x640 1 Pothole, 23.0ms Speed: 4.8ms preprocess, 23.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-649_jpg.rf.f3c20b42878d93aa09673595642e71e6.jpg: 640x640 (no detections), 19.1ms Speed: 3.1ms preprocess, 19.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-650_jpg.rf.254fc517c594e3bf32f453c90c3eebed.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.7ms preprocess, 16.3ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-650_jpg.rf.537b049e91ac1ed4ab4641733f065007.jpg: 640x640 (no detections), 16.3ms Speed: 3.1ms preprocess, 16.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-650_jpg.rf.7ff910f39d3a5cd823707267a5ee7941.jpg: 640x640 1 Pothole, 17.0ms Speed: 3.7ms preprocess, 17.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-650_jpg.rf.8a12f7943191455ecc2506e1dd4fd0fc.jpg: 640x640 1 Pothole, 16.6ms Speed: 3.6ms preprocess, 16.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-650_jpg.rf.aa80bd29d32766e830e96f3ec2aeb5bc.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.1ms preprocess, 17.1ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-650_jpg.rf.b4c372bd706846d2dd2f7df11f37e40f.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.5ms preprocess, 16.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-650_jpg.rf.c9aad5a9410c95375958046ad02127b0.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.1ms preprocess, 16.3ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-650_jpg.rf.f0d0d0ae57af4081bfa92d6d05de7c5f.jpg: 640x640 1 Pothole, 31.0ms Speed: 4.5ms preprocess, 31.0ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-651_jpg.rf.29de089abc941696fc5578a44830db94.jpg: 640x640 2 Potholes, 16.4ms Speed: 5.3ms preprocess, 16.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-651_jpg.rf.696825037bd2ffa14b862269cd18e9b4.jpg: 640x640 1 Pothole, 34.9ms Speed: 4.9ms preprocess, 34.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.08d97c5eb4e6fe02f89364e9236f00ae.jpg: 640x640 (no detections), 16.2ms Speed: 3.1ms preprocess, 16.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.4666823589446c8f376d52607427d4fd.jpg: 640x640 (no detections), 16.0ms Speed: 3.3ms preprocess, 16.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.468f5910bf693078d98740d7e2e916ef.jpg: 640x640 (no detections), 16.0ms Speed: 3.3ms preprocess, 16.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.7769185cc043e0ab929276e45dd020f0.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.0ms preprocess, 16.3ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.7ca4a4ee255949926fae7aed92696163.jpg: 640x640 1 Pothole, 18.8ms Speed: 3.0ms preprocess, 18.8ms inference, 10.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.946639a5de5c9fadb647ba7b42039689.jpg: 640x640 1 Pothole, 23.3ms Speed: 3.2ms preprocess, 23.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.a904c3ee2f259e106341d7364842c2d8.jpg: 640x640 1 Pothole, 17.1ms Speed: 6.9ms preprocess, 17.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.e795027d6575a95d3ee7efd3845ca49e.jpg: 640x640 (no detections), 16.4ms Speed: 7.1ms preprocess, 16.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-652_jpg.rf.e811ec795d7ce8c9708257ccb4b6a93e.jpg: 640x640 1 Pothole, 26.4ms Speed: 5.3ms preprocess, 26.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-653_jpg.rf.20209670b113102cc64c207285a0cad7.jpg: 640x640 1 Pothole, 23.9ms Speed: 6.8ms preprocess, 23.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-653_jpg.rf.3f79de6965008205367a883c04cb4036.jpg: 640x640 1 Pothole, 31.1ms Speed: 3.9ms preprocess, 31.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-653_jpg.rf.5603a12ee58fbaff7a7c8dd6450ac35e.jpg: 640x640 1 Pothole, 22.9ms Speed: 5.1ms preprocess, 22.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-653_jpg.rf.a9a6dd913d254bce77d42ba43b870fd6.jpg: 640x640 1 Pothole, 16.6ms Speed: 4.1ms preprocess, 16.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-653_jpg.rf.d3f6b461105c0bf4e9f1cd74d9fc295c.jpg: 640x640 (no detections), 20.4ms Speed: 3.3ms preprocess, 20.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-653_jpg.rf.e6f4be3f59703c93c6c1be090a126c31.jpg: 640x640 1 Pothole, 22.3ms Speed: 3.1ms preprocess, 22.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.0aafea2c12688a32e72022fe1bd130c2.jpg: 640x640 3 Potholes, 21.7ms Speed: 3.1ms preprocess, 21.7ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.27264a581c588ad3523af720ffef4a6f.jpg: 640x640 3 Potholes, 21.8ms Speed: 4.2ms preprocess, 21.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.2cdd9e3b435be7c16f4d4cf9ebf82aa9.jpg: 640x640 1 Pothole, 17.2ms Speed: 6.0ms preprocess, 17.2ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.46ccc2141af30ba7d78732b5d7c8b2c5.jpg: 640x640 3 Potholes, 20.2ms Speed: 5.7ms preprocess, 20.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.6c0af4a8921652b8959e9fb9efc8a2e0.jpg: 640x640 3 Potholes, 16.4ms Speed: 4.4ms preprocess, 16.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.703f79f5fe002c5dbf20f867e4056ce6.jpg: 640x640 3 Potholes, 38.3ms Speed: 6.4ms preprocess, 38.3ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.9d386ca90466bbadd3d1d88dc21cd43e.jpg: 640x640 1 Pothole, 19.8ms Speed: 3.7ms preprocess, 19.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.b6071240a76f64b676e000298e3dfcee.jpg: 640x640 1 Pothole, 19.9ms Speed: 6.5ms preprocess, 19.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.f1d16887c7e9ab6fe2e014b6bec765d5.jpg: 640x640 3 Potholes, 16.3ms Speed: 3.8ms preprocess, 16.3ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.f558ba06d8e18b7478244b8e37595cc6.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.2ms preprocess, 16.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-654_jpg.rf.f97a1ab1dd2fbf9b153d11cd1af129ea.jpg: 640x640 3 Potholes, 19.6ms Speed: 3.2ms preprocess, 19.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-655_jpg.rf.21db6463a3ca16c821d76a8cf34db70f.jpg: 640x640 2 Potholes, 16.3ms Speed: 4.6ms preprocess, 16.3ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-655_jpg.rf.36e88561e9ac07cac7b499c6eca97580.jpg: 640x640 2 Potholes, 16.3ms Speed: 4.3ms preprocess, 16.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-655_jpg.rf.570e88c982990951886d2342130126dd.jpg: 640x640 1 Pothole, 28.3ms Speed: 3.7ms preprocess, 28.3ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-655_jpg.rf.8c17edf5fdeab3dae7ce383a362d607a.jpg: 640x640 2 Potholes, 17.9ms Speed: 4.5ms preprocess, 17.9ms inference, 7.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-655_jpg.rf.ab8337c9f4cc0e7b9abebbbc4141475d.jpg: 640x640 1 Pothole, 23.2ms Speed: 3.9ms preprocess, 23.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-655_jpg.rf.cd60e8a967dc42db7999dea1dbcccbd1.jpg: 640x640 2 Potholes, 26.8ms Speed: 6.9ms preprocess, 26.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-656_jpg.rf.337067c55b0cb123717fea4fcc552427.jpg: 640x640 1 Pothole, 17.6ms Speed: 5.6ms preprocess, 17.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-656_jpg.rf.85042e914d3e5788bd46531ff1fb1bd6.jpg: 640x640 1 Pothole, 23.3ms Speed: 3.6ms preprocess, 23.3ms inference, 8.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-656_jpg.rf.b80ac997fbb7f65089945734b2192ca7.jpg: 640x640 1 Pothole, 23.3ms Speed: 3.4ms preprocess, 23.3ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-656_jpg.rf.bd8b9a2c8e395090e3e746cb5d05dd66.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.3ms preprocess, 17.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-656_jpg.rf.f1089f7b73e196f7667dab07e18c6bae.jpg: 640x640 1 Pothole, 27.3ms Speed: 3.2ms preprocess, 27.3ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-656_jpg.rf.fe4912a6ec7b36a35b4e89cf7298def9.jpg: 640x640 1 Pothole, 21.9ms Speed: 2.9ms preprocess, 21.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.04de4713477c8889653f8513121197a8.jpg: 640x640 1 Pothole, 18.5ms Speed: 4.0ms preprocess, 18.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.1ceb209fcb7559626c4162c28669e2fd.jpg: 640x640 (no detections), 31.9ms Speed: 3.4ms preprocess, 31.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.38013d933f2f50e21dfeb661c7647c63.jpg: 640x640 1 Pothole, 30.3ms Speed: 4.9ms preprocess, 30.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.396e1eefa8ff289ca14f4d1be857736c.jpg: 640x640 1 Pothole, 17.6ms Speed: 3.7ms preprocess, 17.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.569ed23af65781504e3f572afeaf5e79.jpg: 640x640 1 Pothole, 27.4ms Speed: 4.6ms preprocess, 27.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.58da5849a7a3af91d93ade825fb3e7d1.jpg: 640x640 1 Pothole, 18.9ms Speed: 4.6ms preprocess, 18.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.6a16de175c2b088b5b0ca36df8a7d3f4.jpg: 640x640 1 Pothole, 22.1ms Speed: 7.1ms preprocess, 22.1ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.b5aad56a9ed4abecd277ab8be096796e.jpg: 640x640 1 Pothole, 19.4ms Speed: 3.6ms preprocess, 19.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.bf4da1e3e3e5eb774822e400103f09fd.jpg: 640x640 1 Pothole, 25.5ms Speed: 3.7ms preprocess, 25.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.cceb3dc99b350960a24c566c9af56f10.jpg: 640x640 (no detections), 17.9ms Speed: 3.7ms preprocess, 17.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.d3ed9d274d867a1c23a9138129414a52.jpg: 640x640 1 Pothole, 17.9ms Speed: 3.3ms preprocess, 17.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.e2d3df30be80636949b62e87e90373b7.jpg: 640x640 2 Potholes, 18.4ms Speed: 3.7ms preprocess, 18.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-657_jpg.rf.ea241ac3a877d0a226b545ccb85a27cd.jpg: 640x640 2 Potholes, 18.0ms Speed: 4.8ms preprocess, 18.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-658_jpg.rf.2a49624427340a782cfdc3f9cfa01d9a.jpg: 640x640 (no detections), 31.3ms Speed: 4.2ms preprocess, 31.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-658_jpg.rf.400de5b8e32ce12342cf84d03fc44848.jpg: 640x640 1 Pothole, 18.0ms Speed: 4.5ms preprocess, 18.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-658_jpg.rf.6f6805e206e8ffe0982347ebfcc4ce1e.jpg: 640x640 1 Pothole, 18.0ms Speed: 4.2ms preprocess, 18.0ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-659_jpg.rf.2afb7d782f2a212e976ed56bf1ff5403.jpg: 640x640 3 Potholes, 29.8ms Speed: 3.5ms preprocess, 29.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-659_jpg.rf.3fbd2c48c82cd632a5a1ddcec033d582.jpg: 640x640 2 Potholes, 24.3ms Speed: 4.6ms preprocess, 24.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-659_jpg.rf.6f955d4e8ac558a127ecfbbe94033177.jpg: 640x640 2 Potholes, 18.1ms Speed: 5.7ms preprocess, 18.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-659_jpg.rf.741495e9978f65b86cb9305cd7c40ea8.jpg: 640x640 2 Potholes, 18.8ms Speed: 4.5ms preprocess, 18.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-659_jpg.rf.a1cd6de1cd427c52ae66b169db62a041.jpg: 640x640 1 Pothole, 21.2ms Speed: 3.1ms preprocess, 21.2ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-659_jpg.rf.ae8ea689cd5835c0adc24530bcd0b71f.jpg: 640x640 2 Potholes, 19.8ms Speed: 3.1ms preprocess, 19.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-659_jpg.rf.c059137a5e42137c62b3017e92e09db9.jpg: 640x640 3 Potholes, 21.0ms Speed: 12.8ms preprocess, 21.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-659_jpg.rf.eee01aaf2e867c3d3f0e85f5096d66ab.jpg: 640x640 1 Pothole, 18.1ms Speed: 5.1ms preprocess, 18.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-660_jpg.rf.023cfbf77e30a07641c94a6bacae3d57.jpg: 640x640 2 Potholes, 27.2ms Speed: 5.0ms preprocess, 27.2ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-660_jpg.rf.39ec5f4e550af1a174deffbbd29b673f.jpg: 640x640 2 Potholes, 25.7ms Speed: 5.1ms preprocess, 25.7ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-660_jpg.rf.55285a6e366662a071589f1e2659e27a.jpg: 640x640 3 Potholes, 18.4ms Speed: 3.2ms preprocess, 18.4ms inference, 11.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-660_jpg.rf.57c322c9f318bba81d76d3e2a3204b0f.jpg: 640x640 2 Potholes, 18.9ms Speed: 5.9ms preprocess, 18.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-660_jpg.rf.5e83c9d53625580823177335fb8dbd86.jpg: 640x640 (no detections), 19.5ms Speed: 4.4ms preprocess, 19.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-660_jpg.rf.6ae747a85469c3ba76152dc6f3f52156.jpg: 640x640 6 Potholes, 18.6ms Speed: 3.8ms preprocess, 18.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-660_jpg.rf.d250decf12f9542557d51b33790fca7e.jpg: 640x640 2 Potholes, 18.1ms Speed: 2.7ms preprocess, 18.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-660_jpg.rf.e76680635da587b2e1cec26325d3571c.jpg: 640x640 3 Potholes, 18.4ms Speed: 3.5ms preprocess, 18.4ms inference, 6.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-661_jpg.rf.015a1e79e64d3a0ec922f372cfee6a10.jpg: 640x640 3 Potholes, 19.1ms Speed: 2.1ms preprocess, 19.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-661_jpg.rf.500fb6f05dbc3aff715435851be88569.jpg: 640x640 2 Potholes, 20.5ms Speed: 2.8ms preprocess, 20.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-661_jpg.rf.66436358c73b08f36dc6c55b8a1c2f30.jpg: 640x640 2 Potholes, 16.9ms Speed: 3.8ms preprocess, 16.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-661_jpg.rf.90ff695898fc776a41e5214db2698a25.jpg: 640x640 2 Potholes, 25.6ms Speed: 4.4ms preprocess, 25.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-661_jpg.rf.f1452ee8ae1c3334802931ebe8a5b874.jpg: 640x640 2 Potholes, 26.7ms Speed: 18.2ms preprocess, 26.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-662_jpg.rf.05e68f6fa3d4c00ccbff53d35665c352.jpg: 640x640 1 Pothole, 16.9ms Speed: 3.3ms preprocess, 16.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-662_jpg.rf.1a5a589e898c0d4c3a791c008b1583b7.jpg: 640x640 1 Pothole, 21.6ms Speed: 3.4ms preprocess, 21.6ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-662_jpg.rf.2eff636277fe8b441d29dc19113abe22.jpg: 640x640 2 Potholes, 17.1ms Speed: 5.0ms preprocess, 17.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-663_jpg.rf.2e193832322c564047a702c29101b933.jpg: 640x640 2 Potholes, 17.4ms Speed: 4.2ms preprocess, 17.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-663_jpg.rf.5e89bf90bcae5df0ccbf8f1b928fe176.jpg: 640x640 1 Pothole, 22.2ms Speed: 2.2ms preprocess, 22.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-663_jpg.rf.6073bcfa893ecb842ca9b172b8915c39.jpg: 640x640 1 Pothole, 25.5ms Speed: 4.1ms preprocess, 25.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-663_jpg.rf.8301b22250730528c23e19428dacba14.jpg: 640x640 1 Pothole, 20.9ms Speed: 7.2ms preprocess, 20.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-663_jpg.rf.9475ddd8639d1f4409aba62c09760571.jpg: 640x640 1 Pothole, 19.5ms Speed: 5.3ms preprocess, 19.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-663_jpg.rf.f2b2283d6c7e857a8e7521af7787c729.jpg: 640x640 1 Pothole, 22.6ms Speed: 5.1ms preprocess, 22.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-664_jpg.rf.0a674df8644aabdc482d7819bd6a68ea.jpg: 640x640 1 Pothole, 21.2ms Speed: 2.6ms preprocess, 21.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-664_jpg.rf.177ac13874dc6dfb808658880a5e8fa3.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.2ms preprocess, 17.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-664_jpg.rf.4e8a1cb2f3afd6c3b1b3b57962c383f8.jpg: 640x640 1 Pothole, 17.2ms Speed: 6.1ms preprocess, 17.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-664_jpg.rf.71ca695d6efd3f91c448b00807246279.jpg: 640x640 1 Pothole, 19.2ms Speed: 6.0ms preprocess, 19.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-665_jpg.rf.08d61cfb0069ede12774ca3594f65b16.jpg: 640x640 1 Pothole, 17.0ms Speed: 3.7ms preprocess, 17.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-665_jpg.rf.ef9fced410e1e3914045e49a12dfe395.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.4ms preprocess, 17.4ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-666_jpg.rf.305ea49895fabe0cbdbdca05495a2fa2.jpg: 640x640 4 Potholes, 16.8ms Speed: 3.3ms preprocess, 16.8ms inference, 13.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-666_jpg.rf.53d22030bb728e5f3722cf3905101a54.jpg: 640x640 2 Potholes, 16.8ms Speed: 4.4ms preprocess, 16.8ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-666_jpg.rf.6a745c4d79f025098656d79cfd483e1d.jpg: 640x640 2 Potholes, 18.5ms Speed: 3.0ms preprocess, 18.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-666_jpg.rf.9e7f71fad824fdb6adceccbc081c1ee5.jpg: 640x640 4 Potholes, 16.8ms Speed: 3.8ms preprocess, 16.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-666_jpg.rf.c289f6175e454805c9dbba65ce68eae4.jpg: 640x640 2 Potholes, 17.3ms Speed: 7.3ms preprocess, 17.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-666_jpg.rf.d4f97d2df8316f0b82d40f652563ae80.jpg: 640x640 1 Pothole, 16.7ms Speed: 2.4ms preprocess, 16.7ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-666_jpg.rf.d967730f586bb3edff39acced9f6972b.jpg: 640x640 2 Potholes, 17.0ms Speed: 4.1ms preprocess, 17.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-667_jpg.rf.159f3bd2d0b15674efa228eabd111eb4.jpg: 640x640 3 Potholes, 16.0ms Speed: 3.6ms preprocess, 16.0ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-667_jpg.rf.cf4a69cdf33a737eaacbf98d0deaa84f.jpg: 640x640 3 Potholes, 16.3ms Speed: 3.1ms preprocess, 16.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-667_jpg.rf.f702e13ab4fa9da14539613190b913d6.jpg: 640x640 3 Potholes, 18.4ms Speed: 6.5ms preprocess, 18.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-668_jpg.rf.b85c3676b15923f8d29840411b82ed29.jpg: 640x640 2 Potholes, 17.7ms Speed: 4.8ms preprocess, 17.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-669_jpg.rf.6d05c6be26f665ad8e33fcedfab752cb.jpg: 640x640 2 Potholes, 19.6ms Speed: 4.6ms preprocess, 19.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-669_jpg.rf.b316ebe605256dc9a8609fd355b1e697.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.6ms preprocess, 15.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-670_jpg.rf.33ff0343d82647521e2ffd7f00163e04.jpg: 640x640 2 Potholes, 19.3ms Speed: 3.9ms preprocess, 19.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-670_jpg.rf.3c47d2cb32e4f1d11d9467a2ae4b9e10.jpg: 640x640 1 Pothole, 15.9ms Speed: 3.9ms preprocess, 15.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-670_jpg.rf.d4dbf07b762b578471617dc1311d62e8.jpg: 640x640 2 Potholes, 16.6ms Speed: 4.2ms preprocess, 16.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-671_jpg.rf.10e454eeb1170683a5d03cbf53e1d5e9.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.5ms preprocess, 16.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-671_jpg.rf.693c71b83f356d25df9110884f2952a7.jpg: 640x640 2 Potholes, 15.9ms Speed: 4.4ms preprocess, 15.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-671_jpg.rf.a85e873d1b16859445ff39773ea46ca3.jpg: 640x640 1 Pothole, 26.5ms Speed: 4.0ms preprocess, 26.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-671_jpg.rf.cb9ea1d19d1776614300f123f19d527a.jpg: 640x640 2 Potholes, 16.0ms Speed: 5.5ms preprocess, 16.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-671_jpg.rf.d0fba793615d98f6e015655356766489.jpg: 640x640 1 Pothole, 27.7ms Speed: 5.7ms preprocess, 27.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-671_jpg.rf.f5e24b5c4a6e4a81e2f7d2158ffb209d.jpg: 640x640 2 Potholes, 22.0ms Speed: 3.3ms preprocess, 22.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-672_jpg.rf.30dc444dee8f64d14167aa05a06c6ce2.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.1ms preprocess, 16.0ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-672_jpg.rf.88ac166c7fdcf7e1269eeff6905ff229.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.2ms preprocess, 15.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-672_jpg.rf.ad188497b62461dc701b1519377c13bb.jpg: 640x640 1 Pothole, 28.4ms Speed: 5.7ms preprocess, 28.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-672_jpg.rf.b9c06200bb9c1b612486aebe8a5da2bb.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.4ms preprocess, 15.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-672_jpg.rf.ce0e853d5608397df89c5f4805a7177d.jpg: 640x640 1 Pothole, 15.8ms Speed: 5.8ms preprocess, 15.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-672_jpg.rf.f7dc1902a3934d8d737c7c42900f863e.jpg: 640x640 1 Pothole, 19.6ms Speed: 3.6ms preprocess, 19.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-673_jpg.rf.289070f80f5f90b3b96459b3a41513e0.jpg: 640x640 1 Pothole, 19.1ms Speed: 2.5ms preprocess, 19.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-673_jpg.rf.44420ca5d15dc961794471c0bc577cc9.jpg: 640x640 2 Potholes, 16.1ms Speed: 4.5ms preprocess, 16.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-673_jpg.rf.c60fe065939b227fff77bd29059a69c8.jpg: 640x640 3 Potholes, 21.7ms Speed: 2.8ms preprocess, 21.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-673_jpg.rf.ef19e5438fb5f330a5ccb498c4fb3f3c.jpg: 640x640 1 Pothole, 27.8ms Speed: 3.1ms preprocess, 27.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-673_jpg.rf.eff881334bb692a7138c7aa96208cb31.jpg: 640x640 2 Potholes, 15.8ms Speed: 3.2ms preprocess, 15.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-674_jpg.rf.2be30f42d1aec785755752ba4227c2dd.jpg: 640x640 1 Pothole, 15.7ms Speed: 5.1ms preprocess, 15.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-674_jpg.rf.2ebfb44da9c49cd0eee69c5864543c06.jpg: 640x640 2 Potholes, 23.7ms Speed: 5.4ms preprocess, 23.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-674_jpg.rf.3eef59529c54ab86b0e2a807dbee8d62.jpg: 640x640 2 Potholes, 15.9ms Speed: 6.3ms preprocess, 15.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-674_jpg.rf.6784f642c3133b453348dc228a980277.jpg: 640x640 1 Pothole, 15.9ms Speed: 4.4ms preprocess, 15.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-674_jpg.rf.ab872ba18043fe3203963fddf19878cf.jpg: 640x640 1 Pothole, 20.6ms Speed: 3.1ms preprocess, 20.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-674_jpg.rf.ca471835eae8a89e4d7366e8c518783a.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.4ms preprocess, 15.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.21f934cbd403158ffb19afbca4d96960.jpg: 640x640 2 Potholes, 15.6ms Speed: 4.2ms preprocess, 15.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.30c4bc61791070f1cbe2a9026b58e677.jpg: 640x640 3 Potholes, 15.9ms Speed: 3.7ms preprocess, 15.9ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.5d443eb8c13ef302d06df82d8461b5b2.jpg: 640x640 2 Potholes, 18.3ms Speed: 3.7ms preprocess, 18.3ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.6f75bc77f16c8dd60bafe077b8ef6de4.jpg: 640x640 2 Potholes, 16.9ms Speed: 2.6ms preprocess, 16.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.82cf4d6c768a8fecc8d2a7cf6c651985.jpg: 640x640 1 Pothole, 15.4ms Speed: 6.3ms preprocess, 15.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.8359796d3005a628be1d6c7520930f15.jpg: 640x640 2 Potholes, 18.8ms Speed: 3.2ms preprocess, 18.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.af3c6900add3b98b4f601e61a53041c0.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.1ms preprocess, 15.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.bdc82e6b90645d586380834357d8f359.jpg: 640x640 2 Potholes, 15.5ms Speed: 2.8ms preprocess, 15.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-675_jpg.rf.ea09c9a9d0501859f54f52797c68f190.jpg: 640x640 2 Potholes, 29.4ms Speed: 3.8ms preprocess, 29.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-676_jpg.rf.0dade77d4d4eff0ab99882eb61526bd5.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.0ms preprocess, 15.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-676_jpg.rf.32f98dc433016690d36df344f697ee8d.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.0ms preprocess, 17.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-676_jpg.rf.64ded6bf5e087cecf3f7839e9347bbec.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.6ms preprocess, 15.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-676_jpg.rf.87cef8185af62fc6c2476976e5c5e3b2.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.2ms preprocess, 15.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-676_jpg.rf.a3a9062a0630417317fc12bae25b81f4.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.6ms preprocess, 15.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-676_jpg.rf.aaaed0aeb9df3030a104edace291658a.jpg: 640x640 1 Pothole, 16.1ms Speed: 7.3ms preprocess, 16.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-677_jpg.rf.254d3afaa1430965c5f127d0cfe7530f.jpg: 640x640 1 Pothole, 20.9ms Speed: 7.7ms preprocess, 20.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-677_jpg.rf.4ec126f2983688974db02eae5c32b809.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.2ms preprocess, 17.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-677_jpg.rf.781265866be669e5b2ad90f069eb63b7.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.8ms preprocess, 15.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-677_jpg.rf.8c376083fcde1fe86682670534aa47b4.jpg: 640x640 1 Pothole, 15.6ms Speed: 7.6ms preprocess, 15.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-678_jpg.rf.9aca0a1d084a932daaad9c3e2a73ee91.jpg: 640x640 1 Pothole, 25.5ms Speed: 5.7ms preprocess, 25.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-678_jpg.rf.abbc7fd9e27545991043fa71eb5df7d8.jpg: 640x640 1 Pothole, 19.6ms Speed: 2.9ms preprocess, 19.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-678_jpg.rf.c3ae5387652698ca05384fa1e776c025.jpg: 640x640 1 Pothole, 17.8ms Speed: 2.9ms preprocess, 17.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-678_jpg.rf.c8dc4138bbadab3dd411a4d8cbe4e509.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.6ms preprocess, 15.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-678_jpg.rf.e1c580e98b2dc05a992e6769a487d884.jpg: 640x640 1 Pothole, 28.0ms Speed: 2.8ms preprocess, 28.0ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-679_jpg.rf.106be4b074f6d0adeaabdaae655849cc.jpg: 640x640 1 Pothole, 18.1ms Speed: 4.5ms preprocess, 18.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-679_jpg.rf.10dc989ecdc2944a3cdc819606272aaf.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.4ms preprocess, 16.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-679_jpg.rf.737026a6cccb483ea281a9c182eae38a.jpg: 640x640 1 Pothole, 21.7ms Speed: 4.6ms preprocess, 21.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-679_jpg.rf.9e8c60131748f81efc31cb36f5ef8302.jpg: 640x640 1 Pothole, 16.7ms Speed: 4.7ms preprocess, 16.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-679_jpg.rf.afbb6be283ea0a61cc7852311f4f3153.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.9ms preprocess, 17.2ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-679_jpg.rf.d048ec772dd0ce07ee1f0db355ffa50b.jpg: 640x640 1 Pothole, 15.7ms Speed: 6.2ms preprocess, 15.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-679_jpg.rf.e5682fb7fa0c10d9634f76899eeb1229.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.7ms preprocess, 15.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-679_jpg.rf.f08b6f74841c2062080f62b6889b9e1d.jpg: 640x640 2 Potholes, 23.4ms Speed: 7.4ms preprocess, 23.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.02a25587b580b35c0e40db1a7a4c1095.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.9ms preprocess, 15.8ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.2a0c7a9fedebe5f4474ac31b998f0ced.jpg: 640x640 1 Pothole, 16.6ms Speed: 4.4ms preprocess, 16.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.46b874dbee73b26bc18e7a7583f591d2.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.8ms preprocess, 17.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.6adefd6ad8aa186fe79760f9b9bcea62.jpg: 640x640 1 Pothole, 18.7ms Speed: 3.8ms preprocess, 18.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.9d46e3cfcf6a6de3db9a8c5fc1e9caa4.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.5ms preprocess, 15.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.9fcb10c99c2b6a04aa5bee60f66b33d1.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.6ms preprocess, 16.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.ad6ff0a9263b2ecdfe43605c0e10cb44.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.1ms preprocess, 15.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.d6547f6379759659870a16ce33d2cbf9.jpg: 640x640 1 Pothole, 16.1ms Speed: 6.1ms preprocess, 16.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-680_jpg.rf.f31c5a3c0c359eefb49247264c81dc7f.jpg: 640x640 1 Pothole, 30.2ms Speed: 3.3ms preprocess, 30.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-681_jpg.rf.1a9bdf0a342658648e85fd0362422349.jpg: 640x640 1 Pothole, 18.7ms Speed: 4.7ms preprocess, 18.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-681_jpg.rf.22f01e71845378c0e034409b21020f1b.jpg: 640x640 1 Pothole, 15.6ms Speed: 3.0ms preprocess, 15.6ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-681_jpg.rf.c6d4d24fc14691132d970bdf6bd1b90a.jpg: 640x640 1 Pothole, 33.1ms Speed: 6.8ms preprocess, 33.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-682_jpg.rf.11da2117e5850aeb6ae1f5e9b0fda406.jpg: 640x640 2 Potholes, 15.2ms Speed: 3.4ms preprocess, 15.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-682_jpg.rf.324fdc014f8a65a57f00ef656d2e620d.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.5ms preprocess, 17.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-682_jpg.rf.53e83ef314166aa005f361183fbf1af5.jpg: 640x640 2 Potholes, 15.4ms Speed: 5.2ms preprocess, 15.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-682_jpg.rf.7a5dd9e0ec766407f207b30bb2cf69fb.jpg: 640x640 3 Potholes, 17.5ms Speed: 2.6ms preprocess, 17.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-682_jpg.rf.87b3c46901b6c47d30997c8b06337ea2.jpg: 640x640 1 Pothole, 21.0ms Speed: 3.0ms preprocess, 21.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-682_jpg.rf.a638efd0eb8d2a2371fe3eb3150a7da2.jpg: 640x640 2 Potholes, 28.5ms Speed: 3.3ms preprocess, 28.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-682_jpg.rf.c13d6da6e4305f2172af3ef0d575282c.jpg: 640x640 2 Potholes, 17.7ms Speed: 5.4ms preprocess, 17.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-682_jpg.rf.d251bb852545c9d1529ca3439478a679.jpg: 640x640 3 Potholes, 19.6ms Speed: 4.4ms preprocess, 19.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-683_jpg.rf.08189923828b6e10fbd02a20e72425cb.jpg: 640x640 3 Potholes, 17.5ms Speed: 7.3ms preprocess, 17.5ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-683_jpg.rf.27b805c4a8f7c655d473f1167b63c890.jpg: 640x640 2 Potholes, 22.2ms Speed: 3.0ms preprocess, 22.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-683_jpg.rf.7165b701dfa5376a8c13a00a7aa0e634.jpg: 640x640 2 Potholes, 15.5ms Speed: 2.9ms preprocess, 15.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-683_jpg.rf.72e0bc5a04505041e6d860f18f1ad2f4.jpg: 640x640 3 Potholes, 15.5ms Speed: 3.8ms preprocess, 15.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-683_jpg.rf.8813233f88b8d2aa7bc2b124a90671b4.jpg: 640x640 3 Potholes, 15.6ms Speed: 4.6ms preprocess, 15.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-683_jpg.rf.8cd0e5e2cfe0cd855a88a79b42087ef3.jpg: 640x640 3 Potholes, 15.5ms Speed: 3.1ms preprocess, 15.5ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-683_jpg.rf.d5f1a0a3246fcea18c68278e1316ee99.jpg: 640x640 2 Potholes, 15.4ms Speed: 2.6ms preprocess, 15.4ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-683_jpg.rf.fb8f4580fd4c5ea23608a565e1b55220.jpg: 640x640 2 Potholes, 15.7ms Speed: 4.3ms preprocess, 15.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.3be4a1b114ccee2b55412a8420408e5b.jpg: 640x640 3 Potholes, 15.7ms Speed: 4.1ms preprocess, 15.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.601088a3cb389ed32f0b3de7476fab6a.jpg: 640x640 2 Potholes, 19.5ms Speed: 3.2ms preprocess, 19.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.71ca7cf4efe480776844cbb650e4d1e4.jpg: 640x640 2 Potholes, 15.6ms Speed: 3.5ms preprocess, 15.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.75868b7744d70165b65396453be6bea6.jpg: 640x640 2 Potholes, 15.4ms Speed: 3.1ms preprocess, 15.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.8b74379940e6bb236af57a8f85e23d2f.jpg: 640x640 2 Potholes, 17.5ms Speed: 4.6ms preprocess, 17.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.9cab71e18d2ce6b882ecd040010a468b.jpg: 640x640 2 Potholes, 19.9ms Speed: 6.3ms preprocess, 19.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.e0b8d7f186534b118304ff105738344b.jpg: 640x640 2 Potholes, 16.6ms Speed: 4.5ms preprocess, 16.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.f2cf318032b42da89401d2ec14d3f9eb.jpg: 640x640 3 Potholes, 16.1ms Speed: 5.3ms preprocess, 16.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-684_jpg.rf.f41523081713e7bb80bef230125ae91f.jpg: 640x640 2 Potholes, 17.8ms Speed: 5.6ms preprocess, 17.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-685_jpg.rf.27be488b8d9c280f2a6935edaf6dd770.jpg: 640x640 1 Pothole, 16.5ms Speed: 3.5ms preprocess, 16.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-685_jpg.rf.2c6a92602eb01d3d860bd3217fd20ba9.jpg: 640x640 1 Pothole, 18.3ms Speed: 3.5ms preprocess, 18.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-685_jpg.rf.99f99a77da97da432ea0a77f35ee0df0.jpg: 640x640 1 Pothole, 15.9ms Speed: 2.9ms preprocess, 15.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-685_jpg.rf.fdeb760386297b463f7dd2747f4042a8.jpg: 640x640 1 Pothole, 16.5ms Speed: 5.3ms preprocess, 16.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.08c4cf6ff1b13e27f90d0866805720e7.jpg: 640x640 2 Potholes, 15.9ms Speed: 5.9ms preprocess, 15.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.1ac01dfa4416503febd19aeb0effdac2.jpg: 640x640 1 Pothole, 20.9ms Speed: 5.4ms preprocess, 20.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.4b7ebfab10110896148fd0314b8de544.jpg: 640x640 1 Pothole, 15.8ms Speed: 2.7ms preprocess, 15.8ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.58bd794497f14155eccf05a0b36e2d37.jpg: 640x640 2 Potholes, 20.5ms Speed: 4.6ms preprocess, 20.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.5fbb58b5ade737b8015af54b1ec0b58e.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.9ms preprocess, 15.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.65209a4b653bbd2ab94d84433b2bc2eb.jpg: 640x640 2 Potholes, 18.6ms Speed: 6.3ms preprocess, 18.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.6d0287cac37b453cef918902d04175ad.jpg: 640x640 1 Pothole, 19.0ms Speed: 6.0ms preprocess, 19.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.90560799b0db96fc68923ec08f859cff.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.1ms preprocess, 15.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.c21e97b5392c93f6b53b442e1015f26e.jpg: 640x640 2 Potholes, 15.8ms Speed: 2.9ms preprocess, 15.8ms inference, 8.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.deecc7a780c7c534c17a1cde0aa55eec.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.1ms preprocess, 15.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.e367375814cc8c0c6276b2e23827d551.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.0ms preprocess, 16.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-686_jpg.rf.eaf95a89da5c884deaf6ac34a37fe07e.jpg: 640x640 (no detections), 20.4ms Speed: 4.1ms preprocess, 20.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.1b142f5bf07cfc5003cf10f7e023d866.jpg: 640x640 2 Potholes, 16.4ms Speed: 6.4ms preprocess, 16.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.1b2487bf56ec1cda38a54c146517b4f8.jpg: 640x640 2 Potholes, 15.8ms Speed: 3.9ms preprocess, 15.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.2d7e6e712af2e3fa23a96ef82132d181.jpg: 640x640 1 Pothole, 16.0ms Speed: 2.8ms preprocess, 16.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.333887ceaa760b3225e39a3ff4309529.jpg: 640x640 1 Pothole, 17.3ms Speed: 4.6ms preprocess, 17.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.3df676300fc9099637ab327743b3921e.jpg: 640x640 1 Pothole, 18.1ms Speed: 4.9ms preprocess, 18.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.415be415c71c48d775114166ad80fe4d.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.4ms preprocess, 15.6ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.60f9fbf6e3b496038dbaaece992f9377.jpg: 640x640 1 Pothole, 17.8ms Speed: 4.8ms preprocess, 17.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.9424d11bd60bcbe0432177db48422d87.jpg: 640x640 2 Potholes, 15.7ms Speed: 4.4ms preprocess, 15.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.aa5534f6de9266b2f6c010a56841de26.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.5ms preprocess, 15.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.b88a10bc6b1e11d37d9e2c7ac868e34f.jpg: 640x640 2 Potholes, 15.7ms Speed: 4.1ms preprocess, 15.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.c0833eb143417866eac5c54ef8476ac5.jpg: 640x640 1 Pothole, 19.0ms Speed: 3.3ms preprocess, 19.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-687_jpg.rf.d693c56d8135372e420486e7eb3b6cd0.jpg: 640x640 2 Potholes, 19.1ms Speed: 2.9ms preprocess, 19.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-688_jpg.rf.97ee49b252a9d0ca2e13d4f993aee532.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.8ms preprocess, 15.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-688_jpg.rf.c9535cac14c1c6ee0e5139bb9ca33a7c.jpg: 640x640 1 Pothole, 17.7ms Speed: 4.6ms preprocess, 17.7ms inference, 6.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-688_jpg.rf.d79192e8767eb781d430971453812244.jpg: 640x640 1 Pothole, 21.0ms Speed: 4.4ms preprocess, 21.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-688_jpg.rf.fbfe3b267d38c40badecab87247b3e52.jpg: 640x640 1 Pothole, 19.4ms Speed: 3.5ms preprocess, 19.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-689_jpg.rf.351b65d5996580f474dfa9841102a75c.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.4ms preprocess, 15.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-689_jpg.rf.6363d208421a67045114243f4aea46c3.jpg: 640x640 1 Pothole, 24.6ms Speed: 6.8ms preprocess, 24.6ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-689_jpg.rf.7f5a3b38a17392458f2de5668e09d2bf.jpg: 640x640 1 Pothole, 15.8ms Speed: 3.2ms preprocess, 15.8ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-689_jpg.rf.c0e0f2078909e4e4a7397ecdec581f9e.jpg: 640x640 1 Pothole, 15.7ms Speed: 4.6ms preprocess, 15.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-690_jpg.rf.749620e4a1ae1523c7bf3b94c1530b73.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.7ms preprocess, 16.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-690_jpg.rf.7fdcde0b96548f6ea16efa9d9aff5eee.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.5ms preprocess, 15.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-690_jpg.rf.8c85ccb2c91157d6734e1584669d64a9.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.0ms preprocess, 15.4ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-690_jpg.rf.9f33c2fc1bc750f6a896eee8820909e4.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.2ms preprocess, 15.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-690_jpg.rf.bbff6fa2bb38cb714f9f9c6738309225.jpg: 640x640 1 Pothole, 19.8ms Speed: 4.7ms preprocess, 19.8ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-690_jpg.rf.c0536a6b2a6be6d3b65eafe7c6bb568e.jpg: 640x640 1 Pothole, 28.8ms Speed: 4.9ms preprocess, 28.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-690_jpg.rf.ec9d037b0d2c11c6b4ea50a9ab75cbcb.jpg: 640x640 1 Pothole, 18.0ms Speed: 4.9ms preprocess, 18.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-691_jpg.rf.5227f18af2bf40e61d19d5044d8d6f48.jpg: 640x640 3 Potholes, 15.3ms Speed: 4.7ms preprocess, 15.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-691_jpg.rf.99081ab9269c1fb9086c2cb11b4a9fdc.jpg: 640x640 2 Potholes, 22.1ms Speed: 5.5ms preprocess, 22.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-691_jpg.rf.e1bd641ff94af0787225de144c2b17eb.jpg: 640x640 2 Potholes, 15.4ms Speed: 5.2ms preprocess, 15.4ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-692_jpg.rf.43583e4fd6b840688772fb2e263cddfc.jpg: 640x640 (no detections), 23.4ms Speed: 9.5ms preprocess, 23.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-692_jpg.rf.4f273b77878b0d9ad008f86adeb699cc.jpg: 640x640 2 Potholes, 15.7ms Speed: 5.5ms preprocess, 15.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-692_jpg.rf.5045049882a698dd498a255fdb29c53d.jpg: 640x640 3 Potholes, 16.6ms Speed: 4.8ms preprocess, 16.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-692_jpg.rf.6d996b99ef574f1d776dec5ae5bb6595.jpg: 640x640 (no detections), 17.2ms Speed: 3.6ms preprocess, 17.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-692_jpg.rf.9d1c9aa60f048c4567e2a66f271424d7.jpg: 640x640 2 Potholes, 16.5ms Speed: 3.6ms preprocess, 16.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-692_jpg.rf.d1ce72deb3b263247b64b3aa9492d9d5.jpg: 640x640 1 Pothole, 17.9ms Speed: 4.7ms preprocess, 17.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-692_jpg.rf.fcdc46359d5ab428f9de1a07efc4c053.jpg: 640x640 2 Potholes, 21.0ms Speed: 6.0ms preprocess, 21.0ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-693_jpg.rf.6b3cc9b439764f6a0f7bf351ffe677d2.jpg: 640x640 1 Pothole, 17.9ms Speed: 5.5ms preprocess, 17.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-693_jpg.rf.6d33bec520174d92cfc726e35a3bf674.jpg: 640x640 1 Pothole, 31.4ms Speed: 3.6ms preprocess, 31.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-693_jpg.rf.e9362f853fd2dc263f0d02f3f65a500f.jpg: 640x640 2 Potholes, 20.6ms Speed: 5.4ms preprocess, 20.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-694_jpg.rf.5b364dcc4f550bcb640e9f4d26c51242.jpg: 640x640 1 Pothole, 39.8ms Speed: 6.4ms preprocess, 39.8ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-694_jpg.rf.73f1647937409f1628a6b5f729362dff.jpg: 640x640 2 Potholes, 15.4ms Speed: 5.3ms preprocess, 15.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-694_jpg.rf.8f245faaca0dba6322e01fc702f6e003.jpg: 640x640 3 Potholes, 16.1ms Speed: 5.1ms preprocess, 16.1ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-694_jpg.rf.9a5c47302f32bd727280fff6cc437def.jpg: 640x640 3 Potholes, 15.3ms Speed: 3.6ms preprocess, 15.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-694_jpg.rf.a0206798c8b92fc1c52faf6b38fd928b.jpg: 640x640 2 Potholes, 16.5ms Speed: 5.2ms preprocess, 16.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-694_jpg.rf.dd17ebbe1220ec10f404eea8d19d2cda.jpg: 640x640 4 Potholes, 19.1ms Speed: 3.0ms preprocess, 19.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-695_jpg.rf.44485449c6c445e3170ae89211adbeaa.jpg: 640x640 1 Pothole, 16.9ms Speed: 5.7ms preprocess, 16.9ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-695_jpg.rf.48a25bff6b9b3a712a1aaa20ab5e4e7d.jpg: 640x640 1 Pothole, 15.5ms Speed: 5.0ms preprocess, 15.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-695_jpg.rf.5f4df7d411f3d7661b89d644afc100fc.jpg: 640x640 2 Potholes, 24.9ms Speed: 6.4ms preprocess, 24.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-695_jpg.rf.7c96d76d624d0b0c4dc5ee9b90876972.jpg: 640x640 3 Potholes, 23.6ms Speed: 5.9ms preprocess, 23.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-695_jpg.rf.8351a6d39bd16c72a921cdf8665448c5.jpg: 640x640 1 Pothole, 17.4ms Speed: 4.6ms preprocess, 17.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-695_jpg.rf.b61f393abc82cc0448e03f714ea6b11b.jpg: 640x640 1 Pothole, 24.2ms Speed: 3.5ms preprocess, 24.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-696_jpg.rf.06f4ab7098acebb1ca05b6de39938260.jpg: 640x640 2 Potholes, 15.3ms Speed: 5.4ms preprocess, 15.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-696_jpg.rf.30b315c9bba45d530dd3503f99c9b8f8.jpg: 640x640 4 Potholes, 16.3ms Speed: 5.2ms preprocess, 16.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-696_jpg.rf.468b5f4f4da4a97787ee68b314f9142d.jpg: 640x640 3 Potholes, 15.6ms Speed: 3.1ms preprocess, 15.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-696_jpg.rf.569c8662d82b8c550c233457c5694f43.jpg: 640x640 1 Pothole, 15.4ms Speed: 3.5ms preprocess, 15.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-696_jpg.rf.68ef6afdda5f30af50bac49e3f8402aa.jpg: 640x640 4 Potholes, 15.3ms Speed: 4.5ms preprocess, 15.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-696_jpg.rf.adcd5265dc2358fbb9f8dfe4a54763da.jpg: 640x640 5 Potholes, 20.8ms Speed: 10.0ms preprocess, 20.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-696_jpg.rf.d2e4f5e00ef6906959bae33c5a4fb5ff.jpg: 640x640 2 Potholes, 15.1ms Speed: 3.4ms preprocess, 15.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-697_jpg.rf.48dc2589df8a79c62e637c405934a2e6.jpg: 640x640 1 Pothole, 15.5ms Speed: 3.5ms preprocess, 15.5ms inference, 11.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-697_jpg.rf.86dd7f21f59070aef48ded0fd6ee9943.jpg: 640x640 1 Pothole, 21.9ms Speed: 4.5ms preprocess, 21.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-697_jpg.rf.8fec356168817852fc1147edf284b45c.jpg: 640x640 1 Pothole, 18.4ms Speed: 5.8ms preprocess, 18.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-697_jpg.rf.ab779b19f96d0c7e9a8446832a8ec54c.jpg: 640x640 1 Pothole, 19.5ms Speed: 3.5ms preprocess, 19.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-697_jpg.rf.d47a0917068779485fb42d4ea1a6f8e1.jpg: 640x640 1 Pothole, 15.3ms Speed: 5.1ms preprocess, 15.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-698_jpg.rf.6fdbf97e96b61a29ba78999b7f186df6.jpg: 640x640 3 Potholes, 15.9ms Speed: 6.1ms preprocess, 15.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-699_jpg.rf.05768a9b1391537237a5e93b15170bfd.jpg: 640x640 3 Potholes, 20.1ms Speed: 3.9ms preprocess, 20.1ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-699_jpg.rf.149d0240afa19c061e4eb668b291df1b.jpg: 640x640 2 Potholes, 15.7ms Speed: 3.5ms preprocess, 15.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-699_jpg.rf.74d7ff4d295c09317df38d25d6c8e0bc.jpg: 640x640 3 Potholes, 17.4ms Speed: 4.5ms preprocess, 17.4ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-699_jpg.rf.9b63a8952e75f4565af345a94e1982f5.jpg: 640x640 2 Potholes, 18.0ms Speed: 4.7ms preprocess, 18.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-700_jpg.rf.551deb8fbbd421b153f814d1d4443186.jpg: 640x640 2 Potholes, 17.3ms Speed: 4.0ms preprocess, 17.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-700_jpg.rf.90bf8eaf69b2a61e44a906b784c5cd64.jpg: 640x640 2 Potholes, 21.5ms Speed: 5.6ms preprocess, 21.5ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-700_jpg.rf.a196fd4c91d860b8f2f52b1e6a201efc.jpg: 640x640 1 Pothole, 24.4ms Speed: 3.7ms preprocess, 24.4ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-700_jpg.rf.a56122a40d62dc56b650af819b961d47.jpg: 640x640 3 Potholes, 27.3ms Speed: 4.2ms preprocess, 27.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-701_jpg.rf.09d54e71463f6fae50ce8c623e20a110.jpg: 640x640 3 Potholes, 15.7ms Speed: 4.9ms preprocess, 15.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-701_jpg.rf.1786a67e63a6d89dad5b506404c10adc.jpg: 640x640 3 Potholes, 16.5ms Speed: 4.7ms preprocess, 16.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-701_jpg.rf.67da25b72d0f62a41529067b9a78db62.jpg: 640x640 1 Pothole, 19.0ms Speed: 2.5ms preprocess, 19.0ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-701_jpg.rf.792bd9b7ac86bfb8416dd6f68da86317.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.8ms preprocess, 16.1ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-701_jpg.rf.81f48d5da543bc443de9d6ef616a1913.jpg: 640x640 2 Potholes, 16.8ms Speed: 4.0ms preprocess, 16.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-702_jpg.rf.1b3e56b0983250b16743b49d74bda59d.jpg: 640x640 4 Potholes, 17.1ms Speed: 10.4ms preprocess, 17.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-702_jpg.rf.2084a8bbef6bb4a8ba50cf455935b478.jpg: 640x640 2 Potholes, 21.8ms Speed: 4.9ms preprocess, 21.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-702_jpg.rf.ae57955f68581b309e21958b2f4c8f18.jpg: 640x640 3 Potholes, 23.4ms Speed: 3.4ms preprocess, 23.4ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-702_jpg.rf.dea41b9cd1f0902b3e69811c998c5ec3.jpg: 640x640 2 Potholes, 23.9ms Speed: 4.3ms preprocess, 23.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-702_jpg.rf.f60468443cbb9a06bdb9879ebfc93f4a.jpg: 640x640 3 Potholes, 16.1ms Speed: 4.2ms preprocess, 16.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-703_jpg.rf.0d436056ff1e17728fe9bf8b7205e3a0.jpg: 640x640 2 Potholes, 19.9ms Speed: 3.1ms preprocess, 19.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-703_jpg.rf.57a5ace4eb12a7a61d70b4bea8d2c32a.jpg: 640x640 1 Pothole, 20.9ms Speed: 5.2ms preprocess, 20.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-703_jpg.rf.6925dd5ce493096840a7ec277c8a9321.jpg: 640x640 1 Pothole, 25.6ms Speed: 5.7ms preprocess, 25.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-703_jpg.rf.a0582eb05c8b04040b8b486fed8b224b.jpg: 640x640 1 Pothole, 19.9ms Speed: 5.6ms preprocess, 19.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-705_jpg.rf.1d1f04408944e2558098bca9a6b8d449.jpg: 640x640 1 Pothole, 17.0ms Speed: 3.8ms preprocess, 17.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-705_jpg.rf.5b8b2b54eab57fe81331ada8e2a78e10.jpg: 640x640 2 Potholes, 16.4ms Speed: 2.8ms preprocess, 16.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-705_jpg.rf.631c4c4c37a4c21d9d2507de1c108130.jpg: 640x640 1 Pothole, 16.6ms Speed: 2.5ms preprocess, 16.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-705_jpg.rf.d2272848f1915e9886413b27added271.jpg: 640x640 1 Pothole, 16.5ms Speed: 2.4ms preprocess, 16.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-705_jpg.rf.f7a6b4aa4f734df6fa34d7c583dd0885.jpg: 640x640 (no detections), 17.1ms Speed: 4.8ms preprocess, 17.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-705_jpg.rf.fcf77374222e4a69746eec16bb2544ef.jpg: 640x640 1 Pothole, 21.6ms Speed: 3.7ms preprocess, 21.6ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-706_jpg.rf.3cc31afc82faf48dba9583a5798edc54.jpg: 640x640 2 Potholes, 37.2ms Speed: 4.4ms preprocess, 37.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-706_jpg.rf.8f2dca431d8ce43095c7bc4077ef19d3.jpg: 640x640 1 Pothole, 16.0ms Speed: 5.5ms preprocess, 16.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-707_jpg.rf.09791adab234a5809c835199d2d069e1.jpg: 640x640 1 Pothole, 22.7ms Speed: 6.3ms preprocess, 22.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-707_jpg.rf.0daf29c27b308c02f3921b8607cd7a7b.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.3ms preprocess, 16.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-707_jpg.rf.25466432d6f9b07298e98d1c538ae8e3.jpg: 640x640 1 Pothole, 29.1ms Speed: 3.3ms preprocess, 29.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-707_jpg.rf.84a1fb475a00f9408230285af139c1fa.jpg: 640x640 1 Pothole, 15.8ms Speed: 2.4ms preprocess, 15.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-707_jpg.rf.9a463e19cae3e10da1ac2b79a30a17bc.jpg: 640x640 1 Pothole, 16.8ms Speed: 4.9ms preprocess, 16.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-708_jpg.rf.0e1eff47db0a78d2df1af908b300cf8b.jpg: 640x640 1 Pothole, 16.0ms Speed: 5.8ms preprocess, 16.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-708_jpg.rf.35354cca86aaced545de1c2fb89b1bd5.jpg: 640x640 1 Pothole, 16.0ms Speed: 2.6ms preprocess, 16.0ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-708_jpg.rf.386b29bba4a89be3d54249ba40bf2cfc.jpg: 640x640 1 Pothole, 17.1ms Speed: 4.4ms preprocess, 17.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-708_jpg.rf.4f58a0b73f651261b1a5e3928a4588e3.jpg: 640x640 (no detections), 27.0ms Speed: 5.4ms preprocess, 27.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-708_jpg.rf.64da754cc9be96626c1771aa1a3488eb.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.1ms preprocess, 16.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-708_jpg.rf.67e7e3fb947c5a491e09ac1aa2ecd6dd.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.3ms preprocess, 16.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-708_jpg.rf.a639159b2b4c724c69e83dbde097d1e0.jpg: 640x640 1 Pothole, 16.1ms Speed: 5.1ms preprocess, 16.1ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-708_jpg.rf.dea0d9dff7d0f479e9db8e01cfa9bb1f.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.6ms preprocess, 16.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.0fbe945da7f27d82966173ea20c92a94.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.8ms preprocess, 16.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.4a2926bca4bc8ff45914cc0f942842ac.jpg: 640x640 1 Pothole, 19.4ms Speed: 3.5ms preprocess, 19.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.5ec4443c267226032c782275304e0cd4.jpg: 640x640 1 Pothole, 16.0ms Speed: 4.3ms preprocess, 16.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.7714e160e61bab22bc5f288341939d39.jpg: 640x640 2 Potholes, 17.9ms Speed: 4.5ms preprocess, 17.9ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.8e9bf67c20f8ec04a0ee74c8327c14b4.jpg: 640x640 1 Pothole, 16.2ms Speed: 2.9ms preprocess, 16.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.93216763e87f85d1785c68591a6bb175.jpg: 640x640 1 Pothole, 20.2ms Speed: 4.5ms preprocess, 20.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.a5e8e322fec02e9d7bf985fa2c2f60aa.jpg: 640x640 1 Pothole, 23.3ms Speed: 5.1ms preprocess, 23.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.acae79f74652c1eac69895ff1aad52e3.jpg: 640x640 1 Pothole, 15.9ms Speed: 5.1ms preprocess, 15.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.df2227c627a5fa741b453a6bc1ec5270.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.9ms preprocess, 16.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-709_jpg.rf.e30c0c8395b60fdb79e25c8e08618ec1.jpg: 640x640 2 Potholes, 21.6ms Speed: 5.9ms preprocess, 21.6ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-710_jpg.rf.9816997dee2ab8077f6e0edd01c48f0a.jpg: 640x640 1 Pothole, 16.8ms Speed: 6.5ms preprocess, 16.8ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-710_jpg.rf.bdf43f5356cb240c33945ca546ea6f02.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.7ms preprocess, 16.8ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-711_jpg.rf.304847224805c5b9107df90bc7eaa411.jpg: 640x640 2 Potholes, 20.7ms Speed: 3.8ms preprocess, 20.7ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-711_jpg.rf.a697b2de696dc7196b0d662d7b05b521.jpg: 640x640 3 Potholes, 23.5ms Speed: 3.1ms preprocess, 23.5ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-711_jpg.rf.cfc01ee0a253e58bbbb7e20323c444d3.jpg: 640x640 2 Potholes, 15.9ms Speed: 2.4ms preprocess, 15.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-712_jpg.rf.111b683712b62b5135e44ebb710d2889.jpg: 640x640 1 Pothole, 15.8ms Speed: 2.7ms preprocess, 15.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-712_jpg.rf.61fe187d49659254a2e6e42d06d30eb7.jpg: 640x640 2 Potholes, 16.1ms Speed: 3.4ms preprocess, 16.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-712_jpg.rf.d2d92c90f0ce08d62feb374c9cb8b2d1.jpg: 640x640 1 Pothole, 17.3ms Speed: 5.3ms preprocess, 17.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-712_jpg.rf.df5e8a95b08bc0c9688b5dca538d1b19.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.9ms preprocess, 17.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.343310c8cc98653d961cd9e582c75ded.jpg: 640x640 1 Pothole, 17.4ms Speed: 7.8ms preprocess, 17.4ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.3cdf4b3118c739d87cfd88f47fc40d35.jpg: 640x640 1 Pothole, 21.3ms Speed: 4.6ms preprocess, 21.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.4d083f35c5148ee46cedea5151c20828.jpg: 640x640 1 Pothole, 16.3ms Speed: 4.8ms preprocess, 16.3ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.6252313007cdc18ec711a310de37ef63.jpg: 640x640 3 Potholes, 22.5ms Speed: 4.5ms preprocess, 22.5ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.6428a297c27194bc61fb5e6981e5068f.jpg: 640x640 1 Pothole, 28.9ms Speed: 4.2ms preprocess, 28.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.a7a1fa2ac400fa260fd90ef00d1d8c7a.jpg: 640x640 1 Pothole, 17.0ms Speed: 4.8ms preprocess, 17.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.d54aef9e2bbc947afa56ee585babd11d.jpg: 640x640 1 Pothole, 17.3ms Speed: 2.9ms preprocess, 17.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.d836489ca0a5151a9b231c3faad9a6e8.jpg: 640x640 1 Pothole, 15.8ms Speed: 2.4ms preprocess, 15.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.f08758d8ce53ba6cf27a882d20d6f24a.jpg: 640x640 1 Pothole, 15.8ms Speed: 2.5ms preprocess, 15.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole-713_jpg.rf.ffb4c97b6240918db05fc0b166c60736.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.8ms preprocess, 15.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-0_jpg.rf.34a97d13ecac9b26708aea61be1101a8.jpg: 640x640 1 Pothole, 35.1ms Speed: 4.4ms preprocess, 35.1ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-0_jpg.rf.6c00cd552ae62f9936e9cae402e6ebab.jpg: 640x640 (no detections), 22.7ms Speed: 3.8ms preprocess, 22.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-0_jpg.rf.b067b086a5687e3115f1711c0f5a70fd.jpg: 640x640 1 Pothole, 23.8ms Speed: 4.2ms preprocess, 23.8ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-10_jpg.rf.26dccb85904b22c9f311557179fb5591.jpg: 640x640 1 Pothole, 25.2ms Speed: 5.4ms preprocess, 25.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-10_jpg.rf.3a4bcf3a4c95622458d239f7ba13d13c.jpg: 640x640 2 Potholes, 21.9ms Speed: 5.7ms preprocess, 21.9ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-10_jpg.rf.d42cfce960dee8d95ead4ac46e86a5cb.jpg: 640x640 (no detections), 19.1ms Speed: 3.2ms preprocess, 19.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-14_jpg.rf.51144311cae588c9bd39a59933ac0c89.jpg: 640x640 (no detections), 19.9ms Speed: 4.8ms preprocess, 19.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-14_jpg.rf.b6c5294c07ffd946c9107120667b619c.jpg: 640x640 (no detections), 18.8ms Speed: 3.9ms preprocess, 18.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-14_jpg.rf.f0c460358edfd76caff14079984fd797.jpg: 640x640 (no detections), 15.7ms Speed: 3.1ms preprocess, 15.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-16_jpg.rf.7544431dd5f533a349dff8709dc09fd2.jpg: 640x640 (no detections), 16.3ms Speed: 4.3ms preprocess, 16.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-16_jpg.rf.7f73b1953f70f355d27b081e5bd0b3a2.jpg: 640x640 (no detections), 25.1ms Speed: 3.8ms preprocess, 25.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-16_jpg.rf.937a8057fb067bf0ce8249561d34c2f9.jpg: 640x640 (no detections), 18.0ms Speed: 4.1ms preprocess, 18.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-17_jpg.rf.91d2410a30e21cfc050cf374da707282.jpg: 640x640 2 Potholes, 16.3ms Speed: 6.3ms preprocess, 16.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-18_jpg.rf.61433f044ac766828eb7eef6caf9061f.jpg: 640x640 1 Pothole, 18.4ms Speed: 5.4ms preprocess, 18.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-18_jpg.rf.6800f8dd477b938566f6857437d1f924.jpg: 640x640 2 Potholes, 28.4ms Speed: 7.9ms preprocess, 28.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-18_jpg.rf.7cfbfa05171f607586b8bd17f22b7508.jpg: 640x640 (no detections), 28.5ms Speed: 3.7ms preprocess, 28.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-1_jpg.rf.79a068d97ed3bec6d0c065f7eff5edf6.jpg: 640x640 (no detections), 16.2ms Speed: 4.8ms preprocess, 16.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-1_jpg.rf.f0b4e8350dc71e648441e4d733f19485.jpg: 640x640 2 Potholes, 16.6ms Speed: 2.8ms preprocess, 16.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-1_jpg.rf.fa30197525ad90d287a98cf4c47495e7.jpg: 640x640 (no detections), 16.3ms Speed: 2.1ms preprocess, 16.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-20_jpg.rf.3f85b0ad370c8cd2f44484c079c7c4c5.jpg: 640x640 2 Potholes, 17.2ms Speed: 3.2ms preprocess, 17.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-20_jpg.rf.47a80b912075dbf5e0613d7666a9c7c4.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.8ms preprocess, 16.7ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-20_jpg.rf.4bd33c6e307cf6441d96f18afaaa6a81.jpg: 640x640 2 Potholes, 17.1ms Speed: 4.6ms preprocess, 17.1ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-21_jpg.rf.4cf03d5c7cedec11f57d243b5e8d07ef.jpg: 640x640 2 Potholes, 17.4ms Speed: 5.4ms preprocess, 17.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-22_jpg.rf.14202fa99faf8e6613619287b838c1c8.jpg: 640x640 (no detections), 23.5ms Speed: 5.3ms preprocess, 23.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-22_jpg.rf.2416169acfd1f641c9ab79e5c2f60d82.jpg: 640x640 (no detections), 24.4ms Speed: 5.5ms preprocess, 24.4ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-22_jpg.rf.52b04f20573619b70bc7a3711e16ec53.jpg: 640x640 1 Pothole, 29.2ms Speed: 5.9ms preprocess, 29.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-23_jpg.rf.3e0fa585be5eb456c3a4bc0f2ee64659.jpg: 640x640 2 Potholes, 16.7ms Speed: 4.7ms preprocess, 16.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-23_jpg.rf.7d65d5168c18d5362ce127e8ab7beecb.jpg: 640x640 (no detections), 28.9ms Speed: 5.0ms preprocess, 28.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-23_jpg.rf.98ba0b45e05f67596820f79d3988b7bb.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.4ms preprocess, 16.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-24_jpg.rf.87842dc26577e717fba22b0373169520.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.5ms preprocess, 16.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-24_jpg.rf.d00a8eca072b58903bc3b8bb6e0003ca.jpg: 640x640 2 Potholes, 16.0ms Speed: 4.0ms preprocess, 16.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-24_jpg.rf.de15c97519a1950d87694ee044b7aae9.jpg: 640x640 1 Pothole, 17.6ms Speed: 4.0ms preprocess, 17.6ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-3_jpg.rf.04bf278d07ada29bada068e98d09cf70.jpg: 640x640 (no detections), 16.5ms Speed: 3.7ms preprocess, 16.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-3_jpg.rf.2cc1d1ce5f89130f37291180055afda4.jpg: 640x640 (no detections), 16.9ms Speed: 4.5ms preprocess, 16.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-3_jpg.rf.aa6bed2759daa060aebcb5f09bf814e4.jpg: 640x640 (no detections), 21.9ms Speed: 5.0ms preprocess, 21.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-5_jpg.rf.0f6562ab18999fdd235c73fb4aca7bab.jpg: 640x640 (no detections), 16.7ms Speed: 3.6ms preprocess, 16.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-5_jpg.rf.4ad34e3f73b3e9b631bdb211d63b8e4b.jpg: 640x640 (no detections), 28.6ms Speed: 8.4ms preprocess, 28.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-5_jpg.rf.c09ea3ed1e0d06c24a0d36c1c1464323.jpg: 640x640 (no detections), 16.2ms Speed: 4.8ms preprocess, 16.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-7_jpg.rf.88940b8da9972cb9b78515e13ddcae43.jpg: 640x640 (no detections), 25.6ms Speed: 5.3ms preprocess, 25.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-7_jpg.rf.aa8068c9dd47a97031f1c0ffcdf1e9a5.jpg: 640x640 1 Pothole, 18.5ms Speed: 4.6ms preprocess, 18.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-7_jpg.rf.e8d20f9da298d587f2ae21eede017020.jpg: 640x640 1 Pothole, 16.3ms Speed: 3.7ms preprocess, 16.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-9_jpg.rf.6b4a25d6a7825e8bb2381b9494974f39.jpg: 640x640 (no detections), 19.1ms Speed: 3.4ms preprocess, 19.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-9_jpg.rf.a0a9ae5bbf4851d3290fd543e64131a8.jpg: 640x640 (no detections), 16.6ms Speed: 3.2ms preprocess, 16.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole2_mp4-9_jpg.rf.e177ff85ea969c0a235bdbd621934a42.jpg: 640x640 2 Potholes, 16.1ms Speed: 2.5ms preprocess, 16.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-10_jpg.rf.17ea2d7de4029b06f479f21dfaf6dc45.jpg: 640x640 (no detections), 16.2ms Speed: 2.4ms preprocess, 16.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-10_jpg.rf.695f4515346183fc228b45c31a3a50bf.jpg: 640x640 1 Pothole, 21.5ms Speed: 4.3ms preprocess, 21.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-10_jpg.rf.7add9df7169054f73e90ab21038e029d.jpg: 640x640 1 Pothole, 17.9ms Speed: 3.1ms preprocess, 17.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-12_jpg.rf.0fa9346408d7c0b28e9e0ba7e24f5789.jpg: 640x640 1 Pothole, 18.2ms Speed: 6.0ms preprocess, 18.2ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-12_jpg.rf.1fe789fb17f51cf18cfc550ffb4de66b.jpg: 640x640 (no detections), 21.6ms Speed: 6.3ms preprocess, 21.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-12_jpg.rf.8dfcf3d1eaf1dc2024ef50d531b0e401.jpg: 640x640 2 Potholes, 16.3ms Speed: 6.5ms preprocess, 16.3ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-13_jpg.rf.64ecf657b72cd6411d7674ef75f3ce6c.jpg: 640x640 1 Pothole, 23.6ms Speed: 6.3ms preprocess, 23.6ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-13_jpg.rf.83b8271a3a7e665652ead8b3af03c3fe.jpg: 640x640 1 Pothole, 16.7ms Speed: 5.7ms preprocess, 16.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-13_jpg.rf.ddec284f7f8e90b2d5a030bc42f68fd8.jpg: 640x640 (no detections), 16.1ms Speed: 4.3ms preprocess, 16.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-14_jpg.rf.4a0986404e038b672ff20821739afc75.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.9ms preprocess, 16.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-14_jpg.rf.4f97419a4d6f1761ac0e483100ea13be.jpg: 640x640 1 Pothole, 16.1ms Speed: 2.4ms preprocess, 16.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-14_jpg.rf.cb5ad1883168201eb9d2fe8c8e745e08.jpg: 640x640 (no detections), 16.9ms Speed: 3.6ms preprocess, 16.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-15_jpg.rf.518b74eb94ddbdaf9753e6846836909d.jpg: 640x640 (no detections), 15.8ms Speed: 3.9ms preprocess, 15.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-15_jpg.rf.5dbc35317d1ab874c56e35a9c93987f3.jpg: 640x640 1 Pothole, 29.2ms Speed: 4.0ms preprocess, 29.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-15_jpg.rf.f6983c3f70f3d3aa691f658fe90e1aca.jpg: 640x640 1 Pothole, 16.9ms Speed: 6.1ms preprocess, 16.9ms inference, 13.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-16_jpg.rf.4e8017c3b38b7e900029a3b8b5edc49d.jpg: 640x640 1 Pothole, 30.2ms Speed: 8.0ms preprocess, 30.2ms inference, 7.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-16_jpg.rf.8ea2b5da31936276db1aa40550011893.jpg: 640x640 1 Pothole, 26.2ms Speed: 8.3ms preprocess, 26.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-16_jpg.rf.91cecb503bbdebf51ee2e03e1573cc72.jpg: 640x640 (no detections), 18.0ms Speed: 4.1ms preprocess, 18.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-17_jpg.rf.2cf735dc0f9dd912880c3672d28a65c9.jpg: 640x640 1 Pothole, 24.3ms Speed: 6.0ms preprocess, 24.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-17_jpg.rf.3d6ba416b3d3c9a3f5eb173d5a7046d4.jpg: 640x640 1 Pothole, 18.4ms Speed: 5.4ms preprocess, 18.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-17_jpg.rf.debae7548dcb8638278e1cd686f227b8.jpg: 640x640 (no detections), 22.4ms Speed: 5.0ms preprocess, 22.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-2_jpg.rf.0d251aa81a568fe6e7debf756c11458f.jpg: 640x640 (no detections), 15.7ms Speed: 4.8ms preprocess, 15.7ms inference, 8.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-2_jpg.rf.6bc835624802e1acfaa2c84e431f6b6f.jpg: 640x640 (no detections), 33.3ms Speed: 3.8ms preprocess, 33.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-2_jpg.rf.902c32374505759b8ead8e97d0ac581e.jpg: 640x640 (no detections), 15.8ms Speed: 4.6ms preprocess, 15.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-3_jpg.rf.2517042ad2cc06598e500b20e6444719.jpg: 640x640 (no detections), 23.6ms Speed: 6.2ms preprocess, 23.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-3_jpg.rf.74eb1c4b849fe8701e6d020aae2f1a4f.jpg: 640x640 1 Pothole, 23.1ms Speed: 5.7ms preprocess, 23.1ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-3_jpg.rf.ec3c10bb1aa23623d933facefd2bdc66.jpg: 640x640 2 Potholes, 31.7ms Speed: 4.4ms preprocess, 31.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-4_jpg.rf.c841133e66f371ae406224374d05a18b.jpg: 640x640 1 Pothole, 36.7ms Speed: 5.5ms preprocess, 36.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-6_jpg.rf.07a4d5225cd26c98d46a20670175d1e0.jpg: 640x640 1 Pothole, 17.2ms Speed: 3.8ms preprocess, 17.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-6_jpg.rf.1b8da8ab6622bbd0422044059cc50b08.jpg: 640x640 1 Pothole, 21.7ms Speed: 9.5ms preprocess, 21.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-6_jpg.rf.7bdd049da7b2df10bd25da3b8c666f22.jpg: 640x640 (no detections), 19.8ms Speed: 5.0ms preprocess, 19.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-7_jpg.rf.04c364acfb4730fee29d4a43080e65ae.jpg: 640x640 (no detections), 30.0ms Speed: 2.8ms preprocess, 30.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-7_jpg.rf.8016f6b88a04b4524eec84d4e0ac50c7.jpg: 640x640 1 Pothole, 20.6ms Speed: 5.9ms preprocess, 20.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-7_jpg.rf.ca691eada579524d0ee7c617e4a6e7d0.jpg: 640x640 (no detections), 16.1ms Speed: 5.1ms preprocess, 16.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-8_jpg.rf.8447bcd71700f81db09519de1af23a67.jpg: 640x640 (no detections), 27.4ms Speed: 4.2ms preprocess, 27.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-9_jpg.rf.275e72d0b9b5e5f927f529083d1008f8.jpg: 640x640 1 Pothole, 21.9ms Speed: 6.5ms preprocess, 21.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-9_jpg.rf.51e9a2ee47bff760e7f05fccf6de7686.jpg: 640x640 (no detections), 20.0ms Speed: 2.9ms preprocess, 20.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\Pothole_mp4-9_jpg.rf.ac453d5833dd197ad4962a4e11342786.jpg: 640x640 (no detections), 15.5ms Speed: 3.7ms preprocess, 15.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-10_jpg.rf.0b875c77badd9736cbcc85227241cef0.jpg: 640x640 (no detections), 17.6ms Speed: 5.5ms preprocess, 17.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-10_jpg.rf.a5a481a2879f57cba89f2b753428ccf0.jpg: 640x640 (no detections), 31.9ms Speed: 4.0ms preprocess, 31.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-10_jpg.rf.b96ebece468b1ff9b640417016aa90b2.jpg: 640x640 1 Pothole, 17.2ms Speed: 4.7ms preprocess, 17.2ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-11_jpg.rf.209b8b368931cf74c55b323a3383c298.jpg: 640x640 (no detections), 26.8ms Speed: 3.9ms preprocess, 26.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-11_jpg.rf.8ef2582d89c5d4551f123bff51c915fb.jpg: 640x640 1 Pothole, 15.7ms Speed: 5.5ms preprocess, 15.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-11_jpg.rf.f9d74106a8278817e62c63ae8162a6a8.jpg: 640x640 2 Potholes, 18.0ms Speed: 6.7ms preprocess, 18.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-12_jpg.rf.5ab53b93f793b7be34b6f43ebc49d001.jpg: 640x640 (no detections), 17.0ms Speed: 5.2ms preprocess, 17.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-12_jpg.rf.b13230a877cd401703fac6778539ec92.jpg: 640x640 3 Potholes, 17.1ms Speed: 4.9ms preprocess, 17.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-12_jpg.rf.cd06df3433b784a559411eec8ae331ed.jpg: 640x640 (no detections), 17.1ms Speed: 4.6ms preprocess, 17.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-13_jpg.rf.54da78c7e9451344280b144386162121.jpg: 640x640 (no detections), 17.2ms Speed: 4.3ms preprocess, 17.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-13_jpg.rf.6a419ab90bf89cc37ad8bca4dbee3f99.jpg: 640x640 5 Potholes, 25.3ms Speed: 7.1ms preprocess, 25.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-13_jpg.rf.f228a4552d85d72b1c3d9502161ea47f.jpg: 640x640 3 Potholes, 19.2ms Speed: 6.6ms preprocess, 19.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-14_jpg.rf.089dd046be7334f96284e214e5b55802.jpg: 640x640 (no detections), 37.2ms Speed: 3.3ms preprocess, 37.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-14_jpg.rf.1f56c9e4c631ad56078e48f312bee8b6.jpg: 640x640 4 Potholes, 27.4ms Speed: 3.7ms preprocess, 27.4ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-14_jpg.rf.2883086e44d949ccbbfcafbd28eb72c4.jpg: 640x640 (no detections), 17.7ms Speed: 4.2ms preprocess, 17.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-16_jpg.rf.1df49b0812a81ad160d25083fa466d8c.jpg: 640x640 3 Potholes, 17.5ms Speed: 5.1ms preprocess, 17.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-16_jpg.rf.3d0bb1b716d2e188256650d10e3ab4d8.jpg: 640x640 (no detections), 17.4ms Speed: 2.4ms preprocess, 17.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-16_jpg.rf.9492c1f1bbb96d22c175c2b5779fd5d4.jpg: 640x640 3 Potholes, 17.4ms Speed: 2.4ms preprocess, 17.4ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-1_jpg.rf.d6499af704bfb9b5d863477935566644.jpg: 640x640 2 Potholes, 17.2ms Speed: 4.5ms preprocess, 17.2ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-2_jpg.rf.642b002ca891df798ffdd43e511b8aa4.jpg: 640x640 1 Pothole, 34.7ms Speed: 7.0ms preprocess, 34.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-2_jpg.rf.cb3428cd363cd19b40096b32978a63e5.jpg: 640x640 1 Pothole, 27.1ms Speed: 5.6ms preprocess, 27.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-2_jpg.rf.fc105ae24250bffe4cfd066918b06dc7.jpg: 640x640 6 Potholes, 19.5ms Speed: 5.6ms preprocess, 19.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-3_jpg.rf.3c51ea50a4dfd8cadc7a0c056d02f259.jpg: 640x640 6 Potholes, 22.2ms Speed: 4.1ms preprocess, 22.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-4_jpg.rf.512b932fc4d8e459c85cddacbac13b18.jpg: 640x640 2 Potholes, 22.2ms Speed: 7.1ms preprocess, 22.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-4_jpg.rf.55687605ab7351f2937edd627ac34d95.jpg: 640x640 1 Pothole, 20.8ms Speed: 5.5ms preprocess, 20.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-4_jpg.rf.fd9557811e4708cf09073c6b9c91ef5e.jpg: 640x640 1 Pothole, 18.3ms Speed: 4.0ms preprocess, 18.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-6_jpg.rf.38ef10f5b779fed534c9064c81b9267a.jpg: 640x640 1 Pothole, 43.6ms Speed: 4.0ms preprocess, 43.6ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-6_jpg.rf.518997ce8e2bb8222949ae1d4f380993.jpg: 640x640 (no detections), 18.1ms Speed: 3.6ms preprocess, 18.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-6_jpg.rf.66c3421b67e39928e4f4a6153eeec795.jpg: 640x640 2 Potholes, 21.5ms Speed: 5.3ms preprocess, 21.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-7_jpg.rf.1abde60eb27e835f6fc5fe51a0c7adbe.jpg: 640x640 2 Potholes, 18.1ms Speed: 5.7ms preprocess, 18.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-7_jpg.rf.78e4d76d45700c86b03416470f4620b9.jpg: 640x640 1 Pothole, 22.0ms Speed: 6.0ms preprocess, 22.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-7_jpg.rf.a3cecd741b50dd7f98cdc3f0a211f64b.jpg: 640x640 1 Pothole, 18.4ms Speed: 5.1ms preprocess, 18.4ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-8_jpg.rf.343db3da9086b2011c74dca5ad1b23c0.jpg: 640x640 1 Pothole, 17.9ms Speed: 4.5ms preprocess, 17.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-8_jpg.rf.4d7058db353b378dfe85f31d73fa8caf.jpg: 640x640 (no detections), 19.7ms Speed: 4.8ms preprocess, 19.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-8_jpg.rf.ef544b147f3e8db512ae333d5f734912.jpg: 640x640 (no detections), 17.9ms Speed: 4.4ms preprocess, 17.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-9_jpg.rf.020b3b200400497b60c0063b0ccfb268.jpg: 640x640 (no detections), 34.7ms Speed: 5.3ms preprocess, 34.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-9_jpg.rf.80b5f090efc4f1b57aa4e27beab480d9.jpg: 640x640 3 Potholes, 18.0ms Speed: 4.4ms preprocess, 18.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-bad-road-with-holes-in-the-asphalt_mp4-9_jpg.rf.e208eb8b22329aed10655a6acb10e7fe.jpg: 640x640 (no detections), 24.4ms Speed: 4.2ms preprocess, 24.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-0_jpg.rf.9a03ef78f2d0e5c13fa882d46a38a2f1.jpg: 640x640 13 Potholes, 28.6ms Speed: 3.0ms preprocess, 28.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-0_jpg.rf.c0adda052e59e908dd2ae166c379ef97.jpg: 640x640 1 Pothole, 18.7ms Speed: 3.9ms preprocess, 18.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-0_jpg.rf.d287ec526086d73543bdffcfb74f212c.jpg: 640x640 10 Potholes, 18.2ms Speed: 5.4ms preprocess, 18.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-10_jpg.rf.b5b4ee625fc172d821313c2f1ab320b3.jpg: 640x640 1 Pothole, 18.4ms Speed: 2.8ms preprocess, 18.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-10_jpg.rf.f15ad3a8027a5ba8cb9f9c40a2d702ad.jpg: 640x640 12 Potholes, 18.2ms Speed: 2.8ms preprocess, 18.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-10_jpg.rf.f761616f1b14ad4f4334cf2128414c3b.jpg: 640x640 (no detections), 18.6ms Speed: 6.6ms preprocess, 18.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-11_jpg.rf.0452f6b1c0e289f86de3e6439a539e4c.jpg: 640x640 12 Potholes, 24.8ms Speed: 17.1ms preprocess, 24.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-11_jpg.rf.548f9370be5208d4231a82b03830fbd9.jpg: 640x640 12 Potholes, 25.0ms Speed: 9.4ms preprocess, 25.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-11_jpg.rf.a23b16782ad9940a8b30d1571aebb152.jpg: 640x640 (no detections), 29.5ms Speed: 3.6ms preprocess, 29.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-12_jpg.rf.2cd3dc783ba9f18d2679eaf3cab0f36a.jpg: 640x640 7 Potholes, 19.1ms Speed: 5.1ms preprocess, 19.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-12_jpg.rf.53b80d2c435e161a3b8bf0159cf61b41.jpg: 640x640 12 Potholes, 19.1ms Speed: 3.6ms preprocess, 19.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-12_jpg.rf.845d4eebc4638a475d31066a4c077b82.jpg: 640x640 10 Potholes, 20.8ms Speed: 5.4ms preprocess, 20.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-13_jpg.rf.11a8d11eade3f75150538d1768c06402.jpg: 640x640 11 Potholes, 23.6ms Speed: 7.3ms preprocess, 23.6ms inference, 8.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-13_jpg.rf.4259309e8ca691ee41bf2206479405a4.jpg: 640x640 2 Potholes, 23.5ms Speed: 4.0ms preprocess, 23.5ms inference, 12.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-13_jpg.rf.9fa7d59b979de35d177f687e73da03e9.jpg: 640x640 1 Pothole, 36.4ms Speed: 6.5ms preprocess, 36.4ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-14_jpg.rf.2ad81052d2ef2870e86fda52e906c0d2.jpg: 640x640 2 Potholes, 27.5ms Speed: 6.1ms preprocess, 27.5ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-14_jpg.rf.3085912fb1f7eb1218ae4197a917d9d4.jpg: 640x640 11 Potholes, 25.4ms Speed: 4.9ms preprocess, 25.4ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-14_jpg.rf.952f5508d33e165a889c96ff21499bc6.jpg: 640x640 2 Potholes, 21.6ms Speed: 5.9ms preprocess, 21.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-15_jpg.rf.9c3ed8dca085fd1af2ab84dfe625ca65.jpg: 640x640 1 Pothole, 29.8ms Speed: 7.6ms preprocess, 29.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-15_jpg.rf.cb120ffe39a601611ba3305b7f811af8.jpg: 640x640 10 Potholes, 19.5ms Speed: 4.4ms preprocess, 19.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-15_jpg.rf.f01613abbeeae1873d67348079d23ee7.jpg: 640x640 1 Pothole, 19.4ms Speed: 12.3ms preprocess, 19.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-16_jpg.rf.5afea84504a2b1384beb3e84e887ba35.jpg: 640x640 8 Potholes, 30.2ms Speed: 3.0ms preprocess, 30.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-16_jpg.rf.6acd3b69c4b90012c1c9d2908901f44f.jpg: 640x640 13 Potholes, 23.1ms Speed: 5.1ms preprocess, 23.1ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-16_jpg.rf.76fec4ea1fa63697033e5b43e925259d.jpg: 640x640 12 Potholes, 33.3ms Speed: 7.7ms preprocess, 33.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-17_jpg.rf.10458502ed82e0908a53f84bbebb3259.jpg: 640x640 9 Potholes, 19.9ms Speed: 7.2ms preprocess, 19.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-17_jpg.rf.2c161d4bccff6cf87f684e3dcf084cfe.jpg: 640x640 1 Pothole, 24.5ms Speed: 5.5ms preprocess, 24.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-17_jpg.rf.45d839fb230dfbccadc04642cc219290.jpg: 640x640 1 Pothole, 19.9ms Speed: 6.4ms preprocess, 19.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-18_jpg.rf.2c8925f8c8a0905cef8e8f8b46437099.jpg: 640x640 10 Potholes, 20.1ms Speed: 7.3ms preprocess, 20.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-18_jpg.rf.4b9f68a1f37b3ff05b9305dcb24b1085.jpg: 640x640 1 Pothole, 31.9ms Speed: 5.3ms preprocess, 31.9ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-18_jpg.rf.f497f1f2d767661ca4b5056d3f4bebe8.jpg: 640x640 1 Pothole, 37.5ms Speed: 11.1ms preprocess, 37.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-1_jpg.rf.7c3bc0784ff9ea60601b613b9b1fff67.jpg: 640x640 (no detections), 27.8ms Speed: 14.9ms preprocess, 27.8ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-1_jpg.rf.8ebe64b5491eac1049651e03ddb5898d.jpg: 640x640 11 Potholes, 41.5ms Speed: 4.5ms preprocess, 41.5ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-1_jpg.rf.fde1508ccd2af66be60b25e348721049.jpg: 640x640 1 Pothole, 31.4ms Speed: 12.2ms preprocess, 31.4ms inference, 7.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-20_jpg.rf.300ed5cf51f302e4e96e168290fff12d.jpg: 640x640 14 Potholes, 21.1ms Speed: 6.6ms preprocess, 21.1ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-20_jpg.rf.68bf7837518c72e04365ab9f6d6a544e.jpg: 640x640 1 Pothole, 21.8ms Speed: 6.1ms preprocess, 21.8ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-20_jpg.rf.eda6d360bb964894891ded7a95f9f036.jpg: 640x640 11 Potholes, 23.8ms Speed: 6.9ms preprocess, 23.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-22_jpg.rf.30a49b85bb1ce2dbc7f8b6804710f2bd.jpg: 640x640 13 Potholes, 22.2ms Speed: 10.9ms preprocess, 22.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-22_jpg.rf.c8cf6697b21f69a703b7d91e4d9029fa.jpg: 640x640 12 Potholes, 25.0ms Speed: 7.9ms preprocess, 25.0ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-22_jpg.rf.edaacebee7bb8a961d21e1a315550555.jpg: 640x640 1 Pothole, 36.2ms Speed: 7.8ms preprocess, 36.2ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-23_jpg.rf.3486cd5b47a12168e93408f994cdbaef.jpg: 640x640 12 Potholes, 47.9ms Speed: 6.9ms preprocess, 47.9ms inference, 7.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-23_jpg.rf.aad3bb7ed96318de136838d2d56f32d6.jpg: 640x640 1 Pothole, 27.4ms Speed: 5.4ms preprocess, 27.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-23_jpg.rf.f50761ee3465a6b7f2cf9057949785d6.jpg: 640x640 8 Potholes, 41.7ms Speed: 5.4ms preprocess, 41.7ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-24_jpg.rf.2b4bdd136f79e618493bf652b88bf69c.jpg: 640x640 (no detections), 20.1ms Speed: 4.8ms preprocess, 20.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-24_jpg.rf.b94a610ffd5b78b0dd4c7fd989b3e414.jpg: 640x640 13 Potholes, 19.7ms Speed: 4.3ms preprocess, 19.7ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-24_jpg.rf.d7af9e32e232d476c585a42a4562bfcd.jpg: 640x640 12 Potholes, 20.1ms Speed: 5.9ms preprocess, 20.1ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-25_jpg.rf.3d22c52f74e7932c497b27409ec50714.jpg: 640x640 14 Potholes, 19.7ms Speed: 5.5ms preprocess, 19.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-25_jpg.rf.b10ad286f364a9a3cad7a0e4b5794ddb.jpg: 640x640 (no detections), 24.5ms Speed: 12.1ms preprocess, 24.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-25_jpg.rf.ece634f45c29863c375a4d64b2287743.jpg: 640x640 1 Pothole, 21.7ms Speed: 5.9ms preprocess, 21.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-26_jpg.rf.86cb54cbcb28bd0a473c95615962f541.jpg: 640x640 17 Potholes, 21.5ms Speed: 5.2ms preprocess, 21.5ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-27_jpg.rf.2cac7c8c049eff5c9d0ddc18ba06e601.jpg: 640x640 (no detections), 25.7ms Speed: 5.6ms preprocess, 25.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-27_jpg.rf.334ef6878497cc9f6aa9d7a5984b1b9a.jpg: 640x640 18 Potholes, 31.2ms Speed: 5.0ms preprocess, 31.2ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-27_jpg.rf.5826d3795776973f7b51fd8583a80709.jpg: 640x640 1 Pothole, 29.6ms Speed: 5.9ms preprocess, 29.6ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-28_jpg.rf.740236ac72613a5f487b050ea937b0cf.jpg: 640x640 24 Potholes, 37.5ms Speed: 5.7ms preprocess, 37.5ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-28_jpg.rf.ba6c31d4c89e00521a036462db9d93f8.jpg: 640x640 16 Potholes, 34.6ms Speed: 5.3ms preprocess, 34.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-28_jpg.rf.d2d0539337e1f0f57ec4fffde7245773.jpg: 640x640 17 Potholes, 21.4ms Speed: 5.2ms preprocess, 21.4ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-29_jpg.rf.4dc27699ed564041fe633876f9496272.jpg: 640x640 18 Potholes, 21.4ms Speed: 4.8ms preprocess, 21.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-2_jpg.rf.2d2ea90d1ef367737ecc2d28d2578bad.jpg: 640x640 12 Potholes, 21.3ms Speed: 4.5ms preprocess, 21.3ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-2_jpg.rf.4e51fbace622f8327e6a28be0972debd.jpg: 640x640 1 Pothole, 26.9ms Speed: 6.9ms preprocess, 26.9ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-2_jpg.rf.8813d8649327b8d780693239c7508c91.jpg: 640x640 12 Potholes, 36.7ms Speed: 4.9ms preprocess, 36.7ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-30_jpg.rf.113cdc29edf96d3bd429bf044e87100f.jpg: 640x640 16 Potholes, 24.1ms Speed: 4.7ms preprocess, 24.1ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-30_jpg.rf.2b6753605dd01b297d69ae21cac47759.jpg: 640x640 21 Potholes, 28.2ms Speed: 5.2ms preprocess, 28.2ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-30_jpg.rf.df15feb853e62fd0cdc8c6e0fb78c6ee.jpg: 640x640 14 Potholes, 33.9ms Speed: 6.6ms preprocess, 33.9ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-31_jpg.rf.10ee58295a784e71815ecac48e649ee6.jpg: 640x640 22 Potholes, 38.0ms Speed: 9.4ms preprocess, 38.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-31_jpg.rf.51d0f0b4ae2c21cf22b17a81d7033114.jpg: 640x640 (no detections), 30.7ms Speed: 4.8ms preprocess, 30.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-31_jpg.rf.595baff95ef619567b6762b3c24c4c44.jpg: 640x640 (no detections), 31.6ms Speed: 4.3ms preprocess, 31.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-32_jpg.rf.0b60f2fc070fdbd05fcaf76df94d9ec6.jpg: 640x640 2 Potholes, 22.9ms Speed: 4.0ms preprocess, 22.9ms inference, 9.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-32_jpg.rf.0c6436f0433f2e9967dbd11be61fcc97.jpg: 640x640 1 Pothole, 28.9ms Speed: 4.4ms preprocess, 28.9ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-32_jpg.rf.da03ae4150e8d83b36967fb6996212dc.jpg: 640x640 21 Potholes, 22.7ms Speed: 4.5ms preprocess, 22.7ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-33_jpg.rf.f9ce078f5ebe7d58e47f9775b797610e.jpg: 640x640 20 Potholes, 25.3ms Speed: 9.1ms preprocess, 25.3ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-34_jpg.rf.3ba854c8e56feef3d58fd1a5552992cf.jpg: 640x640 (no detections), 23.1ms Speed: 10.4ms preprocess, 23.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-34_jpg.rf.976e5458eebe32c0f50a9c292e5e920a.jpg: 640x640 1 Pothole, 22.7ms Speed: 4.3ms preprocess, 22.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-34_jpg.rf.9fe175546716e53adc91979caca97b09.jpg: 640x640 24 Potholes, 27.9ms Speed: 3.8ms preprocess, 27.9ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-35_jpg.rf.16addb5c0c68156a09e9aaebd86b4ac1.jpg: 640x640 4 Potholes, 27.7ms Speed: 4.6ms preprocess, 27.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-35_jpg.rf.82126974137ed5b41ff1b30c511febca.jpg: 640x640 3 Potholes, 23.5ms Speed: 7.7ms preprocess, 23.5ms inference, 6.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-35_jpg.rf.b051d114a6653269d5ae2a8d01dfbd3c.jpg: 640x640 22 Potholes, 23.3ms Speed: 4.4ms preprocess, 23.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-36_jpg.rf.2cd38709d9a65341628afc58c6b0d0cc.jpg: 640x640 4 Potholes, 23.1ms Speed: 3.3ms preprocess, 23.1ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-36_jpg.rf.4f845a57b32d05bdbac0d2dc2e271b45.jpg: 640x640 22 Potholes, 24.6ms Speed: 8.5ms preprocess, 24.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-36_jpg.rf.9fc601d4cf2d31ce0aa9a33b4d906565.jpg: 640x640 17 Potholes, 23.6ms Speed: 3.8ms preprocess, 23.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-37_jpg.rf.a96b9fbef75ab2f893880e07fd695f4d.jpg: 640x640 25 Potholes, 25.8ms Speed: 4.1ms preprocess, 25.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-37_jpg.rf.c372e600ed90625911edfd30638302b8.jpg: 640x640 23 Potholes, 25.5ms Speed: 10.5ms preprocess, 25.5ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-37_jpg.rf.f699483b7b5f5343b57b9a62f4c86d63.jpg: 640x640 23 Potholes, 28.0ms Speed: 3.9ms preprocess, 28.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-38_jpg.rf.60b88cf78ba2afc6fcfe6e345bcf8115.jpg: 640x640 (no detections), 32.4ms Speed: 5.4ms preprocess, 32.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-38_jpg.rf.630fd490a3e09b0c2da052fd19231eac.jpg: 640x640 2 Potholes, 30.0ms Speed: 6.0ms preprocess, 30.0ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-38_jpg.rf.6902ad5e2edc029b02d06aacec6e86bf.jpg: 640x640 26 Potholes, 23.5ms Speed: 6.4ms preprocess, 23.5ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-39_jpg.rf.3dd9ff6c091c25affed1c0dfab868c90.jpg: 640x640 (no detections), 23.9ms Speed: 5.9ms preprocess, 23.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-39_jpg.rf.a963661bba3b41f488d642aeae78ef95.jpg: 640x640 1 Pothole, 23.6ms Speed: 7.6ms preprocess, 23.6ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-39_jpg.rf.e3be57af1bdd89cd4f9921b8e9b11a2c.jpg: 640x640 23 Potholes, 24.0ms Speed: 6.8ms preprocess, 24.0ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-42_jpg.rf.0f65e9be4c6d9e8cb873205d23cda620.jpg: 640x640 25 Potholes, 24.6ms Speed: 4.4ms preprocess, 24.6ms inference, 8.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-43_jpg.rf.010dfced5a1408eab0f14c18a4e095ec.jpg: 640x640 22 Potholes, 24.2ms Speed: 4.3ms preprocess, 24.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-43_jpg.rf.2ce9c1f345b8bc16660ec788c7eb96ca.jpg: 640x640 1 Pothole, 24.0ms Speed: 5.7ms preprocess, 24.0ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-43_jpg.rf.f3b24a3b2a73031dca5c16a68295a8e4.jpg: 640x640 1 Pothole, 26.8ms Speed: 5.3ms preprocess, 26.8ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-44_jpg.rf.01c8a7ef3f478f200b1c5b5e243499e8.jpg: 640x640 23 Potholes, 32.1ms Speed: 13.2ms preprocess, 32.1ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-44_jpg.rf.8763a92f0ee09005ebc53ed5c15323df.jpg: 640x640 5 Potholes, 24.6ms Speed: 6.2ms preprocess, 24.6ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-44_jpg.rf.a68be2811d6e41b1933b211f4cbe998f.jpg: 640x640 3 Potholes, 23.9ms Speed: 5.4ms preprocess, 23.9ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-46_jpg.rf.10118e3763630eb48b89441dacba5cf9.jpg: 640x640 22 Potholes, 23.8ms Speed: 4.1ms preprocess, 23.8ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-46_jpg.rf.350ea9a36fb890b0c09ed21ac5c4525e.jpg: 640x640 6 Potholes, 23.9ms Speed: 4.1ms preprocess, 23.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-46_jpg.rf.e74e8a2fb2fd2c851e8dcef8807dd6ad.jpg: 640x640 21 Potholes, 24.9ms Speed: 4.1ms preprocess, 24.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-47_jpg.rf.54ece5e52b7c7d1604e9bbe9407a6186.jpg: 640x640 22 Potholes, 24.1ms Speed: 4.0ms preprocess, 24.1ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-47_jpg.rf.7ed6074cd841d1f4bf8ee6bad3e1d1fe.jpg: 640x640 22 Potholes, 24.0ms Speed: 5.3ms preprocess, 24.0ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-47_jpg.rf.cb31d471610d3a0708e46e909925d0b0.jpg: 640x640 21 Potholes, 24.4ms Speed: 5.2ms preprocess, 24.4ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-48_jpg.rf.2c8c7b4e2c745b7edbeafdb4bbcad1e9.jpg: 640x640 3 Potholes, 24.3ms Speed: 13.5ms preprocess, 24.3ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-48_jpg.rf.4c1e903fa69e251f709e0fb694f0429b.jpg: 640x640 3 Potholes, 31.5ms Speed: 7.0ms preprocess, 31.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-48_jpg.rf.afaffd7166e3efa84fa2ef07fdd8eb79.jpg: 640x640 22 Potholes, 31.2ms Speed: 5.0ms preprocess, 31.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-49_jpg.rf.73cc090a3eab22b4108c6998520e9a58.jpg: 640x640 20 Potholes, 25.3ms Speed: 3.2ms preprocess, 25.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-4_jpg.rf.3642f4f8d427121b68a34f13d5b64b7f.jpg: 640x640 10 Potholes, 24.2ms Speed: 4.0ms preprocess, 24.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-4_jpg.rf.4d52b8b8e44c459a52e3d801e46e9157.jpg: 640x640 (no detections), 34.3ms Speed: 7.1ms preprocess, 34.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-4_jpg.rf.816f48752e1c5882a8ae89726a49457f.jpg: 640x640 9 Potholes, 24.1ms Speed: 8.9ms preprocess, 24.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-50_jpg.rf.6095b9ddb71d76370a2edac06d3e12ff.jpg: 640x640 3 Potholes, 24.4ms Speed: 4.7ms preprocess, 24.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-50_jpg.rf.834c51699b76273ff8f4ac711a3e55ee.jpg: 640x640 20 Potholes, 24.8ms Speed: 6.6ms preprocess, 24.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-50_jpg.rf.84a55368ef9460985f4f8aadb134cc82.jpg: 640x640 (no detections), 24.1ms Speed: 3.8ms preprocess, 24.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-52_jpg.rf.13607c22acc8dafd472d4e7d9ad35b56.jpg: 640x640 7 Potholes, 24.1ms Speed: 3.8ms preprocess, 24.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-52_jpg.rf.1502079fc56c278c83a8b622380a9094.jpg: 640x640 2 Potholes, 21.1ms Speed: 4.0ms preprocess, 21.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-52_jpg.rf.6f838511c0a30b7f1dcb8f9b31c3326d.jpg: 640x640 18 Potholes, 21.1ms Speed: 3.3ms preprocess, 21.1ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-53_jpg.rf.19106d12125f96dda467c8f6862e6f6e.jpg: 640x640 2 Potholes, 21.1ms Speed: 3.0ms preprocess, 21.1ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-53_jpg.rf.32d16513778126750a650f6d705a42a8.jpg: 640x640 19 Potholes, 21.2ms Speed: 3.0ms preprocess, 21.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-53_jpg.rf.ab907bb2539c3977c17d7552ec2cf1a6.jpg: 640x640 19 Potholes, 19.2ms Speed: 2.3ms preprocess, 19.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-55_jpg.rf.b015d0ace63bd19a62ee32194855486f.jpg: 640x640 23 Potholes, 19.1ms Speed: 2.2ms preprocess, 19.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-56_jpg.rf.8436fa6b55f1358563cbb2bf13ecfdf1.jpg: 640x640 5 Potholes, 19.1ms Speed: 2.3ms preprocess, 19.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-56_jpg.rf.86bab20a29722ebe1b9022939f28b6e1.jpg: 640x640 21 Potholes, 19.4ms Speed: 2.7ms preprocess, 19.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-56_jpg.rf.fb0942220f9e650d5118282635f840d9.jpg: 640x640 17 Potholes, 19.2ms Speed: 3.1ms preprocess, 19.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-5_jpg.rf.8f324aeb52fb81dd374b98634c4f3c06.jpg: 640x640 10 Potholes, 17.0ms Speed: 2.4ms preprocess, 17.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-5_jpg.rf.aa66144bda19c5bdff77fe7c92b36f4e.jpg: 640x640 1 Pothole, 16.7ms Speed: 2.8ms preprocess, 16.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-5_jpg.rf.c2bc3bdde198a58df7cbfdffa14cd5ba.jpg: 640x640 8 Potholes, 16.8ms Speed: 2.2ms preprocess, 16.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-7_jpg.rf.b7ad8b4f6c4c8b1200f3d139410acf89.jpg: 640x640 11 Potholes, 16.7ms Speed: 3.5ms preprocess, 16.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-7_jpg.rf.bf7875df5f85bea87bd888bb185433ec.jpg: 640x640 9 Potholes, 16.6ms Speed: 2.2ms preprocess, 16.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-7_jpg.rf.f2a9fc763be45a2091fa0575376ae8bf.jpg: 640x640 (no detections), 16.7ms Speed: 2.3ms preprocess, 16.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-destroyed-road-difficult-traffic-area-threat-of-traffic-accident-countryside-ukraine_mp4-9_jpg.rf.e1fd1a3d597976807266571ba1cb7243.jpg: 640x640 12 Potholes, 14.9ms Speed: 3.0ms preprocess, 14.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-0_jpg.rf.59178c93abedeb74baf3d06452529364.jpg: 640x640 3 Potholes, 15.1ms Speed: 2.1ms preprocess, 15.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-0_jpg.rf.75b5d2b7933350292c91fe00284fd979.jpg: 640x640 3 Potholes, 14.7ms Speed: 3.2ms preprocess, 14.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-0_jpg.rf.e9547d6c7ac95fec7ee0887bce2b6e69.jpg: 640x640 1 Pothole, 14.9ms Speed: 4.5ms preprocess, 14.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-11_jpg.rf.e319d8c6b6de6ab4561af5dc37c534c7.jpg: 640x640 3 Potholes, 14.8ms Speed: 2.8ms preprocess, 14.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-12_jpg.rf.44a8c549661db4f09f7036f6c81ccd8f.jpg: 640x640 1 Pothole, 15.0ms Speed: 2.7ms preprocess, 15.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-12_jpg.rf.998581807bc120343074c6a4cd142cf8.jpg: 640x640 (no detections), 12.4ms Speed: 2.1ms preprocess, 12.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-12_jpg.rf.dd864f85cb41c8e53f18a600d91c7227.jpg: 640x640 2 Potholes, 12.5ms Speed: 2.3ms preprocess, 12.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-1_jpg.rf.0597f8cfa1006f7f496d9ab5bd6ca28f.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.7ms preprocess, 12.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-1_jpg.rf.53ce9709c241534cc9110b0f91d62a58.jpg: 640x640 (no detections), 12.8ms Speed: 3.3ms preprocess, 12.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-1_jpg.rf.5f4d0de2f670700b7e6a9c3512ef534c.jpg: 640x640 (no detections), 12.9ms Speed: 5.4ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-2_jpg.rf.1441d8cb90e854be5748b3b960e09bfe.jpg: 640x640 1 Pothole, 13.1ms Speed: 3.9ms preprocess, 13.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-2_jpg.rf.3b910db5e06919d5e6cc77ba05077feb.jpg: 640x640 (no detections), 41.5ms Speed: 8.4ms preprocess, 41.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-2_jpg.rf.94a929ec56e3b45849529fabd8b03425.jpg: 640x640 (no detections), 20.7ms Speed: 4.5ms preprocess, 20.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-3_jpg.rf.0d49e28eb1f6869dd1697844d9cc6dbc.jpg: 640x640 2 Potholes, 16.5ms Speed: 6.8ms preprocess, 16.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-3_jpg.rf.209f9442bf52ae8a164e0edd1882543d.jpg: 640x640 (no detections), 24.3ms Speed: 5.0ms preprocess, 24.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-3_jpg.rf.56c2912d444d8e8691e47c2dfda88ba8.jpg: 640x640 1 Pothole, 29.3ms Speed: 8.4ms preprocess, 29.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-4_jpg.rf.5ef048fcccfde3ec2155dc0b9c8fbc4e.jpg: 640x640 1 Pothole, 27.8ms Speed: 7.1ms preprocess, 27.8ms inference, 6.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-4_jpg.rf.68ea680b8628b1b54c91159d0042a2d6.jpg: 640x640 1 Pothole, 16.2ms Speed: 4.4ms preprocess, 16.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-4_jpg.rf.e23cf0915a70af81de0ebb7ddd8433cb.jpg: 640x640 1 Pothole, 14.5ms Speed: 4.3ms preprocess, 14.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-5_jpg.rf.0d379c13511fb3a11a447295d9c27063.jpg: 640x640 1 Pothole, 39.9ms Speed: 3.6ms preprocess, 39.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-5_jpg.rf.3e819d90d6c57d9e6c7879e4aa295299.jpg: 640x640 1 Pothole, 18.0ms Speed: 5.8ms preprocess, 18.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-5_jpg.rf.b3de1604e9a7ceeb94dc3ad9c7a1c0c1.jpg: 640x640 1 Pothole, 15.7ms Speed: 3.0ms preprocess, 15.7ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-6_jpg.rf.0682b2839d35ad65292cfd3ca99240d6.jpg: 640x640 1 Pothole, 23.8ms Speed: 4.8ms preprocess, 23.8ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-6_jpg.rf.2b15db1c4cded08f711d45be0af043b0.jpg: 640x640 3 Potholes, 37.6ms Speed: 8.7ms preprocess, 37.6ms inference, 11.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-6_jpg.rf.d579a6531de0fcff28666e9f1c149775.jpg: 640x640 2 Potholes, 20.9ms Speed: 4.7ms preprocess, 20.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-7_jpg.rf.701810910174da1c2873fde98dee67fd.jpg: 640x640 (no detections), 39.3ms Speed: 6.6ms preprocess, 39.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-7_jpg.rf.beb63276fe95d3bf1cf9d5dfaafc90ce.jpg: 640x640 2 Potholes, 23.7ms Speed: 7.9ms preprocess, 23.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-7_jpg.rf.e60b42b701c2145c93c70e1f3e62fb5a.jpg: 640x640 (no detections), 12.6ms Speed: 6.5ms preprocess, 12.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-8_jpg.rf.8ce9fe938e62b5c5748463b146f9f011.jpg: 640x640 (no detections), 17.8ms Speed: 5.2ms preprocess, 17.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-8_jpg.rf.c1225cdef292b29bae33c8dd542083ce.jpg: 640x640 2 Potholes, 18.0ms Speed: 5.5ms preprocess, 18.0ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-motorbike-ride-around-pothole-but-then-ride-over-other-one-damaged-road-surface-at-bali_mp4-8_jpg.rf.e71de0fe49bf426933aedbdce274965a.jpg: 640x640 3 Potholes, 14.6ms Speed: 4.1ms preprocess, 14.6ms inference, 7.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-0_jpg.rf.66108b013c340f6c0038a0c94da2180c.jpg: 640x640 1 Pothole, 25.5ms Speed: 10.7ms preprocess, 25.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-0_jpg.rf.b1dfbd7d4d15d4661e5718de60a85806.jpg: 640x640 (no detections), 29.0ms Speed: 5.8ms preprocess, 29.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-0_jpg.rf.edf0dc3f9dd6f02088bc28e5da438c52.jpg: 640x640 3 Potholes, 19.1ms Speed: 3.6ms preprocess, 19.1ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-1_jpg.rf.4589afa9bc232fe4f9472d34627c76d7.jpg: 640x640 (no detections), 26.9ms Speed: 6.0ms preprocess, 26.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-1_jpg.rf.4ca2ba17ba3f1864aa4cf66eb2bb6be1.jpg: 640x640 7 Potholes, 14.8ms Speed: 4.7ms preprocess, 14.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-1_jpg.rf.aff4d897cd278a2108b0c36b1941786e.jpg: 640x640 5 Potholes, 28.0ms Speed: 3.5ms preprocess, 28.0ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-2_jpg.rf.77ea4b1a0ecf0c553e8231b68af7d85e.jpg: 640x640 3 Potholes, 17.6ms Speed: 4.1ms preprocess, 17.6ms inference, 13.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-3_jpg.rf.c7928368f6075e87c9d74ed25d24a6da.jpg: 640x640 (no detections), 18.8ms Speed: 4.4ms preprocess, 18.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-3_jpg.rf.c9b95281a22f9a6018f4d7b3b97e85fc.jpg: 640x640 3 Potholes, 17.5ms Speed: 3.6ms preprocess, 17.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-3_jpg.rf.d1a93c77c7d910315c1a20d1b8613321.jpg: 640x640 3 Potholes, 34.0ms Speed: 5.7ms preprocess, 34.0ms inference, 15.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-5_jpg.rf.42a037dfe58a5d72b8f9d22c4ddabf36.jpg: 640x640 3 Potholes, 21.3ms Speed: 4.5ms preprocess, 21.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-5_jpg.rf.66ef5ee8341fd87a7b1e6ed5dd641c11.jpg: 640x640 1 Pothole, 24.3ms Speed: 6.3ms preprocess, 24.3ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-5_jpg.rf.750a927f3f6807e9b94cc8a928789674.jpg: 640x640 (no detections), 20.6ms Speed: 5.2ms preprocess, 20.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-7_jpg.rf.2096a744f27923d7e690b8a136598bd7.jpg: 640x640 3 Potholes, 18.2ms Speed: 4.8ms preprocess, 18.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-7_jpg.rf.4f074b4336c7c9b37818c15f37e22bde.jpg: 640x640 5 Potholes, 17.8ms Speed: 4.7ms preprocess, 17.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-7_jpg.rf.c4e38d12df0f11e804943890a46ed25c.jpg: 640x640 3 Potholes, 18.0ms Speed: 2.8ms preprocess, 18.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-8_jpg.rf.020a7399d6e9fcfc06a8991a7f005ec5.jpg: 640x640 (no detections), 18.0ms Speed: 2.3ms preprocess, 18.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-8_jpg.rf.310bc2550d23fb6ad8ee5dc4b490ebcf.jpg: 640x640 2 Potholes, 17.8ms Speed: 2.2ms preprocess, 17.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-8_jpg.rf.6737e417a83bd47345763931ea001c3e.jpg: 640x640 4 Potholes, 17.9ms Speed: 2.4ms preprocess, 17.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-9_jpg.rf.16ef2fcc64b0c8a7c89a16be6a60a431.jpg: 640x640 1 Pothole, 17.9ms Speed: 2.1ms preprocess, 17.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-9_jpg.rf.a23551c62c4aa574d83f9be39141a32c.jpg: 640x640 (no detections), 17.9ms Speed: 2.4ms preprocess, 17.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-potholes-on-the-old-highway-in-the-city_mp4-9_jpg.rf.bf28f34315b898d51e85bde1096c9ac3.jpg: 640x640 3 Potholes, 16.1ms Speed: 3.2ms preprocess, 16.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-0_jpg.rf.b02aed0d33a5f30eae5a9533d712e30a.jpg: 640x640 (no detections), 15.9ms Speed: 2.0ms preprocess, 15.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-10_jpg.rf.3f21ac920054b57457821478109b3dcb.jpg: 640x640 4 Potholes, 15.9ms Speed: 2.9ms preprocess, 15.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-10_jpg.rf.4eab9cc602aeaa6284720568673d2194.jpg: 640x640 1 Pothole, 16.3ms Speed: 2.5ms preprocess, 16.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-10_jpg.rf.a972040c4c33f18192e8d8280ae36438.jpg: 640x640 2 Potholes, 16.1ms Speed: 2.3ms preprocess, 16.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-11_jpg.rf.a99e48c44589b9038f8d994e4f804896.jpg: 640x640 2 Potholes, 15.8ms Speed: 2.0ms preprocess, 15.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-12_jpg.rf.64c6660aaa23b0c1ee6c554f2e5d7960.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.1ms preprocess, 14.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-12_jpg.rf.a8c93fd7d2997a5f1023ddadcb4c4917.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.6ms preprocess, 14.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-12_jpg.rf.ddd02c62dd4697ff09783e03706429b9.jpg: 640x640 (no detections), 14.5ms Speed: 2.6ms preprocess, 14.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-13_jpg.rf.87ed3f5fcae1516a58c0ef78aa69d10b.jpg: 640x640 (no detections), 18.2ms Speed: 6.0ms preprocess, 18.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-13_jpg.rf.cdb881c9656e0914541115908bf4ede8.jpg: 640x640 (no detections), 15.1ms Speed: 5.2ms preprocess, 15.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-13_jpg.rf.e383684999eeee8b6f6594ea159d7446.jpg: 640x640 1 Pothole, 19.4ms Speed: 5.5ms preprocess, 19.4ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-14_jpg.rf.e6d6868d07f1b9f1b3bdfc4906cda12b.jpg: 640x640 (no detections), 51.8ms Speed: 5.0ms preprocess, 51.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-15_jpg.rf.78e0a89869f39e94fbd4015ae2862d7c.jpg: 640x640 (no detections), 25.8ms Speed: 7.3ms preprocess, 25.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-15_jpg.rf.e41533a313671f75d7b7bea9e524ec6a.jpg: 640x640 (no detections), 22.9ms Speed: 5.7ms preprocess, 22.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-15_jpg.rf.fe6a1d7711e60d64d9f1ce4bc6db1927.jpg: 640x640 (no detections), 28.0ms Speed: 4.8ms preprocess, 28.0ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-16_jpg.rf.42ef9eeaad9c4bb793743bae9b70e93b.jpg: 640x640 2 Potholes, 32.2ms Speed: 8.9ms preprocess, 32.2ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-16_jpg.rf.5739e96486df7ff28bad7ac277e9336e.jpg: 640x640 (no detections), 13.7ms Speed: 3.8ms preprocess, 13.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-16_jpg.rf.5d0d2199a3a4943403abc22b2ba0096f.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.5ms preprocess, 13.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-17_jpg.rf.66ae24b272016cb7b94bb10f9e257a8a.jpg: 640x640 (no detections), 14.8ms Speed: 4.8ms preprocess, 14.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-17_jpg.rf.7b944c116c26e387a65b6e69df3988db.jpg: 640x640 (no detections), 27.6ms Speed: 5.9ms preprocess, 27.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-17_jpg.rf.b1be85963bdabbc33b4a3adcf5264ea5.jpg: 640x640 (no detections), 21.3ms Speed: 6.0ms preprocess, 21.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-18_jpg.rf.560eebaaefffbb511f0e32e4073c446e.jpg: 640x640 1 Pothole, 15.4ms Speed: 2.9ms preprocess, 15.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-18_jpg.rf.5acae74c1bf892e3f5651cc643bc74a2.jpg: 640x640 2 Potholes, 34.3ms Speed: 5.9ms preprocess, 34.3ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-18_jpg.rf.f3c5a7f55aff3e2fceb7ad1486f734a5.jpg: 640x640 (no detections), 24.1ms Speed: 4.6ms preprocess, 24.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-19_jpg.rf.72898f7acb40c0ef5429456a2a2027f8.jpg: 640x640 1 Pothole, 25.0ms Speed: 5.0ms preprocess, 25.0ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-1_jpg.rf.074c35485a6f8454fc051f9dbbc710df.jpg: 640x640 (no detections), 13.0ms Speed: 2.9ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-1_jpg.rf.36696c960eff0c4f7ef03d4021cf8d6b.jpg: 640x640 (no detections), 19.4ms Speed: 3.9ms preprocess, 19.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-1_jpg.rf.661d46a2a0873aab4d3a70879531c659.jpg: 640x640 (no detections), 21.0ms Speed: 4.6ms preprocess, 21.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-20_jpg.rf.e8cbb07ecf1477621d3864e83925df47.jpg: 640x640 (no detections), 13.2ms Speed: 4.5ms preprocess, 13.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-22_jpg.rf.361764b9627d24c379bc8ed1dc01a045.jpg: 640x640 (no detections), 15.7ms Speed: 4.2ms preprocess, 15.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-22_jpg.rf.cb337cbdd2809c5657eada4bb8adc42f.jpg: 640x640 (no detections), 13.3ms Speed: 3.7ms preprocess, 13.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-22_jpg.rf.e47058a6bf7d7f7ad1a11434a46a8489.jpg: 640x640 (no detections), 14.5ms Speed: 4.1ms preprocess, 14.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-23_jpg.rf.2f8303f0d7afbd701df8e70e46d5b80e.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.7ms preprocess, 13.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-23_jpg.rf.43b3b5818efb3ddd2c637c69c0960956.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.9ms preprocess, 13.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-23_jpg.rf.5ee0de086e330e88e4767370f675c4d4.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.0ms preprocess, 13.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-24_jpg.rf.4125e205da3a010953f47017a4124015.jpg: 640x640 (no detections), 12.8ms Speed: 2.5ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-24_jpg.rf.aafb6a79d9c67a5002dbb88406fec775.jpg: 640x640 (no detections), 13.2ms Speed: 3.9ms preprocess, 13.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-24_jpg.rf.cfcaea2ae9b736527193ec1130aacd67.jpg: 640x640 (no detections), 13.2ms Speed: 2.3ms preprocess, 13.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-25_jpg.rf.0bce49e3d8f9ccde09131be82eb948e7.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.5ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-25_jpg.rf.d509bfbc1fec639cf6979ccccf43dacd.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.2ms preprocess, 13.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-25_jpg.rf.f700dc57671a43fbfdca6526c26716ca.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.2ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-26_jpg.rf.1c18f975815c5cceeb22f056a04df0b4.jpg: 640x640 2 Potholes, 16.0ms Speed: 2.7ms preprocess, 16.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-26_jpg.rf.5ab97e493d84e84469dad0b1e1d6ddbc.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.1ms preprocess, 13.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-26_jpg.rf.68d7885f2ef9200bc22adae9c7f5ed7b.jpg: 640x640 2 Potholes, 13.0ms Speed: 2.8ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-27_jpg.rf.5d36595f33eb9f263759e1fc13103f25.jpg: 640x640 (no detections), 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-27_jpg.rf.97f5c835a37006ca812c7c32348ed4c8.jpg: 640x640 (no detections), 12.9ms Speed: 2.0ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-27_jpg.rf.c868a443d1e691202756877f9dc189ce.jpg: 640x640 1 Pothole, 13.2ms Speed: 2.0ms preprocess, 13.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-28_jpg.rf.0a170dcbe91c8d9c705df86ed2b11ef5.jpg: 640x640 2 Potholes, 13.2ms Speed: 2.3ms preprocess, 13.2ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-28_jpg.rf.68267745b53cab94ffc2ec4d63f64232.jpg: 640x640 (no detections), 13.4ms Speed: 3.9ms preprocess, 13.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-28_jpg.rf.fedc2a656896bbb98f4901c421a942eb.jpg: 640x640 (no detections), 19.8ms Speed: 3.5ms preprocess, 19.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-29_jpg.rf.3f00cf18554670b06d46f825210a6199.jpg: 640x640 2 Potholes, 16.6ms Speed: 4.1ms preprocess, 16.6ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-29_jpg.rf.9db69550454e11a421f07cc6055e2a62.jpg: 640x640 3 Potholes, 19.6ms Speed: 4.3ms preprocess, 19.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-29_jpg.rf.fb3d17bef72c95186e01f59e2de883d4.jpg: 640x640 3 Potholes, 21.4ms Speed: 4.1ms preprocess, 21.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-31_jpg.rf.183754ad5f281cc9944e34eb35e56c3b.jpg: 640x640 (no detections), 38.6ms Speed: 5.8ms preprocess, 38.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-31_jpg.rf.3be8a092a7fd4e345f292bb4d11e1a1c.jpg: 640x640 (no detections), 20.3ms Speed: 5.8ms preprocess, 20.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-31_jpg.rf.628ac460fd82d4ea88e1b2d8383fc3aa.jpg: 640x640 1 Pothole, 12.4ms Speed: 5.1ms preprocess, 12.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-32_jpg.rf.1f121c500e7f80fd150265828e8ebf7e.jpg: 640x640 (no detections), 14.7ms Speed: 7.6ms preprocess, 14.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-32_jpg.rf.95da2a87b97471adafa2767aae1162dc.jpg: 640x640 2 Potholes, 26.9ms Speed: 5.2ms preprocess, 26.9ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-32_jpg.rf.b783929a7abad02a1212c679cd4057c6.jpg: 640x640 1 Pothole, 25.3ms Speed: 4.5ms preprocess, 25.3ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-35_jpg.rf.0f5c4cc0b9c2d227ef70ffc3c220ebed.jpg: 640x640 (no detections), 37.5ms Speed: 4.4ms preprocess, 37.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-35_jpg.rf.50ebf0d3b644cc25a061ef4057dc808c.jpg: 640x640 (no detections), 25.9ms Speed: 5.5ms preprocess, 25.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-35_jpg.rf.c54495fed33274380b21119722834a6c.jpg: 640x640 (no detections), 21.3ms Speed: 19.8ms preprocess, 21.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-37_jpg.rf.33721e4d8ad6dd414a988a2fb7db2e92.jpg: 640x640 1 Pothole, 19.9ms Speed: 4.4ms preprocess, 19.9ms inference, 9.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-37_jpg.rf.a685af44a2b6c06e49f511a44945b632.jpg: 640x640 1 Pothole, 21.3ms Speed: 7.7ms preprocess, 21.3ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-37_jpg.rf.f863498c3e1e6a0e279caee4b11b2b1c.jpg: 640x640 1 Pothole, 26.1ms Speed: 8.3ms preprocess, 26.1ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-38_jpg.rf.1987793589396676cd541e417b78a6d1.jpg: 640x640 (no detections), 22.9ms Speed: 5.2ms preprocess, 22.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-38_jpg.rf.308530d240bab6136ccd83a6367eebb1.jpg: 640x640 3 Potholes, 20.5ms Speed: 4.2ms preprocess, 20.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-38_jpg.rf.3cd1f5000fb08b039c0d0f45f35cc072.jpg: 640x640 (no detections), 12.6ms Speed: 4.4ms preprocess, 12.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-39_jpg.rf.90f706e8daa71a14cd01003cbdd345cf.jpg: 640x640 1 Pothole, 12.7ms Speed: 6.0ms preprocess, 12.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-39_jpg.rf.9bc9409ee673752c3d4ddd8a18027b6a.jpg: 640x640 (no detections), 12.1ms Speed: 3.7ms preprocess, 12.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-39_jpg.rf.c8e8d51f70030ef21f72c7ef01f37ef9.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.4ms preprocess, 12.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-3_jpg.rf.18626069e2e68ba885de88e60cc78e8a.jpg: 640x640 2 Potholes, 12.2ms Speed: 2.8ms preprocess, 12.2ms inference, 10.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-3_jpg.rf.be53b076eac460b78b1b5be811ae1911.jpg: 640x640 3 Potholes, 14.1ms Speed: 2.9ms preprocess, 14.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-3_jpg.rf.c33b357b805696e8ccfa152b03e83bcb.jpg: 640x640 4 Potholes, 18.2ms Speed: 5.0ms preprocess, 18.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-41_jpg.rf.160ca5899263b1eb9d86825709185798.jpg: 640x640 1 Pothole, 17.3ms Speed: 3.6ms preprocess, 17.3ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-41_jpg.rf.e5f52946033f334f06a20d6ca6a87be5.jpg: 640x640 (no detections), 20.5ms Speed: 6.8ms preprocess, 20.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-41_jpg.rf.e611fc2fb24ed23ce42c297933d3fc19.jpg: 640x640 1 Pothole, 35.3ms Speed: 8.2ms preprocess, 35.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-42_jpg.rf.34fe9afeb19d28d7de01398934830842.jpg: 640x640 (no detections), 16.9ms Speed: 6.8ms preprocess, 16.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-42_jpg.rf.54eb42209d8eee090a70ab6b36fe3a35.jpg: 640x640 1 Pothole, 23.5ms Speed: 4.2ms preprocess, 23.5ms inference, 8.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-42_jpg.rf.85a9bcc805cc8e5f030eeb6cc090d25a.jpg: 640x640 (no detections), 12.4ms Speed: 3.7ms preprocess, 12.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-43_jpg.rf.183af34cc3c44eb8c49dc74db7aaf55a.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.3ms preprocess, 13.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-43_jpg.rf.835f999b368b34e825fd0c2a2c7f736e.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.7ms preprocess, 12.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-43_jpg.rf.eca5e932e870d2449da77de6933a50c5.jpg: 640x640 (no detections), 11.9ms Speed: 2.2ms preprocess, 11.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-45_jpg.rf.434c952b51183f6ce15e362a69d1522e.jpg: 640x640 1 Pothole, 11.9ms Speed: 1.9ms preprocess, 11.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-45_jpg.rf.d53f68190b5d6fb6ea1dc6968f4bd2a6.jpg: 640x640 (no detections), 12.3ms Speed: 2.2ms preprocess, 12.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-45_jpg.rf.eb86f05e24a3fe37e1dae5e111e262bf.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.1ms preprocess, 13.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-46_jpg.rf.12b89d09cedb6329169d198acd993f3b.jpg: 640x640 (no detections), 12.6ms Speed: 2.2ms preprocess, 12.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-46_jpg.rf.4afcf42807a3f23d64dd575513ab0d74.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.0ms preprocess, 12.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-46_jpg.rf.c3d4cd24e4fc3be7b6ec45598f36ea52.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.2ms preprocess, 12.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-48_jpg.rf.8ff6035a06f9750db58ef8818229c4d9.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.0ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-48_jpg.rf.c8d598254fc514a196c83e678d2a61ab.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.6ms preprocess, 12.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-48_jpg.rf.de7cc743d32ee51a0330b4374527d905.jpg: 640x640 (no detections), 11.6ms Speed: 1.7ms preprocess, 11.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-49_jpg.rf.3f889b166482f39025e36db38f6184c2.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.7ms preprocess, 14.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-4_jpg.rf.2e363c70334877c40034dd0cfde4f68f.jpg: 640x640 3 Potholes, 11.6ms Speed: 2.2ms preprocess, 11.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-4_jpg.rf.30bfd5aa651781d43f4701193923c31d.jpg: 640x640 5 Potholes, 11.7ms Speed: 2.4ms preprocess, 11.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-4_jpg.rf.efc444010e2fa5ab20705c351ba565c9.jpg: 640x640 2 Potholes, 12.2ms Speed: 1.9ms preprocess, 12.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-50_jpg.rf.4a34746ad7482f6ae0e82318aac5779f.jpg: 640x640 (no detections), 11.7ms Speed: 1.8ms preprocess, 11.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-50_jpg.rf.771d294e00f9b2bf72eb2655c0ebc7ca.jpg: 640x640 (no detections), 11.9ms Speed: 2.1ms preprocess, 11.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-50_jpg.rf.b1bff3321641f738bc7b5fae661ff7fb.jpg: 640x640 (no detections), 12.0ms Speed: 2.1ms preprocess, 12.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-51_jpg.rf.407caff1e859e9abf4ba24178f5a4de9.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.8ms preprocess, 11.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-51_jpg.rf.6ae3ab0f2b39559d62c834b41cf64c42.jpg: 640x640 1 Pothole, 13.2ms Speed: 4.1ms preprocess, 13.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-51_jpg.rf.7cfb049a68d972d21ff3007bf872d6b7.jpg: 640x640 1 Pothole, 11.6ms Speed: 3.8ms preprocess, 11.6ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-52_jpg.rf.381c71b0abe4ed1712c85d7131d74478.jpg: 640x640 1 Pothole, 22.9ms Speed: 6.0ms preprocess, 22.9ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-52_jpg.rf.d84a9d1b298796834462c20d5957cab9.jpg: 640x640 2 Potholes, 22.9ms Speed: 5.9ms preprocess, 22.9ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-52_jpg.rf.fca0e801dbc8e9570ee15cbd52825612.jpg: 640x640 2 Potholes, 15.9ms Speed: 6.3ms preprocess, 15.9ms inference, 6.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-53_jpg.rf.3353de119c3b89d876e9495aac617b88.jpg: 640x640 2 Potholes, 46.9ms Speed: 18.0ms preprocess, 46.9ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-53_jpg.rf.8ac12f9ba07c51609e2c449c696dd6ed.jpg: 640x640 2 Potholes, 42.3ms Speed: 4.5ms preprocess, 42.3ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-53_jpg.rf.fc75c6ef14fddc614dd56cfdaeabd5e7.jpg: 640x640 1 Pothole, 25.1ms Speed: 6.3ms preprocess, 25.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-54_jpg.rf.6185600c56e5157847ac9337791ca700.jpg: 640x640 (no detections), 24.3ms Speed: 6.3ms preprocess, 24.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-55_jpg.rf.149108d9625b74f9677767e3be6dbc0d.jpg: 640x640 (no detections), 22.1ms Speed: 5.5ms preprocess, 22.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-55_jpg.rf.7bd2916c55144726dd40dc186c22ee83.jpg: 640x640 (no detections), 44.4ms Speed: 6.4ms preprocess, 44.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-55_jpg.rf.d24830bab6360a02b28990558c7193d2.jpg: 640x640 (no detections), 19.6ms Speed: 10.1ms preprocess, 19.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-56_jpg.rf.1823b67949a7257e0a2a3532104f2baf.jpg: 640x640 (no detections), 33.8ms Speed: 5.7ms preprocess, 33.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-56_jpg.rf.8e55ecdfa387afeb8133df4275bb530f.jpg: 640x640 1 Pothole, 18.5ms Speed: 7.4ms preprocess, 18.5ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-56_jpg.rf.f52fd1538339397982ced3597cbbaabd.jpg: 640x640 (no detections), 16.0ms Speed: 7.9ms preprocess, 16.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-57_jpg.rf.994ce2f3669e1fb7d0ee6b149e9dbd04.jpg: 640x640 3 Potholes, 19.1ms Speed: 4.6ms preprocess, 19.1ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-57_jpg.rf.e8a84a54a0987128da2bde878e0ca653.jpg: 640x640 1 Pothole, 23.9ms Speed: 5.3ms preprocess, 23.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-57_jpg.rf.f6996109200c798e86f0b0dd49ab50cc.jpg: 640x640 2 Potholes, 20.7ms Speed: 4.7ms preprocess, 20.7ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-58_jpg.rf.5cc61924f465ce9cbb4e0d91221f9694.jpg: 640x640 (no detections), 25.3ms Speed: 5.1ms preprocess, 25.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-58_jpg.rf.8fa7df009e9a4357a3ffaf72cc3aaca4.jpg: 640x640 1 Pothole, 22.4ms Speed: 5.5ms preprocess, 22.4ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-58_jpg.rf.b23ac5be2eab33e73a4fc05ad9494bb1.jpg: 640x640 3 Potholes, 40.0ms Speed: 5.0ms preprocess, 40.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-59_jpg.rf.936041dac06314fee09dd57fedf72fd6.jpg: 640x640 (no detections), 20.0ms Speed: 4.2ms preprocess, 20.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-59_jpg.rf.9516451896c58fbba384927474dd42e6.jpg: 640x640 (no detections), 16.7ms Speed: 5.1ms preprocess, 16.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-59_jpg.rf.a167084374cc6df22c6ce5e1e970ea19.jpg: 640x640 (no detections), 11.5ms Speed: 4.0ms preprocess, 11.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-5_jpg.rf.3fc5fc93a15547228b862531069096e3.jpg: 640x640 1 Pothole, 15.2ms Speed: 4.0ms preprocess, 15.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-5_jpg.rf.820400b2fe16c9bbf1d48e326f202523.jpg: 640x640 1 Pothole, 11.2ms Speed: 3.2ms preprocess, 11.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-5_jpg.rf.9d22e39ef44341955e65da06d5af8f5b.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.3ms preprocess, 11.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-60_jpg.rf.3adf1742b8b4e5edde605f4d5b091c36.jpg: 640x640 2 Potholes, 11.2ms Speed: 2.9ms preprocess, 11.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-60_jpg.rf.a0c9d5f85888b5296a15fac0be92d26f.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.1ms preprocess, 11.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-60_jpg.rf.fd7ea59c2daa438b91b133e84dd93ae9.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.5ms preprocess, 11.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-64_jpg.rf.cabde6f9870e00ceb2f9704aeb5933d2.jpg: 640x640 (no detections), 11.2ms Speed: 2.7ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-65_jpg.rf.963e86f82ac0245edf7a37db5d283b02.jpg: 640x640 (no detections), 11.6ms Speed: 2.5ms preprocess, 11.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-67_jpg.rf.473b40c9aa32d96de32ed98fa93dfd0c.jpg: 640x640 (no detections), 11.4ms Speed: 3.6ms preprocess, 11.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-68_jpg.rf.3b62a2cd77e959457fcca226476ce815.jpg: 640x640 (no detections), 13.7ms Speed: 3.4ms preprocess, 13.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-68_jpg.rf.a92c602ae40a1c899b72376f4dad04ca.jpg: 640x640 (no detections), 11.3ms Speed: 2.5ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-68_jpg.rf.dcf5a8532e6afdbf9a3f5f96cb20239a.jpg: 640x640 (no detections), 11.2ms Speed: 2.3ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-6_jpg.rf.991116d1a5a266e3d5fb604a969b2e44.jpg: 640x640 2 Potholes, 11.1ms Speed: 3.5ms preprocess, 11.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-6_jpg.rf.b009a77f0cf0e628f13959c5e1e95bcd.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.7ms preprocess, 11.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-6_jpg.rf.ed309d3f92763009371a92dd0b552661.jpg: 640x640 1 Pothole, 15.6ms Speed: 2.8ms preprocess, 15.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-7_jpg.rf.5b235b52fae98504f47a3dcf26a63c62.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.5ms preprocess, 11.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-7_jpg.rf.8273d73c08c7213b50dcdee637745cf9.jpg: 640x640 2 Potholes, 11.5ms Speed: 1.9ms preprocess, 11.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-7_jpg.rf.845031ab71ec720f64af4019f12ef07d.jpg: 640x640 2 Potholes, 16.3ms Speed: 2.7ms preprocess, 16.3ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-8_jpg.rf.0f9ce4040ba59a73bf0a7b2cb78ea8f5.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.5ms preprocess, 11.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-8_jpg.rf.d7d4ae35e1f97fc76a958374e90380ab.jpg: 640x640 (no detections), 11.7ms Speed: 4.6ms preprocess, 11.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-8_jpg.rf.dc4783cfbaf00b2c562b6523f3a07fb7.jpg: 640x640 1 Pothole, 11.6ms Speed: 4.2ms preprocess, 11.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-9_jpg.rf.11b436d5c4debf7289aa876962265837.jpg: 640x640 (no detections), 11.1ms Speed: 2.1ms preprocess, 11.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-9_jpg.rf.464510775f7db46fa30980a2b13b1442.jpg: 640x640 1 Pothole, 11.4ms Speed: 2.4ms preprocess, 11.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Pothole-2-3\test\images\stock-footage-vehicle-driving-over-a-damaged-road-which-is-covered-in-potholes-in-the-street-pov-view-from-the_mp4-9_jpg.rf.819a48b00a900f89ea4751ddb779e227.jpg: 640x640 (no detections), 12.5ms Speed: 4.2ms preprocess, 12.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7
InΒ [13]:
import os
Test_New_pothole = r"D:\ASTC project\New-pothole-detection-2\test\images"
for files in os.listdir(Test_New_pothole):
image_path = os.path.join(Test_New_pothole,files)
result = inference_Combined_small_model.predict(image_path ,conf = 0.25 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0004_jpg.rf.ca7c5c7984d0c49b97d713a94471d3bb.jpg: 640x640 2 Potholes, 171.6ms Speed: 5.6ms preprocess, 171.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0040_jpg.rf.e2f36706cf838f5d200eb16a20c6cbfc.jpg: 640x640 2 Potholes, 148.1ms Speed: 5.3ms preprocess, 148.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0041_jpg.rf.efc0fc84d518111906db05a8e6f90812.jpg: 640x640 2 Potholes, 10.3ms Speed: 1.8ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0081_jpg.rf.4e1952374ff9705d3d46d823d2a3b3aa.jpg: 640x640 1 Pothole, 11.1ms Speed: 1.9ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0096_jpg.rf.c95649d8c2ceb525cba877d54e9603de.jpg: 640x640 4 Potholes, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0107_jpg.rf.9a740228d54e9d92f8d3e892022dc708.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0118_jpg.rf.f1298f200556f83d8220cc441500c740.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0129_jpg.rf.d6565424e2d46a10638e0c9195af83b7.jpg: 640x640 (no detections), 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0148_jpg.rf.876be805af708ec07abadd202c1ac54e.jpg: 640x640 (no detections), 10.4ms Speed: 2.9ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0151_jpg.rf.80a91898d69869f15ecf5e37f621acb9.jpg: 640x640 3 Potholes, 10.3ms Speed: 1.8ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0162_jpg.rf.2bd99b9e0ae585e50ae1ef3978672473.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0166_jpg.rf.d2c83955f7c845425e8a1526866e0276.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0187_jpg.rf.696b03eb513485044a267f5fa8cb74d1.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0201_jpg.rf.1bae5fadb64daac0bc08ef42fe8af2dc.jpg: 640x640 3 Potholes, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0202_jpg.rf.24eb205759c6817ec23dc38b00adeac1.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0208_jpg.rf.38bd674fbb4cd63f0bce440d6b900125.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0238_jpg.rf.776396e1fb5ef5d191a3eb7e10f020ec.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0240_jpg.rf.23d0ce4663990402d20a07a249ca32db.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0259_jpg.rf.1ae1fb5ba6e1ce02cdf90f0c175b1c43.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0270_jpg.rf.80c5c2f8753efc83c842d361d63d297c.jpg: 640x640 2 Potholes, 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0294_jpg.rf.0afcf2074f3ca486338596dd0bdcf840.jpg: 640x640 (no detections), 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0305_jpg.rf.9ce6c6e50a62b07fffaae0ba5f987c84.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0328_jpg.rf.20db3915baf39e4a031628f6cab076c1.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\032_png.rf.e624a33e7c3d8d4a4a02e1b688a904b8.jpg: 640x640 5 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0337_jpg.rf.8d9ff7a68a72571152ca19e8805a0bb3.jpg: 640x640 (no detections), 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\036_png.rf.7c82c961a2d67262a7eefcf7326320c8.jpg: 640x640 6 Potholes, 10.9ms Speed: 2.0ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0377_jpg.rf.c2752d668fca565b2e347849c18d1de5.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0389_jpg.rf.ba8ab1ddd00ab73ed568c50f9e1390eb.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0412_jpg.rf.2093c8303cff942151ed372b7ab7b489.jpg: 640x640 2 Potholes, 10.7ms Speed: 1.7ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0423_jpg.rf.bca93b75019ee5cbe654f78be83e2b5d.jpg: 640x640 (no detections), 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0426_jpg.rf.d63f9a4c520fb8ef9ae84383a05cf30d.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0435_jpg.rf.e944ba2a0dab141dc91b5b5c9e37d5c3.jpg: 640x640 4 Potholes, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\043_png.rf.59541b185d0ba2076e283b4e6cc48898.jpg: 640x640 6 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0447_jpg.rf.401ab237d248f4f5605ab5b538029f43.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0460_jpg.rf.b0347e8a5b64988055dd4e6add1d8c74.jpg: 640x640 (no detections), 10.9ms Speed: 1.8ms preprocess, 10.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0476_jpg.rf.ef55b00b15b9263abfaa6a7684ad73f8.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0478_jpg.rf.0f556c8d922dad1efb1b10f51d36a4da.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\047_png.rf.79f35bc64d5338619e45e30e98674f21.jpg: 640x640 6 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0483_jpg.rf.fd3d6689ec8316c76d3923ebf8e728ce.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0511_jpg.rf.3664524de7100348fcf18f372af57c1c.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0517_jpg.rf.88d4c067dff62ce0d308d90963b9c6b8.jpg: 640x640 2 Potholes, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0522_jpg.rf.11e8c1ef076db735a438fa3fc25e1ff1.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0531_jpg.rf.b709bbb17fe7c63625795fde8088d8a1.jpg: 640x640 4 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0540_jpg.rf.723d3d685cc906adef559fd5f418c668.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0546_jpg.rf.7622dea003f64f72985f432126ccae5e.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.2ms preprocess, 12.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\054_png.rf.b37531704fcb38a962fbdb40ec9e7cf5.jpg: 640x640 8 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0550_jpg.rf.14cc6693c26a7935dfd82c1684228b45.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0553_jpg.rf.4a3cf34fd6daf88215facec6974447ac.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0554_jpg.rf.58ac1f46852122495c4c3b51466d1a60.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0561_jpg.rf.e8dbe61aa53e5320b9e2a5c92fb405b3.jpg: 640x640 2 Potholes, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0566_jpg.rf.f8bc3f339da710f911e691bd62e91825.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0577_jpg.rf.d19e7494560728e602ae30317f7dd520.jpg: 640x640 (no detections), 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0579_jpg.rf.8837b0b1c376eddae3ed1e06cd7bde8d.jpg: 640x640 (no detections), 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0581_jpg.rf.f88fd01e3a67a3872dde3425ab7bae8d.jpg: 640x640 1 Pothole, 12.1ms Speed: 2.0ms preprocess, 12.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0606_jpg.rf.3c4b519ebec4abb88fea12cbb4fbf5f0.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.8ms preprocess, 9.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0624_jpg.rf.83ac3bc9c6b90b969f41ce8adfe1eb04.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0626_jpg.rf.1c34bc2b3fef224c46066829db009f50.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0632_jpg.rf.470b0cc9887b958bb790bef02797277b.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0641_jpg.rf.973acff433b0a7c787b98748fe6adf98.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0645_jpg.rf.ba9c342652618107e8afa6bf8748a550.jpg: 640x640 (no detections), 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0648_jpg.rf.4bdcd5c4f1006d5e164d5d74b2defb94.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0656_jpg.rf.e32901bfedb09e2055c1f691093fb296.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0661_jpg.rf.c13d1891963d16aac3527e86189724f0.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0676_jpg.rf.a2f9ccf2c5862df0b934e149e0d07987.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0691_jpg.rf.e287595e0c74d56f7b6e6ecb9fe2a2e8.jpg: 640x640 3 Potholes, 10.8ms Speed: 1.8ms preprocess, 10.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0694_jpg.rf.48f73ee6f7c919e8be2938dc32f31574.jpg: 640x640 8 Potholes, 10.9ms Speed: 1.9ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0701_jpg.rf.a1cd6dea01bc358b15cc4c4e81510ffd.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0727_jpg.rf.4cf1100938952e105cfbff6a7d3d5da2.jpg: 640x640 4 Potholes, 9.7ms Speed: 1.8ms preprocess, 9.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0773_jpg.rf.d7e65f68d42b48b7fa6cbb63de109250.jpg: 640x640 (no detections), 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0799_jpg.rf.7cdc295172a6d7ace768aed493981c9b.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\083_png.rf.3153583e8355aea652b1f53a58621e50.jpg: 640x640 11 Potholes, 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\091_png.rf.5ee89132e680001e21ec1f929cbcf20b.jpg: 640x640 12 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\100_jpg.rf.61070d3825470c7562e05732b10d1e5f.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\101_jpg.rf.b935bd7f001f3b054c6142256bf04336.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\102_jpg.rf.1bf4c6cde7356460f658d9712fd7fe4a.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\102_jpg.rf.3394816ace0fa171fd26bd1ff955991a.jpg: 640x640 2 Potholes, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\102_jpg.rf.80c7c59fab45203f6036abb884e95f17.jpg: 640x640 3 Potholes, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\102_jpg.rf.b1523641b524227aa8cddbd7a0a78ead.jpg: 640x640 4 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\103_jpg.rf.5284c1505affa87ea28b73f3c7a767de.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\103_jpg.rf.a511a1b91ab88e32b8ce4bd69c208db4.jpg: 640x640 3 Potholes, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\103_jpg.rf.f742c2420f0d5a938f4e5b1eee08280c.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\104_jpg.rf.018a67abdad4f1686e65c7a020ce9822.jpg: 640x640 4 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\104_jpg.rf.371ac07ba10b3f4479a50ed038b39691.jpg: 640x640 5 Potholes, 9.7ms Speed: 1.8ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\105_jpg.rf.054a868213269e2f63cf4b45ba590909.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.2ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\105_jpg.rf.79561b2c71a1654e65e50b730d5c3860.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\105_jpg.rf.cfc20dd51b67e3eec26c9195746de463.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.9ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\106_jpg.rf.8775a83a937cfbe42d88f1f34f40ed08.jpg: 640x640 3 Potholes, 11.0ms Speed: 2.0ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\106_jpg.rf.c678d635374d8b7f9d5c065595d49098.jpg: 640x640 4 Potholes, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\106_jpg.rf.ffb30ca2e0849caef30f3926bd64e79c.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\107_jpg.rf.1b87f35d1698b08ca9d20701ec23b030.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\107_jpg.rf.8646e8cfd3c7c36ac1442f4e4e0a945a.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\107_png.rf.280a0bef4519f3d222e96d8023434fc4.jpg: 640x640 13 Potholes, 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\108_jpg.rf.714ccef95f6085c88c8125fac3d1034d.jpg: 640x640 4 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\108_jpg.rf.e8227bc2842129a857ac13773222007b.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\109_jpg.rf.29566e5d94cdda642b635c1cd341caf0.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.4ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\111_jpg.rf.48232b7a57e8c8d3bf8e726846fb4284.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\112_jpg.rf.ce25ee1ffe06307b50bf0e31446b793f.jpg: 640x640 2 Potholes, 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\114_jpg.rf.5bdf04d0a1bb9a254a19cdbd97898191.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.6ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\115_png.rf.9d0e8a63be64529eadd3814a55fa40a6.jpg: 640x640 10 Potholes, 10.2ms Speed: 2.8ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\116_jpg.rf.52b11159f775711cdb616e6563aa6b2f.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\116_jpg.rf.9f3951bcdb5c6128aafbb610ec1374d6.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\116_jpg.rf.d76866efa897093ebb2b947f2d28e953.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\117_jpg.rf.2d501928d4f3c9d532b1567f334119f1.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\117_jpg.rf.3b4f42a741017626aaa72fe8657738f0.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\117_jpg.rf.7e763aa5bae35e1dcbec629f863de977.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\118_jpg.rf.64171513f5d920a1503a471ed0aff239.jpg: 640x640 (no detections), 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\118_jpg.rf.ef0409332924017ead57f686b42465b9.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\119_jpg.rf.8fced9dc03b6f95afd33a0728a1edc23.jpg: 640x640 3 Potholes, 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\119_jpg.rf.a6e174c2885f180d063f540d9390a335.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\120_jpg.rf.47deb2aa60a510eca050a38a2d9e9c90.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.8ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\120_jpg.rf.9faa72da09f542ebfec2f79ce632c4d7.jpg: 640x640 1 Pothole, 10.8ms Speed: 3.1ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\121_jpg.rf.00fb6ce833df432f6d0c5c3da832c9fa.jpg: 640x640 2 Potholes, 10.2ms Speed: 3.7ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\121_jpg.rf.3cb7fea2f2436f8b4f52def01f4697fd.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.4ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\121_jpg.rf.ae386aa980083231c592de6d65b41990.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\124_png.rf.39c90ec42402a87ee23beca3282dd350.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\126_jpg.rf.1a2417842bc54c5531b71bbedc9c82ee.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\127_jpg.rf.38fe0be6cf91ba6ee0ef3bd158b0c3ff.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\127_jpg.rf.8dfe21cf17f8d87428e4c0bf7bea98b4.jpg: 640x640 4 Potholes, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\128_jpg.rf.a06ee955a30b5f1814439c12af3f6ca0.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\129_jpg.rf.f5a46562d37dd75b13b00732cb0f297c.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\130_jpg.rf.8ab124712210a21a424c0a55e47f06f5.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\134_jpg.rf.88592f9cd333eb73155ff06ef176eac0.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\135_png.rf.7bdc1340e805084d33ee346859f25c82.jpg: 640x640 3 Potholes, 12.9ms Speed: 1.8ms preprocess, 12.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\135_png.rf.cf8092b4a0c8d23c622dc054f1daeb68.jpg: 640x640 13 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\139_jpg.rf.344bf15303552cdde08b5dcc420b2370.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\139_jpg.rf.c6de021ad7265478dfd3ae97fec2ab2e.jpg: 640x640 3 Potholes, 13.7ms Speed: 1.7ms preprocess, 13.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\140_jpg.rf.ce5e948d69f60f10e08be7f06eca6dd9.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\140_jpg.rf.e979e44d1beb90bf1d8849ad8e2ac8ed.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\141_jpg.rf.6da899684be82df7810b781dbdd7facc.jpg: 640x640 12 Potholes, 11.7ms Speed: 2.0ms preprocess, 11.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\143_jpg.rf.0fe99b9ea7ff19bd495ddf05845f34d3.jpg: 640x640 10 Potholes, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\143_jpg.rf.c4ed63fe1268bfb1bc06ab50c55d24cf.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\143_png.rf.611d6f447e468c701cb18087476d8b40.jpg: 640x640 4 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\143_png.rf.ac032fc0a16fa2dd3cdc389540191149.jpg: 640x640 13 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\144_jpg.rf.9fc73af272e9e8ad0664565f0799dbbc.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\145_png.rf.f6f4a667332452194fb1bff88fa5448d.jpg: 640x640 12 Potholes, 9.7ms Speed: 1.8ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\147_jpg.rf.e9bfa3faeb7bf3380e0f486d503ef014.jpg: 640x640 9 Potholes, 10.8ms Speed: 1.9ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\148_jpg.rf.324d5e97b42c86f0fd4d1fcf9a15f0bb.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\148_jpg.rf.7a2569c9a478b6068d95e30b5dfa7a70.jpg: 640x640 2 Potholes, 10.5ms Speed: 1.7ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\150_jpg.rf.2d20bbdbb16901bebd5551d7ac01318e.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\151_jpg.rf.4ea604c53faa3fd7d2d6d8bdd077ec46.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\153_jpg.rf.75a945a350b7e5edfcdd782010b9dca4.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\153_jpg.rf.bccd5ff4ab92d95237e99c014f13db88.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\154_jpg.rf.741ee72c0a92a4508be44d7126debe1a.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\154_jpg.rf.8602e386c1371300579232d008619f64.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\154_png.rf.847eccb9e4665d5d73739b11b8915407.jpg: 640x640 10 Potholes, 13.4ms Speed: 3.0ms preprocess, 13.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\155_jpg.rf.ec6709170e370b6e4072a928cb0cc418.jpg: 640x640 1 Pothole, 10.6ms Speed: 1.8ms preprocess, 10.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\157_jpg.rf.458363ceeff0d5c1058abdfcfdf2ad37.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.3ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\157_jpg.rf.c56748bf05dc0f4261a7c279d5270802.jpg: 640x640 (no detections), 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\157_png.rf.810b758845f36db6625535867dc78f7e.jpg: 640x640 8 Potholes, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\158_jpg.rf.1cd95ee4180ed457ead453da60743c5f.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\159_jpg.rf.f048460c8edefb7e1bfd974e7c9ccbf6.jpg: 640x640 3 Potholes, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\159_png.rf.45d3ceb048aae419b174c061884e5c1b.jpg: 640x640 3 Potholes, 10.6ms Speed: 2.4ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\15_jpg.rf.f27eb712997aa5efb1f8d73fea42ffd2.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\160_jpg.rf.9144b9827a5f4661e4935f446d699a3f.jpg: 640x640 2 Potholes, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\161_jpg.rf.e840e7e6f76983418795919562256e67.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\161_jpg.rf.fb49c889adbfd7c6aa2296a1dd17dee5.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\162_png.rf.3900232b60977eca69068da05ef9a3cc.jpg: 640x640 4 Potholes, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\163_jpg.rf.d320ef7bd008c9f91886e3b5495ee41e.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\163_jpg.rf.d74a20125145d5b7e9e8fea5c4b84c9f.jpg: 640x640 4 Potholes, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\164_jpg.rf.d2e3c0b0c050b9d720fb373b5a0e7b00.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\164_jpg.rf.d2f02a5dc6b3ed46dfe7e76818a7364c.jpg: 640x640 (no detections), 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\165_jpg.rf.5ccc4fe6ef1605e00cb842c7220e13b5.jpg: 640x640 3 Potholes, 10.7ms Speed: 2.2ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\167_jpg.rf.26ecef14691a49a446f4033bfa985381.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\167_jpg.rf.f22cd2ab8d7c2dc303f9b2092b2659e7.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.7ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\169_jpg.rf.57a2bd2119c80b815e14f721cb400675.jpg: 640x640 6 Potholes, 10.4ms Speed: 1.6ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\169_jpg.rf.c94c7bd8c822ca8fcafb3677e6d6a98b.jpg: 640x640 (no detections), 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\16_jpg.rf.0b238623c35319f9f0d82e34aeb8bb43.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\16_jpg.rf.ae34582dda24a81b449e1c0dd87f39db.jpg: 640x640 4 Potholes, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\171_png.rf.a5c2dd06da697460b02f0c5e08145f43.jpg: 640x640 8 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\171_png.rf.bcc824e44e6e59293b01376d653959ac.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\172_jpg.rf.0198b3a418ba03658bea2fc9dadf6afd.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\172_png.rf.d6ab7d7183c5f25a9f30511736ff04ec.jpg: 640x640 7 Potholes, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\176_png.rf.0dd3f23ca0665eba5f3802facb3be57d.jpg: 640x640 7 Potholes, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\178_png.rf.5c746dbb8fd7925473ec2694fcdec3f1.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\179_jpg.rf.d680987e48396eeb0637e0eb7e56f3e7.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.2ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\17_jpg.rf.71d194045ea24bc91b768f7ba98376af.jpg: 640x640 7 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\180_jpg.rf.ed2d74bfbb5474921d7fe429bf1e9ccc.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\181_jpg.rf.170064de2f5cf7a0e711fd2e8a42af2c.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\182_jpg.rf.02e03c1a29f5f84a297ebf07bf020c0b.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.0ms preprocess, 11.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\183_jpg.rf.da4105a9a8176ce1737e67b746073eaa.jpg: 640x640 8 Potholes, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\183_jpg.rf.f6236c0821555d2a93ba589a8a0f88f4.jpg: 640x640 7 Potholes, 10.4ms Speed: 2.8ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\183_jpg.rf.fb6f4ca308e28f59c8c5c3d76dccc689.jpg: 640x640 9 Potholes, 16.0ms Speed: 2.3ms preprocess, 16.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\188_jpg.rf.6cb165c0a5a2ab5b3977010304cef5c5.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\188_jpg.rf.b97959111da25895dd8f904e6fb64d08.jpg: 640x640 2 Potholes, 9.7ms Speed: 1.6ms preprocess, 9.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\190_jpg.rf.4f4c91232ea2f8540237e96363c376eb.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\190_png.rf.e1c2196f4fd957e4738339e45ffe32d8.jpg: 640x640 6 Potholes, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\191_jpg.rf.ad2103693f82a05da67d6dd5c8607945.jpg: 640x640 (no detections), 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\191_png.rf.e48b04d7aee56fd8b99d1279e84b18ab.jpg: 640x640 6 Potholes, 10.2ms Speed: 1.7ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\192_jpg.rf.e9d39b2980757719183c274df192d54e.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\192_jpg.rf.f4e737fa4af8481f1decd5d87069b20a.jpg: 640x640 (no detections), 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\194_png.rf.2a78b380a58781d15b8541789e89de4b.jpg: 640x640 5 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\195_jpg.rf.441fd454245a25edc73ab62cbefb1759.jpg: 640x640 3 Potholes, 10.3ms Speed: 1.7ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\196_jpg.rf.7552822bb418f33419b8bbf4693a498b.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\198_jpg.rf.790e6b0b58fee0480af5d74e7bbc4fd0.jpg: 640x640 6 Potholes, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\199_jpg.rf.752ad29d07f19b2568ed66ff5ea28c63.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\19_jpg.rf.21dc2c941729db60fec3cd1d4586a71e.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\19_jpg.rf.ef8fcace43b0d9a05e0b5a43b3a3460f.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\19_jpg.rf.fc594e5d65eff64d7de07ad3c071eb87.jpg: 640x640 5 Potholes, 11.0ms Speed: 2.2ms preprocess, 11.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\1_jpg.rf.10a68dc002aca0410a94a73b5fabeabe.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\1_jpg.rf.a9cc87ae30331b83ba2e75fddcf1ebd5.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\201_png.rf.fa85120995bc1d74bb2df051eb2a0794.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\203_jpg.rf.86fe7506116ea2fc1ca551c7a1ef9cbb.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\203_png.rf.265420eaf681dadbe88edd53befe2d54.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\204_jpg.rf.027cfef2dad5d4269a474dde6eba4962.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.8ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\205_png.rf.f7f800af1ae832a5da8a52ec9a06b257.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\207_png.rf.a6a628586a7e103085361d8406214c14.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\208_jpg.rf.ab0ffcf7c5837211db8b2406996236c6.jpg: 640x640 6 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\208_jpg.rf.cee0e0ffa6bcc6aa6e3caa1102beaf0f.jpg: 640x640 4 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\208_jpg.rf.e8f002e80038f6029a288c03fedba82a.jpg: 640x640 4 Potholes, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\211_jpg.rf.ad29f8534679da58c73b3707a56dc20f.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\212_jpg.rf.0bad0f75cc5b7bff69e0f89b663a0887.jpg: 640x640 10 Potholes, 11.2ms Speed: 2.1ms preprocess, 11.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\212_jpg.rf.5d6748bb9754559837ba615b765d23bf.jpg: 640x640 6 Potholes, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\214_jpg.rf.1dfac64f07748b007687b0fba4230333.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.8ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\214_jpg.rf.be283e60e7bdb292c246ec3be118cdf6.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\217_jpg.rf.3863dffcc32bb727607c2c31827ca6cc.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\218_jpg.rf.2685f33d851754101900cb2cf2fedccd.jpg: 640x640 6 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\219_jpg.rf.61b8aea4fb3d58c91710eede75ba4479.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\219_jpg.rf.bf43a1a3eb4712456cae3886029f1bb2.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\21_jpg.rf.bc595ee114643775f7b29615c5064995.jpg: 640x640 6 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\21_jpg.rf.c58398ea0d63936eeade41dc13812ff4.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\220_jpg.rf.217803ac09a63aa477f9772c1bacb2ac.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\220_jpg.rf.62a5e02ef44061ca3097aeb8cd5b19e8.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\221_jpg.rf.216bfd2389320b2e2304f06b62df230f.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\221_jpg.rf.e7bdc0ef3a67d83b4affd8bda9f94e83.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.9ms preprocess, 10.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\222_jpg.rf.3354e255d73157a355ea30609080f473.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\222_jpg.rf.71a8d00534499f1b589eddd5fa082aad.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\225305679_376427243924125_1024236285273785318_n_jpg.rf.6a1d822a7d9acbc4ad3322456d6ad23d.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\226_jpg.rf.05433057bfa9b4292bb20cc03b9eff82.jpg: 640x640 2 Potholes, 10.3ms Speed: 1.8ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\227636216_1818935091642622_1529735676285024751_n_jpg.rf.1ebece8ad59a12855cb49dd684e24774.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\228_jpg.rf.caf132af9f990c1a71b36c0d3209a5f1.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.5ms preprocess, 13.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\228_jpg.rf.f0a0af02ed515c91b8f587460996f721.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\229659251_1541628539502464_2823199499412433533_n_jpg.rf.4b8bbc67b8789804e45227adfdc195e7.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\229_jpg.rf.6eec0bd6d7bd9e7ddd3359417f509568.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\229_jpg.rf.abdfd6e0e2fc9707c06fd16fae5f8fbb.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\22_jpg.rf.5e9193e42ad5420d11047812688fb26a.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\231_jpg.rf.0d9050a7423f24970a03ee548ca94677.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\231_jpg.rf.6e8b54b88354cd71644fac9dffe702b3.jpg: 640x640 (no detections), 14.6ms Speed: 1.8ms preprocess, 14.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\233_jpg.rf.fb5b9c14a60211b1ab4793902cb5f5a2.jpg: 640x640 4 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\234754561_556642302350103_2457242482098533727_n_jpg.rf.dfb9dd78be7935f2b370251a46d52d9e.jpg: 640x640 3 Potholes, 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\234859843_567841824643312_7290999200030608040_n_jpg.rf.fcf7c89f2a6c5aed04b7449807937c07.jpg: 640x640 2 Potholes, 14.1ms Speed: 2.0ms preprocess, 14.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\237_jpg.rf.e9845e3de55a329f7d2506a41f614191.jpg: 640x640 4 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\238_jpg.rf.066eb74060361ff1a5595ffdf1f1330b.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\238_jpg.rf.3735007e300d3f08a10791b260f4e7a0.jpg: 640x640 1 Pothole, 11.6ms Speed: 1.9ms preprocess, 11.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\240_jpg.rf.a8ede4fa93c6c20b4ab4a1ade1fdb392.jpg: 640x640 4 Potholes, 11.8ms Speed: 1.9ms preprocess, 11.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\245_jpg.rf.3547da669e775d23fe26232f7c2add67.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.5ms preprocess, 12.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\245_jpg.rf.b82b31ed75d715cf85536cdccf9bb0fe.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\246_jpg.rf.fed141976971307f2720fbca94bbf7af.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\249_jpg.rf.9239d87166d9ade96640ad3ae5ff59f4.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\24_jpg.rf.930dfc2a372be828ceba9eedd28a856a.jpg: 640x640 4 Potholes, 12.8ms Speed: 4.2ms preprocess, 12.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\251_jpg.rf.6bb884613a9a35dfcea1218a1a7105e2.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\253_jpg.rf.06d5b6afc96f49b1d8c6137a22f7b603.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\253_jpg.rf.c9aff1c626295d503cfecc067d23b837.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\256_jpg.rf.9989e35c76b9bae1b52c0b164e09c777.jpg: 640x640 5 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\256_jpg.rf.eb1368c2203a303344d37d39090ad410.jpg: 640x640 6 Potholes, 11.3ms Speed: 1.9ms preprocess, 11.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\256_jpg.rf.fd089c6c6e94f54e68850bf3be49200d.jpg: 640x640 4 Potholes, 10.3ms Speed: 1.8ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\258_jpg.rf.bbf53f8faf87cd1c703c5146194b83e2.jpg: 640x640 7 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\259_jpg.rf.2f45b053b425b6418f8a853c2ce1a030.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\259_jpg.rf.9e82e4584ac2e11ed1b5f4d05a6d392c.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\25_jpg.rf.0cb755e9c4171f1c8eda2efe173a6892.jpg: 640x640 (no detections), 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\25_jpg.rf.4e3893d274e569b0e4512ec73cfdd26b.jpg: 640x640 (no detections), 12.3ms Speed: 2.4ms preprocess, 12.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\261_jpg.rf.fd18d6e7c4b92bccef4f143a87da5d4a.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\262_jpg.rf.8a5248191e1fab86a8a547c399d7d9fa.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\285_jpg.rf.442a2d091dc24fb4943b468592976912.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\28_jpg.rf.f70e39eaedd1e282ae4f73d0ed5aed2c.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.0ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\2_jpg.rf.d751bf978a50501a4255b0dbc9245218.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\30_jpg.rf.2efda4480236e9cba28d22587125b9d9.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.2ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\30_jpg.rf.775c138a655356ad55c8ac0db37f6c48.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\31_jpg.rf.969742bfd4439c377e90756172236a86.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\31_jpg.rf.dbac7c23d7408d660e4199b88a4cf0ec.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.8ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\32_jpg.rf.471716f653c79a2fa6500e0d3b5477ae.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\32_jpg.rf.69f882265f4dcc3c9c1022140c7066eb.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\34_jpg.rf.239c113976e2ac5f37671170d48c281e.jpg: 640x640 (no detections), 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\34_jpg.rf.7af6ebdfd91ee699b24fcc137ed2c8aa.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\34_jpg.rf.e1fef463652ca2872b887ad330e1a3bc.jpg: 640x640 1 Pothole, 10.6ms Speed: 1.8ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\365_png.rf.7cd9d7b0c18997e52bf8a94fb39234ba.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\366_jpg.rf.4711102d846563924c05c3368b694208.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.7ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\367_png.rf.7bc678d4902ff491aaf758be8cdb430b.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\376_png.rf.7bba104e38d03f649aee27c91b1e49b5.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\379_png.rf.5f8fe07658b60921d8d876569af30fa8.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\37_jpg.rf.34fe68a54619be78f942707c1baf1bf7.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.1ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\37_jpg.rf.7a14da0ebcdfd6343c04b393b0ad7a6c.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\37_jpg.rf.a8ee49ccdf327628c063f5e6cbcd759b.jpg: 640x640 5 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\37_jpg.rf.cbbfc2bea976e19cb97e737c9b79f23f.jpg: 640x640 4 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\38_jpg.rf.a30aad1e90b8116b69e95765956fb476.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\395_png.rf.bbb52f6e75823e139e1f63d21ea5e453.jpg: 640x640 4 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\399_png.rf.eb42fe11b847c50b7f6271fba2cdb85c.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\39_jpg.rf.7d59cce1b24825b568f91204639f2c9f.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\405_png.rf.29ccfa1b34202fe9dab730719db75619.jpg: 640x640 2 Potholes, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\40_jpg.rf.2e3b2f7aa612bcb7787d2c363e803770.jpg: 640x640 6 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\40_jpg.rf.78d81e5aa6779d6f423dc6e796a0d3da.jpg: 640x640 8 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\410_jpg.rf.0d926eafae84ff58fd09c7c6b830d97f.jpg: 640x640 8 Potholes, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\418_png.rf.fbd226ad14e8e38307b00d6a01f481b8.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\419_jpg.rf.2f06c97908ef0cf1826158730de2c196.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\41_jpg.rf.15db8955023c653a0fbef59af388569f.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\41_jpg.rf.c12d74a4509632fe234934751dbd8fe9.jpg: 640x640 3 Potholes, 9.9ms Speed: 3.6ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\42_jpg.rf.79584439c4d74dda6a0ba962a6bf946a.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.6ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\434_png.rf.dff068a4df89a0e2338d25efc12b231c.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\43_jpg.rf.5c442a9970538aa8239f9165d36d5f6d.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\43_jpg.rf.7a5cf6ed684ca0093d6c46657757a164.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\43_jpg.rf.90848399b852fc17bd1c7f84f1bfbd70.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\43_jpg.rf.f1b355fa190947799af0590f14940982.jpg: 640x640 4 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\444_png.rf.f8a853c98b9eee1cd9ae9badd9aa9306.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\449_png.rf.363cf19cc2e4071a6ddddd5ff3b334b7.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\44_jpg.rf.863b39dd6ef0b5d92ea12e8e9ad83d5f.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\44_jpg.rf.c7a219285dfbe3ccb4c30e20d5d8fa6f.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\456_png.rf.6e3b58d3296a0845cb476151c993fbce.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\487_png.rf.14235dba2e4302a24f90658bebd42999.jpg: 640x640 5 Potholes, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\48_jpg.rf.6bb39a278dd432ae416dde415814ee0f.jpg: 640x640 2 Potholes, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\497_jpg.rf.3d920d2f9122fc83bca41213398a161c.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\4_jpg.rf.600a6df53b0c6437b88fa56a700c4e00.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\506_jpg.rf.5903d062acecedfa5db8bddda1c9343d.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\50_jpg.rf.60941506bf5cb4602f393f8170d58218.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\50_jpg.rf.9e82d2a388001ea0002e15176b5adb73.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\51_jpg.rf.64161f6a566bcd1d9306755010dedfff.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\52_jpg.rf.7ccef2ee5daa16ab98cefafe2e1d5845.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.7ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\53_jpg.rf.5ddd97614a132524d0232935f5200701.jpg: 640x640 8 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\53_jpg.rf.704161f2927e36630ea6cd17b8925d94.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\53_jpg.rf.c5ffc1e7bac5901c46b1dd0c6ff550fc.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\54_jpg.rf.db297601c9ce7face17ef2252b274200.jpg: 640x640 (no detections), 10.2ms Speed: 1.8ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\55_jpg.rf.2ac29310ed3922790b1ff144e5d2ac45.jpg: 640x640 3 Potholes, 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\56_jpg.rf.ec29b39e7424020eb73b90f4cc950d20.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\587_jpg.rf.4afa464611c6f9d156a0c6dc65c6de19.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\58_jpg.rf.0da0dfe5269e73f63d2877f01a039f89.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\58_jpg.rf.42d77e8f29a60e48762c86e93d94d221.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\58_jpg.rf.7b79660c986158e87c919b34670da1d5.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\58_jpg.rf.987c9caabd68ac724cbfc580ee334e0b.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\58_jpg.rf.d3a886267484ece71ee5b1e4c6e2365f.jpg: 640x640 1 Pothole, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\59_jpg.rf.142311df596143c4036a064344a7df9c.jpg: 640x640 1 Pothole, 12.0ms Speed: 1.7ms preprocess, 12.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\59_jpg.rf.587417c527b9c0ebbffcf742fe9efa09.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\59_jpg.rf.a9435d4c0883db5b01336748285d83ed.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\59_jpg.rf.d369f7ebf8ee2c2188de2b0bc460e469.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\5_jpg.rf.0c13d63ec290242b4ea38869546cce9e.jpg: 640x640 2 Potholes, 10.9ms Speed: 1.9ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\5_jpg.rf.68867164015276b3e12babce72df9f29.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\5_jpg.rf.9c568c30da619daddce0586e8d3cf0e7.jpg: 640x640 2 Potholes, 13.2ms Speed: 2.8ms preprocess, 13.2ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\61_jpg.rf.2b9f3f71fe24c0e639e8edf01e75553d.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\61_jpg.rf.fc9ec1a38aac58abd0bce6800a083d73.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\62_jpg.rf.1d2e28256112d3ce351ecb6bf122663a.jpg: 640x640 4 Potholes, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\62_jpg.rf.33e5042f981faf073a651d1657a99118.jpg: 640x640 10 Potholes, 10.9ms Speed: 2.0ms preprocess, 10.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\62_jpg.rf.f102bb876f120180592c64d27044ce26.jpg: 640x640 4 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\64_jpg.rf.9004334f13c9411d8c4e0a5c0ba304c5.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\64_jpg.rf.b3240bd3ee9d57be7e9345d2a3fe4a5e.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\65_jpg.rf.37ce1ff718e79e80b636de5f1cfd5109.jpg: 640x640 2 Potholes, 10.2ms Speed: 1.7ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\690_png.rf.2978f30214353d9ec4ca96ece4af0774.jpg: 640x640 3 Potholes, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\691_png.rf.4563d38b0bc977575f9da8156008ac79.jpg: 640x640 2 Potholes, 10.6ms Speed: 1.8ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\69_jpg.rf.11c09868bfeeb09ab88c4062b1f6d2a9.jpg: 640x640 3 Potholes, 12.5ms Speed: 2.0ms preprocess, 12.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\69_jpg.rf.12432a8ae6e17f051c7fdcadfa0c22db.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\69_jpg.rf.19855bc7ccb12117389e558b665c31b4.jpg: 640x640 10 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\6_jpg.rf.637dc0327026ebf071e54eeda783948c.jpg: 640x640 2 Potholes, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\700_png.rf.4c25118cf13c778023017bb989fbd692.jpg: 640x640 3 Potholes, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\70_jpg.rf.3a382d18e528b4179439a229f46e1e27.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\70_jpg.rf.7371846918d5d623b1f4177cbcde4fb1.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\70_jpg.rf.b44a36f94e7f90cf6be894638b923157.jpg: 640x640 1 Pothole, 10.6ms Speed: 1.7ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\70_jpg.rf.ff4027bb3c07987eb1c952e17c189d31.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\71_jpg.rf.72d0b309c81b2cc60d44ffe466446b04.jpg: 640x640 4 Potholes, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\727_png.rf.9afbad7f1979627efcdef8fd8aa35ef9.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\72_jpg.rf.5bddf1ee6b383d9d6afb8bd65e2f7f99.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\739_png.rf.2fd4e59b5074067ec9aac5ba2f5626ec.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\74_jpg.rf.0a2e4817d1568b18f12365ad31f7374e.jpg: 640x640 7 Potholes, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\74_jpg.rf.6d3c398f47899e213b76971a276897f9.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\751_png.rf.39384268ec66a78bbfb9c86841f8cf46.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\762_png.rf.f8ee619e656e790d0e370fb5a4f057d5.jpg: 640x640 6 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\771_png.rf.f83d1398dba269747da016d062ec3ea0.jpg: 640x640 9 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\77_jpg.rf.03f96cbb71d9acfe2fe4b92c3a5e3742.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\77_jpg.rf.14fc26b2d43cac706031e44f496d4e52.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\77_jpg.rf.8d1db97851d491bcf5e050a133dd9d86.jpg: 640x640 2 Potholes, 11.8ms Speed: 2.1ms preprocess, 11.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\780_png.rf.45eb83d00a749c1a6aa1dff8d72b53a2.jpg: 640x640 9 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\781_png.rf.38146c7ae13df879d779d9e75e5508d9.jpg: 640x640 9 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\788_png.rf.7691ef032833e131a4dbf3320c22e34b.jpg: 640x640 10 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\78_jpg.rf.7da710ad53847e33b9d05d5bc2909411.jpg: 640x640 3 Potholes, 10.6ms Speed: 2.1ms preprocess, 10.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\792_png.rf.517a903a045138b73a9a036045ce1735.jpg: 640x640 12 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\79_jpg.rf.4bd472728869d1b02374d77cb4573605.jpg: 640x640 5 Potholes, 13.5ms Speed: 1.8ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\801_png.rf.ea3cdec9f1cdd0b72ee21c31572e3787.jpg: 640x640 10 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\804_png.rf.ba7d96c97a91ed0fdf3b1b8660935098.jpg: 640x640 11 Potholes, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\808_png.rf.4b6af9de0f9b071a75c72aca1580f8b2.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\80_jpg.rf.464d439c0d25bcc469a8e1b4bb62666e.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\810_png.rf.45b77c01b31bd486b3fcdb44f1c5c1c6.jpg: 640x640 8 Potholes, 10.2ms Speed: 1.7ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\816_png.rf.a9107503d2f5db01d03f086671ddceb2.jpg: 640x640 8 Potholes, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\819_png.rf.96f736d76801134b0179b4f19522c78c.jpg: 640x640 7 Potholes, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\82_jpg.rf.92e1277768eadacc1ea6397e850593c1.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\82_jpg.rf.cf15ff5de6c050e264806422bb25a456.jpg: 640x640 5 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\83_jpg.rf.5b5bdb77f7f965d95716efa29c980907.jpg: 640x640 (no detections), 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\83_jpg.rf.f425b7104f9c0bfd99d3e0d8cca809c0.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\859_png.rf.f8f9e407d7a6caade67d2a5e8ea6536c.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\85_jpg.rf.b5373eb8e06a8efa1aefed95848ec98d.jpg: 640x640 7 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\865_png.rf.54e8f5b930759406eda65f7fa88c1b7b.jpg: 640x640 2 Potholes, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\86_jpg.rf.e7bf2439ee43b6773031169261708777.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\87_jpg.rf.88edd4c2a1fe8f690741806ca783bca5.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\91_jpg.rf.edb6ab1d0c81142da867eb3f2e1057da.jpg: 640x640 1 Pothole, 10.7ms Speed: 1.8ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\92_jpg.rf.23323cd733dab26501c3550b8f5c8245.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.0ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\92_jpg.rf.6a0485c2bf7f7d42cd9a5aedfb6343aa.jpg: 640x640 1 Pothole, 10.2ms Speed: 3.6ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\93_jpg.rf.30881caca44b8faf41e83151b4bd4a44.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\93_jpg.rf.54b70c495973cd3d9445c5f256d1423e.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\93_jpg.rf.62c85567558884903b0e4435d9167d74.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\93_jpg.rf.ca92e4eac69fbfab424b2509c7563ff1.jpg: 640x640 (no detections), 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\95_jpg.rf.4fab6bbe21f83f6da0efa579f9712096.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\96_jpg.rf.382d05ab5845cd7b36e990db20369bba.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.6ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\96_jpg.rf.9493d0c6c65621069013477600e4200a.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\97_jpg.rf.e8cb7da0b5d92ff34c17f30b7cda794a.jpg: 640x640 4 Potholes, 10.4ms Speed: 1.7ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\97_jpg.rf.f9f7e4edf56a6df39e7faba4f588d1f5.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\98_jpg.rf.2251b65b52a58ced5c741a01a2585acb.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\98_jpg.rf.313f5665548fc3ee354444a10dbb92d0.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-111_jpg.rf.fc18e4eee73c0359169c3708ce7a4a10.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-134_jpg.rf.262f3681aa47b991dfad38c0f25023a0.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-164_jpg.rf.cfaf3d506fd5b04f9ddb9f861d959a41.jpg: 640x640 (no detections), 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-165_jpg.rf.814fd78a6d1e10f98b903b08a9a7e74d.jpg: 640x640 (no detections), 13.2ms Speed: 2.0ms preprocess, 13.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-226_jpg.rf.1339ab04021c22fa16ad6d190b889330.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-236_jpg.rf.bfb59960ee3dfee0652e3a3592c006c7.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-252_jpg.rf.17930d4a18898e0abc9c604a1daf8a0d.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-270_jpg.rf.398a5d26714bb2dd09ca1af5474708ae.jpg: 640x640 (no detections), 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-306_jpg.rf.1f8ee583033e1062af81b0a046622519.jpg: 640x640 (no detections), 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-323_jpg.rf.e29dc141e3f06200d857a3e0ba9d62ae.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-335_jpg.rf.0d0a7dfdfc50883937bd9d49a5c80791.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-384_jpg.rf.a048a04e20a633c12164fadbfb95c4b8.jpg: 640x640 (no detections), 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-386_jpg.rf.ed8e2822dad99e43dad05746de65242e.jpg: 640x640 (no detections), 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-424_jpg.rf.c3de0bb2b9ddcd8074d6481c8bec17b0.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-435_jpg.rf.99d14dd3c34e4297fa850f145ae9e39f.jpg: 640x640 4 Potholes, 10.0ms Speed: 1.6ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-575_jpg.rf.a0171938f73457c406e7dcd08346ec4c.jpg: 640x640 (no detections), 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-615_jpg.rf.7736be31c9465b2ccc949d4921bb7518.jpg: 640x640 5 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-621_jpg.rf.cd9a2dcaadb825ca329a723f4a546dd2.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-634_jpg.rf.8d33e172d64387409763529b1c776118.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.6ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-64_jpg.rf.2fbebb094a4c65e4a8b05304d724a213.jpg: 640x640 (no detections), 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-650_jpg.rf.23e877b259e19f0cf86c9f90673102bc.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-96_jpg.rf.e8e9163a4b63b9f0e4ca9b1e4ede5e9d.jpg: 640x640 1 Pothole, 13.5ms Speed: 1.8ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data119_jpg.rf.3bb4b23a9faa86fb1fb3af0554b2f30a.jpg: 640x640 (no detections), 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data130_jpg.rf.528ba4629ff6bc99cbb3b63c01a6d216.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data137_jpg.rf.faabda1e11d9a48845aa33a2ef3bdf57.jpg: 640x640 2 Potholes, 11.0ms Speed: 2.3ms preprocess, 11.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data155_jpg.rf.7b21f9014faf906b570969b47b12fc2e.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data212_jpg.rf.329a9e2e98825e9205b564e0d6d83cf7.jpg: 640x640 1 Pothole, 11.4ms Speed: 1.8ms preprocess, 11.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data226_jpg.rf.6f5e9521702a0f37e536e68165c98e89.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data299_jpg.rf.8a7d135dd046b3dbb1d06581ca43ea20.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.8ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data300_jpg.rf.030f80215adda81b497a4411fb85302a.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data31_jpg.rf.895c16995f336b24b81658bf9d38b5e2.jpg: 640x640 2 Potholes, 11.2ms Speed: 2.6ms preprocess, 11.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data362_jpg.rf.4e12a568f0d2053cc120ed527981aa6a.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.8ms preprocess, 10.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data375_jpg.rf.4383fe60d1f3ca935e8dfa6ca1c146ba.jpg: 640x640 (no detections), 12.5ms Speed: 1.9ms preprocess, 12.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data390_jpg.rf.768603cde6c6767f1031ca92681de4be.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data413_jpg.rf.485ee1092b1ecf553f6d814f2c6d302d.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.7ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data424_jpg.rf.71bfb00d6224138f25c7787473275023.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data457_jpg.rf.8f7e3b443fa60e6279b91b9a74604a90.jpg: 640x640 2 Potholes, 10.4ms Speed: 1.7ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data460_jpg.rf.700d9ef3d1602a88e76bcce28bb1b0a4.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data467_jpg.rf.ab5f974f56bfba64c577d1e140d9609e.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.6ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data540_jpg.rf.4b0eb9f67c757d1b9cb9347ebc71d640.jpg: 640x640 2 Potholes, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data562_jpg.rf.528b8dd14761786fe786e567d1f74a88.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data568_jpg.rf.ccd9a664d1cbfbc5dfed5d873213dcfa.jpg: 640x640 (no detections), 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data591_jpg.rf.9433b6443f62da5c70d652a101330097.jpg: 640x640 4 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data593_jpg.rf.ae798b86c6832c3db6e39993a176e9fb.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data601_jpg.rf.cb3929f7892bddce30fbd73ff4a16b1f.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data616_jpg.rf.f0ce2382460b9cffc2a3815721f98053.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data619_jpg.rf.23abab578e8e94ee6acce0d9412ad2dd.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data633_jpg.rf.0998a082004506d38b68da6a465547ad.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data636_jpg.rf.fca1f56c7a2007c6fb1564afc36f0808.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data661_jpg.rf.a472575ded939ba44076701c5173fe60.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.8ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data69_jpg.rf.6d72e7ecc22d70f0db496512509f321c.jpg: 640x640 (no detections), 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data733_jpg.rf.8c74a230902ff9a866c6518a2a418715.jpg: 640x640 4 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data793_jpg.rf.3c6c345bae7846aefbc881009109fe1b.jpg: 640x640 14 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data835_jpg.rf.fe725772bcf9f756806be14646a6582e.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data880_jpg.rf.1f36d8ac13452943367750f85716d8f6.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.4ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data902_jpg.rf.ae57bec6ef1116222ebc9d8b682fdaf7.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data906_jpg.rf.9169decfb1cb36917460afa5a60731d3.jpg: 640x640 2 Potholes, 10.5ms Speed: 1.9ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0010768_jpg.rf.52b389f152b4683dae659bb8fac9c5eb.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0010770_jpg.rf.71566c06394b7daa2478d460e3e8057c.jpg: 640x640 3 Potholes, 12.4ms Speed: 3.3ms preprocess, 12.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0011589_jpg.rf.b415747425086259c12dc2f738242735.jpg: 640x640 3 Potholes, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0011595_jpg.rf.f2285f22e68d47a31a051e4c74b11db2.jpg: 640x640 1 Pothole, 14.0ms Speed: 1.8ms preprocess, 14.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0025080_jpg.rf.13054571e90847440ef229e33d5f4e6b.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0025381_jpg.rf.76fd45881552c0869e5db1674ea67ef4.jpg: 640x640 (no detections), 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0027312_jpg.rf.03bd1a6bea3662b89f78cb09fdfe167f.jpg: 640x640 (no detections), 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0027824_jpg.rf.8395e80331ed406a319db199bcf50dc9.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.8ms preprocess, 10.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0028271_jpg.rf.c62f16a366a116e0b6cf7452fad66a00.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0028303_jpg.rf.8ac6e5d15c83e6782f8618229260d68c.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0028437_jpg.rf.7187deabc854aa3c3af812c596070596.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0028473_jpg.rf.6e26188e361b660f2556dca12c9fc876.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0028597_jpg.rf.f759ff9987315efede85a79d2b54940b.jpg: 640x640 (no detections), 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0028611_jpg.rf.e7c1434a6baa35d617e56613ead4b3b9.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0028753_jpg.rf.b6c4678bfc51ef9306688b8d377a87bb.jpg: 640x640 (no detections), 10.3ms Speed: 2.8ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0028892_jpg.rf.7204527f20eda91a5e3ab8c10793465a.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.7ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0029929_jpg.rf.16dcc94c96a2381c15b580b531ead32c.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0032515_jpg.rf.193849106c0466f46f82f78b9a6da8ad.jpg: 640x640 3 Potholes, 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0052416_jpg.rf.10dcd6e204714746720e92f6c6754e62.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.1ms preprocess, 13.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0063919_jpg.rf.b5e8eece94590e030959daf4b98c1db8.jpg: 640x640 (no detections), 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0064346_jpg.rf.75bc38b17e496751478c72761f9f3ac7.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.7ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0064639_jpg.rf.8f727d2ea97eabb5840d467bd8928043.jpg: 640x640 (no detections), 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066127_jpg.rf.02db9462ea908d618ae8e606449a4276.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066563_jpg.rf.f40d712ad16e6e395e52d896aa68c7ec.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066586_jpg.rf.bb103bcc833b52072a36a6d0628f7fd5.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066594_jpg.rf.554312e698a9285edb8c069c9c5c5e09.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066596_jpg.rf.dc5e62b47484e3477c62e3fe18a7a927.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.8ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066622_jpg.rf.57286136610f94c94e60589ce93a56d6.jpg: 640x640 5 Potholes, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066701_jpg.rf.9ca11953c460b168349c94fbf6bc201c.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066703_jpg.rf.b50ee3fb4506c424c3ace7e11bb59180.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066933_jpg.rf.d5bf3b2f6188d79eb8e868a26a2aaefe.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0089879_jpg.rf.e4a580fc3c18c836866d35ec4aa198b5.jpg: 640x640 (no detections), 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4119-156_jpeg_jpg.rf.aa4765a83abb222de58c38e3bbb76f52.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4119-167_jpeg.rf.c3c81fb7e177ddce256723cb9a68ec1e.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4137-1148_jpeg.rf.e5591965bf5c72eb31d3488fdc1c7ea8.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4138-96_jpeg_jpg.rf.0c920ddf00f69651de5ff6ae1862cabf.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4186-453_jpeg.rf.99aaf6a839215d9dccab53af2b6f72d9.jpg: 640x640 2 Potholes, 10.7ms Speed: 1.8ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4217-283_jpeg.rf.bfaf1027ae7aed19432ce2da5a1f8315.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4217-315_jpeg.rf.bfcb40eac06189ba0d898982c1e4f1bf.jpg: 640x640 4 Potholes, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4217-326_jpeg_jpg.rf.1a6be43618326a3ba937dd2f9bb892a7.jpg: 640x640 4 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4217-343_jpeg_jpg.rf.5d6263d4101cb5b937b2aa1c61802399.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.6ms preprocess, 10.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4220-496_jpeg.rf.13720146b0e44ad3d35e7335c15f22de.jpg: 640x640 4 Potholes, 10.1ms Speed: 2.9ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4403-1003_jpeg_jpg.rf.b078f28dbfaef7f5dca7d252e13c3a25.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4403-1004_jpeg.rf.2756f5ee6fe1bcdd65a6eec85848e1e1.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4418-508_jpeg.rf.b7c60f777e202845761f125eb4e44e7d.jpg: 640x640 4 Potholes, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4418-554_jpeg.rf.cfc9302912c945112ec26076e1d08844.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5066-418_jpeg.rf.f6ab723496a8d59c93bbb95d76827644.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5069-371_jpeg_jpg.rf.fd7e9d5224329e2a5446325a61503a44.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5069-377_jpeg.rf.8c37d319c8ba6c7c794850b8da518658.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5070-535_jpeg.rf.73fa8f40c91cef1e4c396f8817078ec1.jpg: 640x640 2 Potholes, 10.8ms Speed: 1.8ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5070-539_jpeg.rf.2acb11958b8742b64a8cbfeb38fb1af0.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.9ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5074-718_jpeg.rf.2ffce65c39a86c9c0473ebade210b252.jpg: 640x640 2 Potholes, 10.5ms Speed: 1.9ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5075-12_jpeg.rf.fa659d4174be72b107c5a2519ccfa820.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5075-15_jpeg.rf.74682dddcf738b713e9e68bd3f61cf31.jpg: 640x640 (no detections), 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5075-7_jpeg.rf.0d34434711cf8845304b4d0ed991d89a.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5075-990_jpeg.rf.6105d82bd0bfcf123fa2c9c35a5d6fbf.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.8ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5075-992_jpeg.rf.ad0a55c50d09660569a6819865feacaa.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.8ms preprocess, 10.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5075-992_jpeg_jpg.rf.bb02e4faa605a45f7a3b0d4af5f26cc1.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5075-994_jpeg.rf.a4c84495574e6e20de9d253c77c15649.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5075-996_jpeg.rf.cdb7bac5bba2c7fb71d3062d3103cc9b.jpg: 640x640 3 Potholes, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5077-167_jpeg.rf.82cab876ecca48f711e41039b2cfffed.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5160-451_jpeg.rf.4df35b79a06dd69924434bce3a498944.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5160-454_jpeg.rf.cea9c234db3923a23781dba8ceadc310.jpg: 640x640 2 Potholes, 10.6ms Speed: 1.6ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5160-456_jpeg.rf.9d804facf9d5765a701bb0b756a1fe3d.jpg: 640x640 2 Potholes, 12.9ms Speed: 2.0ms preprocess, 12.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5160-457_jpeg.rf.b20d1d69532cacaf7ffeb579cf0fd45e.jpg: 640x640 2 Potholes, 11.9ms Speed: 1.9ms preprocess, 11.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5162-820_jpeg.rf.6a7f325e4f53fad70e797ed0d89291f7.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5577-931_jpeg.rf.064cf604994e0d32a5bcb3d847774354.jpg: 640x640 4 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5577-932_jpeg.rf.efc798610266ca1ab216c8a578ea7b7b.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5577-932_jpeg_jpg.rf.609b28262e98054305b3365c4ed5780b.jpg: 640x640 4 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5577-933_jpeg.rf.af3313b2536419f4e7cdc427d15d37b1.jpg: 640x640 2 Potholes, 10.0ms Speed: 3.2ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5577-934_jpeg.rf.158e6d5dc9fe4b9c7be908d2990e43a4.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5577-948_jpeg.rf.e38eae97c62a23b999928d43a4637b44.jpg: 640x640 4 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5577-949_jpeg.rf.5358169be0dfb6941d55fe58dc2e1d30.jpg: 640x640 3 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5594-23_jpeg.rf.4985d965ac8f8e9195f670a716370d78.jpg: 640x640 (no detections), 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5594-25_jpeg.rf.f04b9308dc87521d53bdd307369575ec.jpg: 640x640 (no detections), 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5594-27_jpeg.rf.1cb32ef76837d035bc44bf909f12c6ac.jpg: 640x640 (no detections), 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5594-29_jpeg.rf.10fb332ea3957a8f95aeae4cace9e21e.jpg: 640x640 (no detections), 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5594-29_jpeg_jpg.rf.ae224385a04c8f90cf77b3c3aa54f210.jpg: 640x640 (no detections), 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5594-33_jpeg.rf.f8ce68a3e6a7a76802d7c18db6f6077f.jpg: 640x640 (no detections), 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5594-40_jpeg.rf.bfb246bbede7116d707d42fe29406fec.jpg: 640x640 3 Potholes, 12.3ms Speed: 3.1ms preprocess, 12.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5901-397_jpeg.rf.c3ddfc66fc8293e969790656ffdc75d0.jpg: 640x640 1 Pothole, 14.5ms Speed: 2.3ms preprocess, 14.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5901-405_jpeg.rf.7ccf5cdc613f5b5e03961e41b6e3cd76.jpg: 640x640 4 Potholes, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5901-406_jpeg.rf.dc4ec682af96cf3e855ff09430c19e83.jpg: 640x640 3 Potholes, 10.4ms Speed: 3.0ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5901-407_jpeg.rf.87ef8e9f68cb288adedb644850221afd.jpg: 640x640 4 Potholes, 10.1ms Speed: 3.2ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5944-251_jpeg.rf.46472632a56343552c82852a472d96fd.jpg: 640x640 (no detections), 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5944-260_jpeg.rf.0d4b6af269689f089b7a60636d53dfcc.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5944-266_jpeg.rf.38c3fd6a48541167a1333b5a89d35323.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5944-274_jpeg_jpg.rf.6317234d1971a56a85dd92044df6e4c0.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5944-279_jpeg.rf.b8c46f3094f816afb5251a6b7db348b5.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5944-282_jpeg.rf.db1828558e33861498da754f59878c66.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5944-421_jpeg.rf.e6cd2996dc845fb393fd7a029a611764.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN6004-740_jpeg.rf.be95b6b2dafba93d753bf43472d9c973.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.7ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN6004-745_jpeg.rf.727f619d1d34624e5b2d2b8c438bfe9f.jpg: 640x640 2 Potholes, 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN8259-1047_jpeg.rf.02b915371d06c2631573af52cd2fa40d.jpg: 640x640 (no detections), 10.8ms Speed: 1.9ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN8259-1050_jpeg.rf.f81fc93b0f42b88a0a4c5b5b80091ac7.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN8259-1061_jpeg.rf.2c9b49927232749c13ae3622a190a09e.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN8259-1062_jpeg_jpg.rf.611d9179fc08eee85f25031f9322c63f.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\Image_27_jpg.rf.cf5a176ad3762ac0c1358e9f875e5dad.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\Image_33_jpg.rf.6d0191df5248425c561e5b2b541c3e65.jpg: 640x640 (no detections), 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\Image_53_jpg.rf.c67f308eeb921ea7909d2e1a7cfc8f2e.jpg: 640x640 (no detections), 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\Image_5_jpg.rf.84e715706c78c1cabe1487834f170879.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-103_jpg.rf.e477da0992e1da95f22e993a1aa50738.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.7ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-109_jpg.rf.4de3185bbe1e7a8cf4ff199988388e65.jpg: 640x640 2 Potholes, 10.6ms Speed: 1.8ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-10_jpg.rf.2b9790e75a72cba0223a0149fa12710b.jpg: 640x640 1 Pothole, 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-112_jpg.rf.6eb5c6e8ad77a246c9ad204f96a299d9.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-114_jpg.rf.4bb04bf0d2348018b05596119f075375.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-114_jpg.rf.78bf60c19c4683ac37606e6820033038.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-117_jpg.rf.7a307e670da39d0c2d90e7eb6b7216fa.jpg: 640x640 2 Potholes, 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-119_jpg.rf.e90c03c524bc246c7fe761ad2449525d.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-125_jpg.rf.49dd749ace65177d2c4f52b35958c03b.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-129_jpg.rf.44534b06543aa55470a64fbcefdd6d44.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-132_jpg.rf.1379d50ee921761d7be0b8ceafddb82d.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-136_jpg.rf.48e79ed33209f6513df4e73544f981bf.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-136_jpg.rf.e0e4e7262532af113825992febdfd385.jpg: 640x640 1 Pothole, 13.1ms Speed: 2.2ms preprocess, 13.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-137_jpg.rf.ef77773ea6b2532384318fdfccf8baac.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-139_jpg.rf.04a8455d4749d2665a81d3dbb32c14a3.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-141_jpg.rf.2bd1898646e59cc027b215f6039d4c2e.jpg: 640x640 5 Potholes, 10.5ms Speed: 2.6ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-145_jpg.rf.304a01b17f2d438b0dfb2b6d03c11f2b.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-146_jpg.rf.e68cd567e4624540c56efc35354d9f8e.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-149_jpg.rf.f4ae4efe86db8096c682eeee7880196b.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-14_jpg.rf.55a009bf4ba5cd42fdbdb5fd6cf739ae.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-151_jpg.rf.56843634e6e84f8b9de2dc4ee0f1ae0b.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-152_jpg.rf.b274249dfa371dd25b01ec33267456b1.jpg: 640x640 4 Potholes, 12.5ms Speed: 2.1ms preprocess, 12.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-155_jpg.rf.36665adea5d4ad5660af0387c570cf34.jpg: 640x640 3 Potholes, 11.0ms Speed: 2.1ms preprocess, 11.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-155_jpg.rf.6b017329372ad735dc5ba4dbf8864017.jpg: 640x640 3 Potholes, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-158_jpg.rf.eb13e777c39ca9c8aa042a893c4fd7aa.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-165_jpg.rf.b0bdf450812be212825c67c3349bc98c.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-168_jpg.rf.ecb3e8bd3b9695b95484000e33e18de9.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-169_jpg.rf.66bed87ddfc21aaabc5f914ac9bcfa24.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-173_jpg.rf.67565904b65c8f1ea41ba312209f14c9.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-173_jpg.rf.e54b1655d581ed6eee9fe22cf7fddb97.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-174_jpg.rf.636e7d7c97d69ec5e46e5d04b50260bf.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-179_jpg.rf.5861bc35f91da5a60d6ffefc00851617.jpg: 640x640 5 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-181_jpg.rf.e9693860f08e4b1f98232f555db8be53.jpg: 640x640 3 Potholes, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-183_jpg.rf.74d696b8a208ee943b4f13a795b0c01f.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-18_jpg.rf.e5ee151b3b86d22bf77854453ad63b6f.jpg: 640x640 6 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-194_jpg.rf.24277dbd0e772c377a0e8ca41a66c7e9.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.9ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-196_jpg.rf.2c128d3864acdd7b028b910b54bc978e.jpg: 640x640 3 Potholes, 11.9ms Speed: 3.2ms preprocess, 11.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-205_jpg.rf.a55a257fcde6672382d494a1144eb0eb.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-219_jpg.rf.d8dae00dbe449afeac00335443627cef.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-221_jpg.rf.a9394886742e1e193ae4f4e53707ad3a.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-229_jpg.rf.c9bc1a8d227c424bdde437e6cb6143c5.jpg: 640x640 2 Potholes, 9.9ms Speed: 3.0ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-230_jpg.rf.59828219aa9f648e3bf1c770671c4bed.jpg: 640x640 3 Potholes, 9.9ms Speed: 3.5ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-234_jpg.rf.47bc9cb5da2f6df131ab9f7c86ca9b68.jpg: 640x640 1 Pothole, 13.3ms Speed: 3.3ms preprocess, 13.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-234_jpg.rf.719371c0ddd32ed25b7ae867111ed543.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-235_jpg.rf.59a1389d99291e78704f2bea7b457197.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-238_jpg.rf.5cff51ae3fdfc9902f97588804fac635.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-239_jpg.rf.03f9e13710e4913b3770456e37b8fa42.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-23_jpg.rf.a6f640cab458d7051abceb032ab490d1.jpg: 640x640 4 Potholes, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-242_jpg.rf.842c2d3d8e093cfb7a29a06685f68733.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-250_jpg.rf.9752597f80dadde4ac1f14e96bdc27b6.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.0ms preprocess, 13.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-255_jpg.rf.3e091c68941991f80f06c66da4d23c83.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.6ms preprocess, 10.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-258_jpg.rf.d978b631d938480313f839be6fe89795.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-260_jpg.rf.dd5ac560db1bed8678c34b6e2150c33c.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-26_jpg.rf.3c49ba32b215cf1a3090b1a6852ad8fa.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-271_jpg.rf.c5f672e93596ff0923d4e4a5afd601ff.jpg: 640x640 3 Potholes, 10.9ms Speed: 1.7ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-27_jpg.rf.ff1ec1d3097cc44ab26c9818ec84b04b.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-281_jpg.rf.21d54bf7f3f57489bf6e0b3abca57bf5.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-284_jpg.rf.0d34fd8fffe0c6072b97a3d7bfb8816c.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-289_jpg.rf.1aa5b2c075b7c261f29cefbc8949cd71.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.3ms preprocess, 11.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-293_jpg.rf.eff6d880d406840b57b142b5a8ecf7ad.jpg: 640x640 5 Potholes, 14.0ms Speed: 3.0ms preprocess, 14.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-296_jpg.rf.4bf40a1b511e9f0a47344e24ce0c7982.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-297_jpg.rf.78fed01221bb6dc71e058c467f40aae4.jpg: 640x640 4 Potholes, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-29_jpg.rf.a0cd8c676f8a039b7ab9784b1023b64a.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-2_jpg.rf.549804b9d5471d2dad536a71350b3ba2.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-301_jpg.rf.c0f849543ab78c1b90259ce0bb2a3577.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-304_jpg.rf.4a94406f5e69f21d2a3f9bd9b79707fa.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-309_jpg.rf.0a70ae81213c6befbb504a0ce41d8543.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-310_jpg.rf.5f59f4ab04f45103c802c147e8ace4b2.jpg: 640x640 3 Potholes, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-310_jpg.rf.f54f469db4b08dfcb15b61470a5d470f.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-311_jpg.rf.09b0e5c56c537e062b1b1ce18561b7a5.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-313_jpg.rf.739491973a28425e4d5194b1edac6d1c.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.7ms preprocess, 9.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-314_jpg.rf.478783e6600a65b21366cfec7919950a.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-315_jpg.rf.3339dda5eae6167b3fa6369290a6c8f0.jpg: 640x640 5 Potholes, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-327_jpg.rf.c5df41ec104638bb13b2c4ff0dd2fd64.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-337_jpg.rf.548bd9e708c6e86a360e832a63da363d.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-338_jpg.rf.731a6ae49a9c10f7a137ec3751c28779.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.6ms preprocess, 10.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-340_jpg.rf.81e1f2c33d4a0afb10effa44d5b17f5e.jpg: 640x640 2 Potholes, 10.1ms Speed: 4.1ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-342_jpg.rf.c1ba1da60ac72efa1de04882b33a81b7.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-343_jpg.rf.508d2b4e35524a0da1755b2dc6111b27.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.8ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-353_jpg.rf.aa942291b7ea0057363b01272ff09e8c.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-358_jpg.rf.28579f4b722962e594ef7145b5a92fc6.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-367_jpg.rf.650e95b7f052b66722150a2a693b037d.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.7ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-374_jpg.rf.475109d00336206993a612963c7815f1.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-388_jpg.rf.a4ec3c17f260064a80a9c8be05809e47.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-398_jpg.rf.1b9f3ff7c62a40c07a06202be6601648.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-39_jpg.rf.6d7a732b780c82abad6755c33eda27f9.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-3_jpg.rf.054c40b28f99e69b2740c35945b85faa.jpg: 640x640 1 Pothole, 14.0ms Speed: 4.2ms preprocess, 14.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-405_jpg.rf.e04bfa5f6ea9b14af064e70a19679538.jpg: 640x640 7 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-409_jpg.rf.7ef5bd13e2db2ffaa85899a656661f03.jpg: 640x640 2 Potholes, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-414_jpg.rf.a0a6ca6ecbdc6a7816a939da178c84ad.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-418_jpg.rf.810df7930e518ddf4ff0544e97bd3de9.jpg: 640x640 6 Potholes, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-42_jpg.rf.1353673a0de9a49e58b9de3f170d92a9.jpg: 640x640 3 Potholes, 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-430_jpg.rf.97da793fd23cd64f7dbb06853d9b3152.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-438_jpg.rf.47ac7afd37530ce2145322162b405c20.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-43_jpg.rf.1dabf99bf98fdf0488cf5e7c1ac82a3a.jpg: 640x640 3 Potholes, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-441_jpg.rf.3a0b7c78202ce322c4b2404b82c17d9a.jpg: 640x640 3 Potholes, 12.6ms Speed: 1.9ms preprocess, 12.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-444_jpg.rf.bdd6b0df8931c6095dda524df72532e8.jpg: 640x640 6 Potholes, 10.1ms Speed: 3.3ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-458_jpg.rf.5346e1db18f694ff9dc8596c3949de2f.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-459_jpg.rf.a30e644d9f564ac4b52b3739a66bb80f.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-460_jpg.rf.0045eb5fdaf56a694b7bc47908fe4cd8.jpg: 640x640 2 Potholes, 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-461_jpg.rf.4dff7a702b46d44da7b9ff89bfa16eca.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-463_jpg.rf.2161b553d78d6222dfedbcac22971f84.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.9ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-466_jpg.rf.d2760200c8d48b98e6d606131c33c50a.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-470_jpg.rf.bd04ae60ef1fa24e942e1be6213bd82b.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-478_jpg.rf.6944ad96b59c6acd0fc3a4c949991d4c.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-480_jpg.rf.09b77e73159258cb9c11bccf73f4a099.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-481_jpg.rf.625f8146cb84ff1527b688de1a44d878.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-489_jpg.rf.e5bdb5b4cfc12c900987ba736402e451.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-490_jpg.rf.3dfc7da848b7f394096abbce74a159de.jpg: 640x640 4 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-491_jpg.rf.72a15fce3be134739f81971bc0352928.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-4_jpg.rf.3b0020957b2336462bb181648ccb6cd2.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-503_jpg.rf.76cfbba07767538e0c4a751d54b76075.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-506_jpg.rf.94865eb5dfb65de7722e8f6678964bf6.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-507_jpg.rf.d64b4d7ff0a00c0d2b6028572d68958e.jpg: 640x640 6 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-511_jpg.rf.4854463f6592cc9cdeabe05a03951faa.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-517_jpg.rf.0dfc0c2794bee112b5f3989cd8e7f896.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-519_jpg.rf.3f8d0c54bb3ab48037c24fa03d3c0d28.jpg: 640x640 8 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-519_jpg.rf.cbdfad96a24bdab037debac7343524bc.jpg: 640x640 8 Potholes, 10.2ms Speed: 2.3ms preprocess, 10.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-520_jpg.rf.073700a7f3f19b021179649a9687e703.jpg: 640x640 1 Pothole, 10.6ms Speed: 3.3ms preprocess, 10.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-526_jpg.rf.512a1523def7d0c45fece2998cf5b705.jpg: 640x640 10 Potholes, 10.4ms Speed: 2.7ms preprocess, 10.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-526_jpg.rf.71934ecdd7a9c15b3f4e35d61b15a5e4.jpg: 640x640 10 Potholes, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-543_jpg.rf.5bde247ef88068ac717eb9a94d1d404c.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.6ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-543_jpg.rf.af6d766c00982b2c535c31a4d0c980f0.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.1ms preprocess, 14.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-544_jpg.rf.525d12089e6be2d1b2890a0e31999f97.jpg: 640x640 1 Pothole, 13.9ms Speed: 2.4ms preprocess, 13.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-545_jpg.rf.89b074503ac48432ea2b7a13f8200e84.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-546_jpg.rf.090771c5d49d7c542b76c30f4450c45d.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-547_jpg.rf.2825fc6d6733627bc98dbe2db0e6a75f.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-547_jpg.rf.79ec3b7184a56373ae8404beffa13673.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-548_jpg.rf.9a18be52e078eaa9ab12afa165890935.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.7ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-549_jpg.rf.56df7f69d2c95e2ac88adab1d0be327a.jpg: 640x640 2 Potholes, 11.7ms Speed: 3.1ms preprocess, 11.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-54_jpg.rf.05813168879b9ac70c246fbf37d782b0.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.1ms preprocess, 10.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-550_jpg.rf.89ee6021bc54b49beb04f0d3952d9c53.jpg: 640x640 6 Potholes, 11.2ms Speed: 4.0ms preprocess, 11.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-551_jpg.rf.6e864d93052f7487392804301fc9f18f.jpg: 640x640 8 Potholes, 10.0ms Speed: 3.2ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-552_jpg.rf.ee2244b51a7bec0ed73bc995d4fbf115.jpg: 640x640 14 Potholes, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-553_jpg.rf.3a24db30e6f48a5421db12e0ccc53ca4.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-554_jpg.rf.38d255937d2f6e7ea85ce8927fd016a1.jpg: 640x640 10 Potholes, 9.9ms Speed: 3.2ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-555_jpg.rf.c1c77c2e1901c87b172b385593e75384.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.4ms preprocess, 11.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-556_jpg.rf.c5d9214ef8e798b5fde1a1392bc5f801.jpg: 640x640 4 Potholes, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-557_jpg.rf.bb2db946996bd6a169beab54ad1fd2d8.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-558_jpg.rf.8a77dfdb6746c5fa3ce70c7dfeea82cf.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-55_jpg.rf.8f97edccddaa7cdb65063e8d5b1853a8.jpg: 640x640 6 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-560_jpg.rf.08eb2b139db5169054b8be733c8665c3.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-561_jpg.rf.dc592c7651422a476b99bec9537cc002.jpg: 640x640 8 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-564_jpg.rf.4b1a1e8366e19a70f9595b9743b60bf7.jpg: 640x640 10 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-565_jpg.rf.ea0b18c9a3091d60d815223052c82209.jpg: 640x640 1 Pothole, 13.4ms Speed: 1.9ms preprocess, 13.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-568_jpg.rf.cbd6e65921e1c82a1f788b9babb7a352.jpg: 640x640 1 Pothole, 12.7ms Speed: 1.7ms preprocess, 12.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-56_jpg.rf.f1c2291f416e7acab34231cb46c4869f.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-570_jpg.rf.44d81f73de70c7679238f1ee83352c03.jpg: 640x640 4 Potholes, 12.8ms Speed: 2.0ms preprocess, 12.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-580_jpg.rf.ce699ac70ce6ac778c6bcd8f4ad18988.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-584_jpg.rf.74a7f32350c3641938f673c509c25294.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-584_jpg.rf.973581b3baea2ed1edebb90b6b4e5990.jpg: 640x640 2 Potholes, 11.3ms Speed: 3.6ms preprocess, 11.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-586_jpg.rf.e8948574241665a4780462dc831fe769.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.0ms preprocess, 10.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-588_jpg.rf.7d36b53bbb11b76ee3b510ecebc568f8.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.5ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-596_jpg.rf.40d2bb79180381d6011052a44da9bcf8.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-607_jpg.rf.0f3e87e068be5c8159b5541ed48773a3.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-609_jpg.rf.3f61385c3491678cd79d548103c9b9bc.jpg: 640x640 7 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-610_jpg.rf.57d5f5cdd4f4401459a0d496970dd19a.jpg: 640x640 2 Potholes, 11.6ms Speed: 2.0ms preprocess, 11.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-613_jpg.rf.b6a78ea6c6e840da6e3253929378ff51.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.2ms preprocess, 10.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-627_jpg.rf.49c2dbf01fc1a40f54cbb08fe0ab3213.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-628_jpg.rf.7307fe782ebb8b6844a875e2318dba8e.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-631_jpg.rf.bdd6f68f4a1f107d26db02e16a05bc60.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-633_jpg.rf.60b04a73f2d664ba028f2caf267b8997.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-634_jpg.rf.3a8c92d3bdf8ec046546e46f7033dab7.jpg: 640x640 9 Potholes, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-635_jpg.rf.4f14fea82906ee6b56ee08a2a18a7b92.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-635_jpg.rf.9be29c8afd83e884e5d8a6475d15db9f.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-636_jpg.rf.4042a2db7876f0a0ad000eb014a24ea6.jpg: 640x640 7 Potholes, 11.2ms Speed: 2.1ms preprocess, 11.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-637_jpg.rf.da938f6be40bedcab74f84fcf8fd9d03.jpg: 640x640 4 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-638_jpg.rf.2f1ff9b40a9e6d7563f7c0a00e51780c.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-639_jpg.rf.786f67ce28cfe262af1fdb81479b20ac.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-63_jpg.rf.2c08c8d9eb89f99e9260bd0b31e27106.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-63_jpg.rf.efb917872b9674798a36cc16679bbe8b.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.9ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-640_jpg.rf.71cf728de880c4fbbc51b04fe40272b6.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-641_jpg.rf.3fcdfaa2a22755668a03b08d69003dd2.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.5ms preprocess, 10.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-642_jpg.rf.0fa0a07952359451bd601b9923a09916.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-642_jpg.rf.d359e92945dd32d5cb3bd19b4431dc6c.jpg: 640x640 3 Potholes, 10.3ms Speed: 2.4ms preprocess, 10.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-643_jpg.rf.06a581e21883115878cd9cc2de51485e.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-644_jpg.rf.6af4cb8faf88f224a0abc38729c388cf.jpg: 640x640 3 Potholes, 11.6ms Speed: 2.4ms preprocess, 11.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-645_jpg.rf.2ba723e7bbbdad5f0d49b5ad6811b6c6.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-645_jpg.rf.624904238aab8ed0b472549daafef64d.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-646_jpg.rf.14ab15999f9d89718781794bc0e6fe9d.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-647_jpg.rf.f8aa4c4fbc2bbc507eabb6e7f50ea829.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-648_jpg.rf.f6f59db44a24f02a0e51e4521176b875.jpg: 640x640 16 Potholes, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-649_jpg.rf.04378bb1ed8aa23d94cf992f82fc3232.jpg: 640x640 1 Pothole, 14.3ms Speed: 2.2ms preprocess, 14.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-64_jpg.rf.79f0cef36ea535c3ff4f051b8f6b8593.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.4ms preprocess, 11.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-650_jpg.rf.c748e7685b843a767ac6683f991a87a5.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-651_jpg.rf.683b86fdf9290ffe77f2bdf9ed255b50.jpg: 640x640 1 Pothole, 10.8ms Speed: 1.9ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-652_jpg.rf.4350d6cbc9cc982b6b6343367b00dfcb.jpg: 640x640 1 Pothole, 19.1ms Speed: 2.3ms preprocess, 19.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-652_jpg.rf.b6de34b60240490c1f05fc7a7bdb68ce.jpg: 640x640 1 Pothole, 12.6ms Speed: 3.3ms preprocess, 12.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-653_jpg.rf.edfe306553a6739e95271ebfbb0de109.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-654_jpg.rf.39573e6dc246c9972a4b85dc9c572b80.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-655_jpg.rf.963a976b7516cb8cacea118c9a7e57c0.jpg: 640x640 9 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-656_jpg.rf.0241c84cae902fb0fae3438de4fbad44.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-656_jpg.rf.c6b398432b686130b48c2c90bdbfb727.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-657_jpg.rf.38f91274d8842bfc54266b724536cd8b.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-658_jpg.rf.91fc37d44877967ad55a8e809c796058.jpg: 640x640 6 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-659_jpg.rf.0d0bb5561f85d9e1bf9ce160d47dd7e8.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-65_jpg.rf.178cc1a02438922f47c27387b6aed489.jpg: 640x640 1 Pothole, 10.4ms Speed: 1.8ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-65_jpg.rf.d4e1b242e91ecccf30bd42cb24e87315.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-660_jpg.rf.c059310c0673297307ef373319ac20fc.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-661_jpg.rf.94b745cd40674fd31949429f45728ebb.jpg: 640x640 1 Pothole, 11.0ms Speed: 1.7ms preprocess, 11.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-662_jpg.rf.bb095bc9ef3e81e2c5097b9c1e0dcd02.jpg: 640x640 7 Potholes, 10.8ms Speed: 1.9ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-663_jpg.rf.58f6241320d7bb02e7ec3bee15347dde.jpg: 640x640 12 Potholes, 9.8ms Speed: 2.5ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-664_jpg.rf.dddd5be83798f28c1176f651f0ec81a8.jpg: 640x640 2 Potholes, 11.8ms Speed: 1.9ms preprocess, 11.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-665_jpg.rf.f5de66d1cb9f9a79aac4d9d8b2a6d60c.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.4ms preprocess, 13.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-66_jpg.rf.74f09b368bce49f77f902df3b6265dc3.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-66_jpg.rf.fb7d5f518ad214bb9ed82762017e7167.jpg: 640x640 4 Potholes, 10.0ms Speed: 2.7ms preprocess, 10.0ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-67_jpg.rf.b1ffaf55dee13d99cce37d9a18103c3d.jpg: 640x640 3 Potholes, 14.9ms Speed: 2.6ms preprocess, 14.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-68_jpg.rf.c81bc08f42ed18f8dcf3725f7088972a.jpg: 640x640 3 Potholes, 16.8ms Speed: 2.4ms preprocess, 16.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-69_jpg.rf.92eda0eed170162f793882db6a7a1399.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-6_jpg.rf.fed2424a11e6fbeb6c736efc71cef7d9.jpg: 640x640 4 Potholes, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-70_jpg.rf.db1fb1efb26fb18aa3a9533bd7c9b54f.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-71_jpg.rf.eca811dea4ac33b411c15c477302ada2.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-72_jpg.rf.bb29452f35b153fed58369f37cadceb8.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-73_jpg.rf.76fa2429cf5ec0a8ece564d313041aab.jpg: 640x640 2 Potholes, 10.9ms Speed: 1.8ms preprocess, 10.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-74_jpg.rf.1304d04b42a11afd5842a33096e046a0.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-74_jpg.rf.c423e91e59457a2182c7243c818e171e.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-75_jpg.rf.bb6333616f8b5660ab40239b37104ab9.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-76_jpg.rf.50e005e4b9683e6978651563c4a3bb02.jpg: 640x640 4 Potholes, 12.3ms Speed: 2.0ms preprocess, 12.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-76_jpg.rf.69427903ac60200a1af8a96c181322df.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-77_jpg.rf.3e909889131d7a799a875d1e96847b8e.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-77_jpg.rf.eaab7367cee69a5f72324b0604eff359.jpg: 640x640 4 Potholes, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-78_jpg.rf.8c37148a14fb8d114f1e24a061db8d75.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-79_jpg.rf.2de55b69bed06fb98dc520771d1a70ed.jpg: 640x640 1 Pothole, 15.5ms Speed: 2.4ms preprocess, 15.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-79_jpg.rf.f44f5af679913539d21b90503f1036e6.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-88_jpg.rf.6cb79419027af21aa872e021c24e9842.jpg: 640x640 1 Pothole, 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-9_jpg.rf.308ebf88aadc16f976df1ad5a45a27ef.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-1-_jpg.rf.67fa9a58504bbdc0830455ddc53c6f15.jpg: 640x640 (no detections), 10.0ms Speed: 1.7ms preprocess, 10.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-107-_jpg.rf.a73823ea00406538a05c7bb7a1bed747.jpg: 640x640 5 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-11-_jpg.rf.63566efdbf624e203bc8fde8772da333.jpg: 640x640 5 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-166-_jpg.rf.4f51880e8f566fd28f62fb11c7b98445.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-168-_jpg.rf.6e42df4bf9a4e3aa6329cbf96e2438ec.jpg: 640x640 1 Pothole, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-169-_jpg.rf.b4bc16179583aee8404823da220426a5.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-19-_jpg.rf.808cd104857f140e0d22058a162a94f2.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.8ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-205-_jpg.rf.babda9a3870c46d0abc8b7f9bb8ec7d2.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-220-_jpg.rf.89f94fefc1c26030b3181c64bca4bd55.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-50-_jpg.rf.97a87dac4ba9f3e9e484d21eecad0999.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.2ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-52-_jpg.rf.5dead92d78d682db496e508ef42a7d98.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-61-_jpg.rf.d59d4013ceb539edda220942bf846699.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-75-_jpg.rf.43c86c0990549c1b22d0b9d21883b18c.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-77-_jpg.rf.6441317f0e51a724c39a3afbf368e4d0.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes106_png_jpg.rf.a565199483f92a7c36dceb2e632a8e50.jpg: 640x640 1 Pothole, 10.9ms Speed: 1.9ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes111_png_jpg.rf.493766a5586302a3b099972bf0e1c13a.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.7ms preprocess, 10.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes117_png.rf.8c48f3988eb84ab189c6e414b849c80c.jpg: 640x640 2 Potholes, 10.7ms Speed: 1.8ms preprocess, 10.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes124_png.rf.52ad759292d7e0dd470ff2e9fb69d68d.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes12_png.rf.f0c5751518a4a2bad28762555cf94ccd.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes13_png_jpg.rf.247baaf7e8e26326a505ee3f1616d471.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes142_png.rf.20566491f5a66160317c52407293a832.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes143_png.rf.e03010032b1b7c6e355b2c95a55e94ea.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes157_png.rf.9d9afe51b48a32ed10b13aa52820d016.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.8ms preprocess, 9.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes19_png.rf.fdba7a85c0d0a3a6e3770b9cb943649c.jpg: 640x640 2 Potholes, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes21_png.rf.f1f11338c3d3d20763b45af4675828e3.jpg: 640x640 2 Potholes, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes220_png.rf.b71fb8cab4abb5e5a45fc4922605236c.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes222_png.rf.6c5a9911166b91e3e6f31a218b3b2aa3.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes229_png.rf.51cfa8ce7b3e5fd0b5aaf6a7ce378ee0.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes262_png.rf.6ba8ede3d450e55a68eab96b85c99042.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes275_png.rf.ff0a1d932c37bac1f48e374163c776f5.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes27_png_jpg.rf.c5ee785982e7f6bb9bc446c51db54437.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes288_png.rf.429ff26239d16f13edd70aacd2df9bba.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes298_png.rf.ff51605c6f9f50f7f8e6e515c2952060.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes305_png.rf.ed596084e1b650479d5dd0bbe48dcce3.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes30_png.rf.70706067c6fdf48c23d17111f8f2d864.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.8ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes311_png.rf.d8c476dde7fb8d7c0398069d744e719c.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes32_png.rf.3e437f8b784cc7bcd3c4c8357245f7af.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes32_png_jpg.rf.d798f8fd99cfce1981d39b6840679128.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes368_png_jpg.rf.9cb8f0248a240a94d48cb04fe16bb75d.jpg: 640x640 16 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes375_png.rf.110466e1b5d9f4b1d26b7997fc5ae612.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes380_png.rf.95ea81d9ef46e62e5b26c59ddd6a729c.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes380_png_jpg.rf.6ec52eaad7321a56131f54c9c4d05300.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes381_png_jpg.rf.5ba396ab9e76eb4a46e0c97ccdae469a.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes383_png.rf.a8cc7e3ca223620df3d9344150d47652.jpg: 640x640 2 Potholes, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes387_png.rf.bacc0a48e6d9466bb8ae72b5c9df31b9.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.8ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes389_png.rf.5954dbf051e08fce79807e5dc52e8c8b.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes390_png.rf.81b5f156bd8f61ef9c4a7c6e230d4e96.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes390_png_jpg.rf.e41535bc7e5a2dcd3d02d4e93eeffe45.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes392_png.rf.b300d425193367e9f7633c0593b17a07.jpg: 640x640 1 Pothole, 10.7ms Speed: 1.8ms preprocess, 10.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes393_png.rf.9425754e0dfa1567683dbd0e1478b4bd.jpg: 640x640 3 Potholes, 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes417_png.rf.9841225e6ad35fa285f9f864416abb00.jpg: 640x640 5 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes419_png_jpg.rf.73df92019d26e1df6e95f1f3690c0f6e.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.7ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes420_png_jpg.rf.c9a856cb10c2965c3f13e01c005a1780.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes423_png.rf.09ef8983fd55040f9638a79286200402.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes425_png.rf.e4e67488df2b8ef7a1108721d96486fb.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes441_png.rf.8ebb0aa964d103b1efd0718990b43c59.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes446_png_jpg.rf.bd782284566036f568a894fefe5787eb.jpg: 640x640 6 Potholes, 14.2ms Speed: 3.0ms preprocess, 14.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes448_png.rf.6c01d7c1a42aaceccde32d041bc66612.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.4ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes450_png_jpg.rf.a85767541cd9d2db6fc2db3dd8e0dd04.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes451_png_jpg.rf.779a8becb2ec25147f334ac37c8dfd12.jpg: 640x640 3 Potholes, 10.0ms Speed: 3.1ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes454_png.rf.0da0d38e23e8c9b3b9f380369610d489.jpg: 640x640 5 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes459_png.rf.6af68460e61734ab5982f4687354060f.jpg: 640x640 1 Pothole, 11.4ms Speed: 1.9ms preprocess, 11.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes45_png_jpg.rf.4bc614f4a9d93d099ed68e3703385bfa.jpg: 640x640 4 Potholes, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes464_png.rf.e8b9a6453d75037d61982f4252147b99.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.5ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes49_png.rf.59557926997022734aad994acdcd1967.jpg: 640x640 4 Potholes, 10.4ms Speed: 2.5ms preprocess, 10.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes4_png_jpg.rf.d2431b01e6906d2ffbedb6a49dc551ad.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes509_png.rf.d3b858501176f8c258392c5d3837885a.jpg: 640x640 3 Potholes, 11.1ms Speed: 2.0ms preprocess, 11.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes514_png.rf.aa0017054265e79775945c873ed6db96.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes51_png.rf.0073c9fbc0c8efd77560d58b17b0516b.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes52_png.rf.cafbc702f5c745cdc981deba15108ff2.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes537_png.rf.a234b09f3e4caa7ed1e3a4b50ec16b09.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes542_png.rf.340d23519d7b4b61d3a829704810aae5.jpg: 640x640 4 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes555_png.rf.3aa131ec9a546941f8c9547a26410ffb.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes575_png.rf.1c4a57d4674682b6098674970aff380a.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes594_png.rf.142689a9445796a2209dc82284c05e2f.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.8ms preprocess, 10.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes598_png.rf.9813af02984e75d67a11048b4513654b.jpg: 640x640 2 Potholes, 14.0ms Speed: 2.6ms preprocess, 14.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes5_png_jpg.rf.f5c679b85779d9786864fa5e32e7cc4e.jpg: 640x640 2 Potholes, 10.9ms Speed: 2.7ms preprocess, 10.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes650_png.rf.0102ca6b481d9c4d88efb645839201c9.jpg: 640x640 4 Potholes, 13.1ms Speed: 2.5ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes68_png.rf.d13dae39e98c638a69eb1f1e7a459dd1.jpg: 640x640 14 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes88_png.rf.d1a21d31fd7a2ab4a8c38d38968162ee.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes89_png.rf.4813d756233f6624f1b01c3bd01fd1cd.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1007_jpg.rf.9c72989e10a9ba89eac0ff3c068c52f6.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_100_jpg.rf.86f33370f5acf245d07602fc905a3e0b.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1074_jpg.rf.d7b31dfb0e111e7ab1751db6ca1c50e8.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1084_jpg.rf.da8369d87ae8fa059c7356cd61d1439b.jpg: 640x640 2 Potholes, 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1155_jpg.rf.e54c99bfaa3f005d56557754ad3d26f4.jpg: 640x640 11 Potholes, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1195_jpg.rf.51efed1da44a79a27c38e94bcb9cf0ef.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1197_jpg.rf.b2c34cb684c8469f19e807414fbaf5c6.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1201_jpg.rf.ef1a0ac959ada590de9ffd75d910ce3d.jpg: 640x640 4 Potholes, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1214_jpg.rf.18b504b3d14c6b96197c306f54ba5237.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.8ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1222_jpg.rf.487a9b3881db2c78d698dc84a9b1f368.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_129_jpg.rf.dbc0fe96260d51d2472920502c515443.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1348_jpg.rf.66679b3eadffb6d635e1616745f4b4c6.jpg: 640x640 2 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_13_jpg.rf.e1cb5d7224e29b7a4ed55c603a771764.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_141_jpg.rf.a0efe057b08dff871f65c365abd4e824.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1428_jpg.rf.86e3f8a411bbd10d1dc70169b1e03555.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1431_jpg.rf.13d164b970569bd00d3bc973cd39d7a8.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1433_jpg.rf.5570f7d3a024b4ef286bbf1759f4eeb7.jpg: 640x640 3 Potholes, 11.2ms Speed: 4.6ms preprocess, 11.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1464_jpg.rf.2854d47c4437de952dc6ecec55e0e7a4.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1472_jpg.rf.aea4a2ca0e87521e63cf90ac3ed498ae.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1519_jpg.rf.a74f21c4941cec21d83561eeb699912b.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1521_jpg.rf.b13df0837630dec600608af7f189cf89.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1523_jpg.rf.347ef3cfa4e54d194276b79d8f36777f.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1560_jpg.rf.0cbb667ec0f64a59b0e003e436ec71f9.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1562_jpg.rf.3fee2caa601e40b86b228e999ac9d955.jpg: 640x640 4 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1564_jpg.rf.0dec8b0742cdde7f355ba6a6db8c6d28.jpg: 640x640 1 Pothole, 10.3ms Speed: 3.2ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1583_jpg.rf.0f38895e8329f504b1a72a61c13f2580.jpg: 640x640 6 Potholes, 10.0ms Speed: 1.7ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1594_jpg.rf.353d468c0801e569185940db61277534.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_15_jpg.rf.848dc6ae03d6bae60ff710ed210efde0.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1613_jpg.rf.9ce4cfdb03f6e24baf0dc84ce1efc701.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1624_jpg.rf.66163d39685f5c4510782cb2887460bf.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1657_jpg.rf.73b575c3b00a974d955bae636198c406.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_167_jpg.rf.0cff5d9c41c0adbd7eb1a296b956fcfa.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.8ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1686_jpg.rf.6efc9c374724f22034681163607d8ce2.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.8ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_173_jpg.rf.83f81a1d3b72f8e32fde549bead79813.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1743_jpg.rf.62ecc45d2434c4f2a81e293b6dfdda3c.jpg: 640x640 5 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1754_jpg.rf.253a85fd785c9a2db303af67edda623c.jpg: 640x640 5 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1771_jpg.rf.21e14568c2b55e837e88845f7478723b.jpg: 640x640 4 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1785_jpg.rf.7c5e513962cca7a6d8b00f607625d28d.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1806_jpg.rf.00f77f4cf5da599e41a26cc96ed9012e.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1810_jpg.rf.a44c44a4ebe6e18f8a61f30b7c1d3120.jpg: 640x640 4 Potholes, 10.3ms Speed: 3.1ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1836_jpg.rf.4d13b0c4bcce3480d9df527c5767fcfa.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1869_jpg.rf.734fdcd99f0cd241d2a0e203bcf52d9f.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_187_jpg.rf.9871fd7ead30d2212279f36645e0f44d.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1896_jpg.rf.a70fd2960ade0c7f1bb9434bf746b1cc.jpg: 640x640 4 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1916_jpg.rf.edff75ef3f398941dff8b464b0c25b8e.jpg: 640x640 4 Potholes, 12.6ms Speed: 2.0ms preprocess, 12.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1923_jpg.rf.4f664bc3e1c6d5de7651093ed1135f74.jpg: 640x640 7 Potholes, 11.7ms Speed: 2.0ms preprocess, 11.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1947_jpg.rf.d46fb7c9ede27bf2b4ff519c45c4f639.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_194_jpg.rf.36a65d9c285b317bdc9f03d04c091b08.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.9ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1953_jpg.rf.9ab13ee6462c80b6fa4e458bff0ad228.jpg: 640x640 1 Pothole, 14.6ms Speed: 2.9ms preprocess, 14.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1982_jpg.rf.08718c3328b078c107683e0a648bbcab.jpg: 640x640 3 Potholes, 15.9ms Speed: 3.3ms preprocess, 15.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1983_jpg.rf.23dd5f84f352b7f7d89014c57e83a2e7.jpg: 640x640 1 Pothole, 10.7ms Speed: 2.4ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2024_jpg.rf.4c5b5cf97d9745f1588c926a7e2b2edf.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2051_jpg.rf.71175e1773c7faf72fc7893e187dc1aa.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2057_jpg.rf.98e25ec072c3a158fe35852bdc5c8998.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2066_jpg.rf.eaac668a145b6fb3fc9095e493eee98d.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.1ms preprocess, 10.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2078_jpg.rf.d419e0183e667f688a18a10547085c4b.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2099_jpg.rf.93954e08e24bb932d9ed45f1796ad2d7.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_21_jpg.rf.5ac40501ec24ac244f38fa0abddb0160.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2210_jpg.rf.7e1a368970c5d1be3eed02d673056979.jpg: 640x640 6 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2215_jpg.rf.0f15640ffa88fb302230fb42b3896eb0.jpg: 640x640 2 Potholes, 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2280_jpg.rf.4c7f18df2e471bc2081f5eb69f5fb6a5.jpg: 640x640 5 Potholes, 10.8ms Speed: 1.8ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2288_jpg.rf.f9ae0e668cbd34d2ce224b81716c88c4.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2297_jpg.rf.ecc7dad6f209437c7899927784457126.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2307_jpg.rf.f4b6569cf545eabe9ed9308a0253efa6.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.4ms preprocess, 11.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2318_jpg.rf.4dddda8e09e14914a2d996b2088ad6ad.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2342_jpg.rf.e86d342c7926b503f6f535ec252da368.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2379_jpg.rf.761562353d2dc38058c13c1e005d80fc.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2461_jpg.rf.08139ac6d5e2fe298805251cd2335cc3.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2467_jpg.rf.dc04495c79ec284c5985d20679e6f973.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2474_jpg.rf.2e945a83eef31456f360ac4cf08e99f5.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2490_jpg.rf.f1d1969dfebc85ffc0672f8c1dd3b1b6.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2494_jpg.rf.3994901ed667c81f1c46b15f970f698c.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2514_jpg.rf.a2ac5c649c50e8e3bb9b70ef07275b10.jpg: 640x640 8 Potholes, 10.2ms Speed: 3.0ms preprocess, 10.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2528_jpg.rf.b582145d939850b0b593065a26bc2291.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.3ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2534_jpg.rf.24e6438940ad95f52c20b8c6b4c945c7.jpg: 640x640 6 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_253_jpg.rf.f401c91701dd2e4d8812b65b272aff42.jpg: 640x640 6 Potholes, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_254_jpg.rf.aa2892477a3ae5fa9e84257a725bf48f.jpg: 640x640 4 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2551_jpg.rf.d8c76249fbddf8a2c95a49ca744cbd0c.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2584_jpg.rf.34563283b159617ad7dcccb7b8866b1d.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_260_jpg.rf.77989b6b8df3ff56bb7ea545b98bfbf8.jpg: 640x640 1 Pothole, 13.8ms Speed: 1.8ms preprocess, 13.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2625_jpg.rf.9005dcd8ce55d3669f02b25e6f21abe8.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2647_jpg.rf.1bfe2b42b5d77e277ea752e38748642a.jpg: 640x640 5 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2677_jpg.rf.0298583a9eeeb1c0f325eb4b00fcceca.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2716_jpg.rf.26a081fc7ed8881bf798bd62324bc6e3.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2724_jpg.rf.ceb07a34af078118abad215583ed14f6.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2753_jpg.rf.31ae731866ccca82f974a4a2d290603b.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_276_jpg.rf.699ef4375be9d67c693601cb3c976292.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2827_jpg.rf.e13f4110b07a9efa140d09d72a642dca.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2855_jpg.rf.9883d934c6526944ca27eea9307e64b4.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2871_jpg.rf.f03c648aa002b9df5925c3bcf2c565d1.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_289_jpg.rf.9165cd30ae4b7f1d444bee6da38dbbb0.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2952_jpg.rf.22d2587c6097eed0012e782a2b36d1ec.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3004_jpg.rf.3753769583a0f222d0007b93b6e1e8ee.jpg: 640x640 2 Potholes, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3023_jpg.rf.10bee3351421af79bb1feeee54f82f35.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3044_jpg.rf.12c6afab7348577eef03908bab5db1d2.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3077_jpg.rf.7007c2de9cab1c94bffec6be3fba0a5f.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_317_jpg.rf.c40997025413b26b24743a0f0e16a179.jpg: 640x640 16 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_321_jpg.rf.bdfc389e89fb148d051075f294fdd952.jpg: 640x640 8 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3255_jpg.rf.477f29300efb3d1d05d1c42127b3fa58.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3292_jpg.rf.60e69d0040f46ebff60a4b15c8731894.jpg: 640x640 9 Potholes, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3301_jpg.rf.7fbeb4234b1db8ee5cb4452e20458a71.jpg: 640x640 1 Pothole, 10.5ms Speed: 1.8ms preprocess, 10.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3385_jpg.rf.3146428fc4cff6796d3913d18daabae8.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3487_jpg.rf.bb6a83dd239a5f1debfc80613f9917c7.jpg: 640x640 2 Potholes, 13.1ms Speed: 2.1ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3506_jpg.rf.1175eaec5245cbfd148cf47930d41ff4.jpg: 640x640 3 Potholes, 11.0ms Speed: 2.7ms preprocess, 11.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_361_jpg.rf.456dee28a10caff9a8ac36dad7e2edc4.jpg: 640x640 7 Potholes, 10.9ms Speed: 1.7ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3667_jpg.rf.f38e40ccfb24eb62537bd2e07deaa16b.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.2ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3746_jpg.rf.92793b26736d4676059541ee0b8e6015.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.8ms preprocess, 10.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_37_jpg.rf.71980a5f489290f3a36121eff6ae12aa.jpg: 640x640 6 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3828_jpg.rf.cb0900691565c525e4d7b900957c2212.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3856_jpg.rf.c90f4c47b1fd5fe503b931dde9c5c5fe.jpg: 640x640 2 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3868_jpg.rf.fa68a9e7eb12f32e4bd742d05b9a597a.jpg: 640x640 1 Pothole, 10.9ms Speed: 3.4ms preprocess, 10.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_389_jpg.rf.91adc5ab8d236c3ce354aaf38a9efeb1.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_391_jpg.rf.fcd76e54d37f7b362c4b115311261b8b.jpg: 640x640 4 Potholes, 9.8ms Speed: 2.6ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_409_jpg.rf.ddf4df0e68c471f39524c8001ce35146.jpg: 640x640 5 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_415_jpg.rf.c6c2c493414d7a6d6311f4c7396e6174.jpg: 640x640 6 Potholes, 10.0ms Speed: 1.8ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_443_jpg.rf.3f18753bb6ebbb88d64024ab86a99925.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_452_jpg.rf.7d62c0880c024c300dd295fd4018b5a4.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_504_jpg.rf.f12bba316cc4cfb7f0256414dbf5fb27.jpg: 640x640 1 Pothole, 10.0ms Speed: 4.2ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_515_jpg.rf.5194dd7874735e0553341f5ca4d14d8c.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_518_jpg.rf.20e60c88d216b0f257a1f1ccaa716d73.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_520_jpg.rf.a77300c32da05de3ef062cf3956f1305.jpg: 640x640 2 Potholes, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_529_jpg.rf.cced219765e4c7a3ee0ffab629c44ac8.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_544_jpg.rf.5120463bc8c64c974066a44e9fa99c17.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_551_jpg.rf.ca2c33dc0e66c50c1168b57993b1acb9.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_55_jpg.rf.05a9a93cfa9e415449182bda0111d5d9.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_578_jpg.rf.8adcca813c506474c7aa7e277b02b368.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_5_jpg.rf.f0e51b6d6b9572c22f8f676ea7e3d91a.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.3ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_652_jpg.rf.5c7570183b50dcc52b6171d22bfd8671.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_666_jpg.rf.68f83f0cfc183d40c4659070bead04c4.jpg: 640x640 2 Potholes, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_668_jpg.rf.beabdfb2ad0befc73e393e40c7c8ddfd.jpg: 640x640 3 Potholes, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_677_jpg.rf.2088e6c50ad1261149c0174dd6dbcbea.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_681_jpg.rf.a8076b1a10a1325551b1e247c3c7cfea.jpg: 640x640 1 Pothole, 10.2ms Speed: 1.9ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_698_jpg.rf.2fd73dfb59098b231610096f48525129.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_707_jpg.rf.d5643787e7a1ac69a9514634de7ed71c.jpg: 640x640 4 Potholes, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_725_jpg.rf.2c72b393ccbc1ba98cc6eb5d71d7b21f.jpg: 640x640 3 Potholes, 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_739_jpg.rf.bf60c71e5f79eabc689857699ebdd907.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_754_jpg.rf.92ce797c705b60721c98405992d27057.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.7ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_763_jpg.rf.24b59f26b375d1f5735c6befba7646be.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_784_jpg.rf.6dd60a1f98af8f3f495155a771457302.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.8ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_785_jpg.rf.23061fc822f53d2ba1aee7f1630154d6.jpg: 640x640 6 Potholes, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_789_jpg.rf.665905db4f2da70d43e731f5ebce29dd.jpg: 640x640 3 Potholes, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_7_jpg.rf.fda98dad9308f51882cadd39a76462df.jpg: 640x640 1 Pothole, 11.2ms Speed: 2.1ms preprocess, 11.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_81_jpg.rf.2d33f58d1e17e5dc82490631d7fe8b3a.jpg: 640x640 3 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_827_jpg.rf.dec7997857839403a6a561ebee57c791.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_84_jpg.rf.133e40153438b0326336e4350a6d87d4.jpg: 640x640 1 Pothole, 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_861_jpg.rf.bf848a0ed8939ffaf94866737f478a43.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_872_jpg.rf.7a7a6cd6c47f518e70d610e52eec37a3.jpg: 640x640 13 Potholes, 10.6ms Speed: 2.3ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_882_jpg.rf.f65e8ee94f23b014b613273558de6d7c.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_925_jpg.rf.160dd34793e985356e9b3581c03933a0.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.8ms preprocess, 10.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_940_jpg.rf.be189c4f115467d5a8bba8a56eaccf04.jpg: 640x640 5 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_941_jpg.rf.875532c25617cbaa9515044df1667934.jpg: 640x640 5 Potholes, 9.8ms Speed: 1.8ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_943_jpg.rf.f8cdb8f0550316687aa54dfa66132159.jpg: 640x640 7 Potholes, 10.1ms Speed: 1.6ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_9_jpg.rf.7a1211cc8eff2e06c961ef2b2bfe426d.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0B_HY_4394_20210108_093738_E_CH0_Busan_Sun_Mainroad_Day_36841_png.rf.1a6a302c17ad39cd08daecb130fb7a11.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0B_HY_4782_20210108_091516_E_CH2_Busan_Sun_Mainroad_Day_60033_png.rf.16bd3b295a7997555b8df0debc742941.jpg: 640x640 1 Pothole, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0B_HY_4811_20210108_091837_E_CH2_Busan_Sun_Mainroad_Day_84246_png.rf.83ac02a8cb091de33adfc12cd1e57596.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.7ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_0827_20210105_083450_E_CH0_Busan_Sun_Mainroad_Sunrise_10695_png.rf.84b90e328c0863d5adad54d2fbab1221.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_1506_20210107_110348_N_CH0_Busan_Sun_Mainroad_Day_28567_png.rf.eebb8e7724c227fcdeda8bfa2647195f.jpg: 640x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_1864_20210113_105427_E_CH0_Busan_Sun_Mainroad_Day_56476_png.rf.f46f979dbae0c480b137d83a81cf2648.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_1923_20210128_110612_E_CH2_Busan_Sun_Mainroad_Day_22549_png.rf.e7869c6c4b3ffae5332bb1fa9a7e2794.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_1967_20210113_103927_E_CH0_Busan_Sun_Mainroad_Day_97733_png.rf.710527f353ca50c932bc02dfeb435a61.jpg: 640x640 2 Potholes, 10.6ms Speed: 2.9ms preprocess, 10.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2011_20210114_140424_N_CH2_Busan_Sun_Mainroad_Day_10985_png.rf.776380fc62bb4725aafa40052f81fca0.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2016_20210107_103534_E_CH2_Busan_Sun_Mainroad_Day_93511_png.rf.133404a6b9e1946f5a33341425392e19.jpg: 640x640 (no detections), 10.0ms Speed: 1.9ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2022_20201123_143340_N_CH0_Busan_Sun_Mainroad_Day_24718_png.rf.21135b2e3e5f52ce49d81477e38dd46b.jpg: 640x640 (no detections), 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2139_20210114_161532_E_CH2_Busan_Sun_Mainroad_Sunset_80300_png.rf.c4e783108bb161d818592357549431c4.jpg: 640x640 2 Potholes, 10.1ms Speed: 2.5ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2561_20210111_141923_E_CH2_Busan_Sun_Mainroad_Day_37639_png.rf.7fc8f483500c0bc3ebadee6633727d89.jpg: 640x640 3 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2649_20210111_114444_E_CH0_Busan_Sun_Mainroad_Day_83122_png.rf.eed9f9a1c31e51f01473a6e2ace8c266.jpg: 640x640 2 Potholes, 14.4ms Speed: 2.5ms preprocess, 14.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2688_20201223_144038_E_CH2_Busan_Sun_Mainroad_Day_88306_png.rf.e8f4c46cc437f9bbf34fc4478f267f0c.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.1ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2770_20210119_080247_N_CH2_Busan_Cloud_Mainroad_Sunrise_26738_png.rf.0f7fb6e41a278e733a6f48b2e2b6826d.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.9ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2815_20201214_110032_N_CH2_Busan_Sun_Mainroad_Day_37322_png.rf.8d3ea930ed82ded919411fb01162d184.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.9ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2888_20210113_132412_N_CH2_Busan_Sun_Mainroad_Day_68777_png.rf.695699d9db99ee9b27c4cb404e3303c9.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2913_20210113_103927_E_CH2_Busan_Sun_Mainroad_Day_40104_png.rf.1a6630ab0c6293883788ec646aace104.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.7ms preprocess, 10.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_3080_20210120_143852_E_CH2_Busan_Sun_Mainroad_Day_67122_png.rf.7df1046d42dae138af2e09c4b81bf1dc.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.7ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_3227_20210120_143852_E_CH2_Busan_Sun_Mainroad_Day_40446_png.rf.1123c4387819bc89579d37c7b9e1c9ef.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_3333_20210111_112757_N_CH0_Busan_Sun_Mainroad_Day_51508_png.rf.75dabc1b889de78b676e6e6b8eadd4d4.jpg: 640x640 2 Potholes, 10.3ms Speed: 1.8ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_3399_20210111_113157_E_CH0_Busan_Sun_Frontback_Day_56440_png.rf.59f243388810c1922b3181ee892a00aa.jpg: 640x640 3 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_3434_20210111_113157_E_CH2_Busan_Sun_Frontback_Day_18552_png.rf.78db34d94b0f8d317fe3ea69258a9203.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_3613_20210120_143852_E_CH2_Busan_Sun_Mainroad_Day_81413_png.rf.eafed6831e19eda4f6c12667cb7364ef.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_7095_20210114_143638_E_CH2_Busan_Sun_Mainroad_Day_07452_png.rf.2342a7cba1ac3213e828190099147253.jpg: 640x640 (no detections), 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_7206_20210114_155931_N_CH2_Busan_Sun_Mainroad_Day_40457_png.rf.a1516ef9ff3a8e9f5c053ef3be595df7.jpg: 640x640 (no detections), 10.2ms Speed: 2.1ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_7288_20201125_152341_E_CH1_Busan_Sun_Mainroad_Day_14968_png.rf.056c7d749d140f8f12bd2d6819fc95c5.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_7892_20210125_160626_E_CH0_Busan_Sun_Mainroad_Sunset_99399_png.rf.e727bbc5456f83bffe661c8aca20cdc9.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.4ms preprocess, 13.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_8361_20210113_103927_E_CH2_Busan_Sun_Mainroad_Day_45201_png.rf.cf1cbe587967e23f1377ef6bb993d1b8.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V1F_HY_0027_20201124_112010_N_CH1_Busan_Sun_Mainroad_Day_20960_png.rf.6e67fd0a89eb97c611e817b060cafa5e.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\vlcsnap-2020-04-08-13h32m25s685_jpg.rf.c1b154449e0b1458cf917131f6f989a5.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.6ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\vlcsnap-2020-04-08-13h54m02s006_jpg.rf.b7b5ca4e63721360d811dd3bee463acf.jpg: 640x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\vlcsnap-2020-04-08-22h51m34s006_jpg.rf.f565693be17c40e3610ba27c6740fb66.jpg: 640x640 1 Pothole, 10.3ms Speed: 1.9ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\vlcsnap-2020-04-08-23h38m43s197_jpg.rf.9ef568f86a85dca0268b4c04ff5ad215.jpg: 640x640 1 Pothole, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\vlcsnap-2020-04-12-01h08m47s479_jpg.rf.1af176a31690b2f3d12de4b9504d3a50.jpg: 640x640 (no detections), 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict7
InΒ [14]:
import os
Test_New_pothole = r"D:\ASTC project\New-pothole-detection-2\test\images"
for files in os.listdir(Test_New_pothole):
image_path = os.path.join(Test_New_pothole,files)
result = inference_Combined_nano_model.predict(image_path ,conf = 0.25 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0004_jpg.rf.ca7c5c7984d0c49b97d713a94471d3bb.jpg: 640x640 2 Potholes, 73.3ms Speed: 6.0ms preprocess, 73.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0040_jpg.rf.e2f36706cf838f5d200eb16a20c6cbfc.jpg: 640x640 1 Pothole, 72.9ms Speed: 5.5ms preprocess, 72.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0041_jpg.rf.efc0fc84d518111906db05a8e6f90812.jpg: 640x640 2 Potholes, 73.0ms Speed: 5.2ms preprocess, 73.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0081_jpg.rf.4e1952374ff9705d3d46d823d2a3b3aa.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0096_jpg.rf.c95649d8c2ceb525cba877d54e9603de.jpg: 640x640 4 Potholes, 7.7ms Speed: 1.8ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0107_jpg.rf.9a740228d54e9d92f8d3e892022dc708.jpg: 640x640 1 Pothole, 7.6ms Speed: 1.9ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0118_jpg.rf.f1298f200556f83d8220cc441500c740.jpg: 640x640 2 Potholes, 7.9ms Speed: 1.8ms preprocess, 7.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0129_jpg.rf.d6565424e2d46a10638e0c9195af83b7.jpg: 640x640 (no detections), 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0148_jpg.rf.876be805af708ec07abadd202c1ac54e.jpg: 640x640 (no detections), 7.4ms Speed: 2.4ms preprocess, 7.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0151_jpg.rf.80a91898d69869f15ecf5e37f621acb9.jpg: 640x640 3 Potholes, 14.9ms Speed: 1.9ms preprocess, 14.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0162_jpg.rf.2bd99b9e0ae585e50ae1ef3978672473.jpg: 640x640 2 Potholes, 7.4ms Speed: 1.7ms preprocess, 7.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0166_jpg.rf.d2c83955f7c845425e8a1526866e0276.jpg: 640x640 1 Pothole, 7.8ms Speed: 1.9ms preprocess, 7.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0187_jpg.rf.696b03eb513485044a267f5fa8cb74d1.jpg: 640x640 1 Pothole, 7.8ms Speed: 1.7ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0201_jpg.rf.1bae5fadb64daac0bc08ef42fe8af2dc.jpg: 640x640 3 Potholes, 12.2ms Speed: 2.7ms preprocess, 12.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0202_jpg.rf.24eb205759c6817ec23dc38b00adeac1.jpg: 640x640 1 Pothole, 7.1ms Speed: 1.7ms preprocess, 7.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0208_jpg.rf.38bd674fbb4cd63f0bce440d6b900125.jpg: 640x640 1 Pothole, 6.8ms Speed: 1.8ms preprocess, 6.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0238_jpg.rf.776396e1fb5ef5d191a3eb7e10f020ec.jpg: 640x640 1 Pothole, 8.3ms Speed: 1.8ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0240_jpg.rf.23d0ce4663990402d20a07a249ca32db.jpg: 640x640 3 Potholes, 7.3ms Speed: 2.9ms preprocess, 7.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0259_jpg.rf.1ae1fb5ba6e1ce02cdf90f0c175b1c43.jpg: 640x640 3 Potholes, 14.6ms Speed: 2.1ms preprocess, 14.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0270_jpg.rf.80c5c2f8753efc83c842d361d63d297c.jpg: 640x640 2 Potholes, 7.5ms Speed: 1.7ms preprocess, 7.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0294_jpg.rf.0afcf2074f3ca486338596dd0bdcf840.jpg: 640x640 (no detections), 7.1ms Speed: 2.1ms preprocess, 7.1ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0305_jpg.rf.9ce6c6e50a62b07fffaae0ba5f987c84.jpg: 640x640 3 Potholes, 7.4ms Speed: 1.8ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0328_jpg.rf.20db3915baf39e4a031628f6cab076c1.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\032_png.rf.e624a33e7c3d8d4a4a02e1b688a904b8.jpg: 640x640 5 Potholes, 7.2ms Speed: 2.2ms preprocess, 7.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0337_jpg.rf.8d9ff7a68a72571152ca19e8805a0bb3.jpg: 640x640 (no detections), 7.7ms Speed: 1.9ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\036_png.rf.7c82c961a2d67262a7eefcf7326320c8.jpg: 640x640 5 Potholes, 7.3ms Speed: 1.8ms preprocess, 7.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0377_jpg.rf.c2752d668fca565b2e347849c18d1de5.jpg: 640x640 (no detections), 7.2ms Speed: 1.7ms preprocess, 7.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0389_jpg.rf.ba8ab1ddd00ab73ed568c50f9e1390eb.jpg: 640x640 1 Pothole, 7.0ms Speed: 1.9ms preprocess, 7.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0412_jpg.rf.2093c8303cff942151ed372b7ab7b489.jpg: 640x640 1 Pothole, 7.2ms Speed: 1.9ms preprocess, 7.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0423_jpg.rf.bca93b75019ee5cbe654f78be83e2b5d.jpg: 640x640 (no detections), 12.8ms Speed: 2.4ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0426_jpg.rf.d63f9a4c520fb8ef9ae84383a05cf30d.jpg: 640x640 2 Potholes, 14.7ms Speed: 2.6ms preprocess, 14.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0435_jpg.rf.e944ba2a0dab141dc91b5b5c9e37d5c3.jpg: 640x640 3 Potholes, 7.4ms Speed: 1.9ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\043_png.rf.59541b185d0ba2076e283b4e6cc48898.jpg: 640x640 6 Potholes, 6.8ms Speed: 1.8ms preprocess, 6.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0447_jpg.rf.401ab237d248f4f5605ab5b538029f43.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0460_jpg.rf.b0347e8a5b64988055dd4e6add1d8c74.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0476_jpg.rf.ef55b00b15b9263abfaa6a7684ad73f8.jpg: 640x640 1 Pothole, 7.2ms Speed: 1.7ms preprocess, 7.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0478_jpg.rf.0f556c8d922dad1efb1b10f51d36a4da.jpg: 640x640 2 Potholes, 13.8ms Speed: 2.0ms preprocess, 13.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\047_png.rf.79f35bc64d5338619e45e30e98674f21.jpg: 640x640 6 Potholes, 7.1ms Speed: 2.0ms preprocess, 7.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0483_jpg.rf.fd3d6689ec8316c76d3923ebf8e728ce.jpg: 640x640 2 Potholes, 14.7ms Speed: 1.8ms preprocess, 14.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0511_jpg.rf.3664524de7100348fcf18f372af57c1c.jpg: 640x640 1 Pothole, 6.6ms Speed: 2.0ms preprocess, 6.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0517_jpg.rf.88d4c067dff62ce0d308d90963b9c6b8.jpg: 640x640 1 Pothole, 6.7ms Speed: 1.9ms preprocess, 6.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0522_jpg.rf.11e8c1ef076db735a438fa3fc25e1ff1.jpg: 640x640 2 Potholes, 7.1ms Speed: 1.8ms preprocess, 7.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0531_jpg.rf.b709bbb17fe7c63625795fde8088d8a1.jpg: 640x640 4 Potholes, 6.7ms Speed: 2.1ms preprocess, 6.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0540_jpg.rf.723d3d685cc906adef559fd5f418c668.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0546_jpg.rf.7622dea003f64f72985f432126ccae5e.jpg: 640x640 1 Pothole, 7.2ms Speed: 1.8ms preprocess, 7.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\054_png.rf.b37531704fcb38a962fbdb40ec9e7cf5.jpg: 640x640 7 Potholes, 7.8ms Speed: 1.8ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0550_jpg.rf.14cc6693c26a7935dfd82c1684228b45.jpg: 640x640 2 Potholes, 7.0ms Speed: 2.4ms preprocess, 7.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0553_jpg.rf.4a3cf34fd6daf88215facec6974447ac.jpg: 640x640 3 Potholes, 8.1ms Speed: 1.9ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0554_jpg.rf.58ac1f46852122495c4c3b51466d1a60.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.2ms preprocess, 7.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0561_jpg.rf.e8dbe61aa53e5320b9e2a5c92fb405b3.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0566_jpg.rf.f8bc3f339da710f911e691bd62e91825.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0577_jpg.rf.d19e7494560728e602ae30317f7dd520.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0579_jpg.rf.8837b0b1c376eddae3ed1e06cd7bde8d.jpg: 640x640 1 Pothole, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0581_jpg.rf.f88fd01e3a67a3872dde3425ab7bae8d.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0606_jpg.rf.3c4b519ebec4abb88fea12cbb4fbf5f0.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0624_jpg.rf.83ac3bc9c6b90b969f41ce8adfe1eb04.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.0ms preprocess, 11.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0626_jpg.rf.1c34bc2b3fef224c46066829db009f50.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.4ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0632_jpg.rf.470b0cc9887b958bb790bef02797277b.jpg: 640x640 1 Pothole, 7.3ms Speed: 1.9ms preprocess, 7.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0641_jpg.rf.973acff433b0a7c787b98748fe6adf98.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0645_jpg.rf.ba9c342652618107e8afa6bf8748a550.jpg: 640x640 (no detections), 7.6ms Speed: 3.1ms preprocess, 7.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0648_jpg.rf.4bdcd5c4f1006d5e164d5d74b2defb94.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0656_jpg.rf.e32901bfedb09e2055c1f691093fb296.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0661_jpg.rf.c13d1891963d16aac3527e86189724f0.jpg: 640x640 1 Pothole, 7.4ms Speed: 1.9ms preprocess, 7.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0676_jpg.rf.a2f9ccf2c5862df0b934e149e0d07987.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0691_jpg.rf.e287595e0c74d56f7b6e6ecb9fe2a2e8.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.4ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0694_jpg.rf.48f73ee6f7c919e8be2938dc32f31574.jpg: 640x640 6 Potholes, 7.0ms Speed: 2.7ms preprocess, 7.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0701_jpg.rf.a1cd6dea01bc358b15cc4c4e81510ffd.jpg: 640x640 3 Potholes, 8.0ms Speed: 2.1ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0727_jpg.rf.4cf1100938952e105cfbff6a7d3d5da2.jpg: 640x640 4 Potholes, 8.0ms Speed: 2.7ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0773_jpg.rf.d7e65f68d42b48b7fa6cbb63de109250.jpg: 640x640 (no detections), 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\0799_jpg.rf.7cdc295172a6d7ace768aed493981c9b.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\083_png.rf.3153583e8355aea652b1f53a58621e50.jpg: 640x640 11 Potholes, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\091_png.rf.5ee89132e680001e21ec1f929cbcf20b.jpg: 640x640 11 Potholes, 11.5ms Speed: 2.2ms preprocess, 11.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\100_jpg.rf.61070d3825470c7562e05732b10d1e5f.jpg: 640x640 2 Potholes, 7.1ms Speed: 1.7ms preprocess, 7.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\101_jpg.rf.b935bd7f001f3b054c6142256bf04336.jpg: 640x640 1 Pothole, 9.7ms Speed: 1.6ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\102_jpg.rf.1bf4c6cde7356460f658d9712fd7fe4a.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\102_jpg.rf.3394816ace0fa171fd26bd1ff955991a.jpg: 640x640 2 Potholes, 11.2ms Speed: 2.0ms preprocess, 11.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\102_jpg.rf.80c7c59fab45203f6036abb884e95f17.jpg: 640x640 3 Potholes, 14.2ms Speed: 2.0ms preprocess, 14.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\102_jpg.rf.b1523641b524227aa8cddbd7a0a78ead.jpg: 640x640 3 Potholes, 6.8ms Speed: 2.2ms preprocess, 6.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\103_jpg.rf.5284c1505affa87ea28b73f3c7a767de.jpg: 640x640 1 Pothole, 7.1ms Speed: 1.9ms preprocess, 7.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\103_jpg.rf.a511a1b91ab88e32b8ce4bd69c208db4.jpg: 640x640 4 Potholes, 7.2ms Speed: 2.2ms preprocess, 7.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\103_jpg.rf.f742c2420f0d5a938f4e5b1eee08280c.jpg: 640x640 1 Pothole, 6.9ms Speed: 1.9ms preprocess, 6.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\104_jpg.rf.018a67abdad4f1686e65c7a020ce9822.jpg: 640x640 5 Potholes, 7.9ms Speed: 2.0ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\104_jpg.rf.371ac07ba10b3f4479a50ed038b39691.jpg: 640x640 5 Potholes, 9.7ms Speed: 1.7ms preprocess, 9.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\105_jpg.rf.054a868213269e2f63cf4b45ba590909.jpg: 640x640 2 Potholes, 7.2ms Speed: 1.9ms preprocess, 7.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\105_jpg.rf.79561b2c71a1654e65e50b730d5c3860.jpg: 640x640 2 Potholes, 8.2ms Speed: 1.8ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\105_jpg.rf.cfc20dd51b67e3eec26c9195746de463.jpg: 640x640 1 Pothole, 8.3ms Speed: 1.8ms preprocess, 8.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\106_jpg.rf.8775a83a937cfbe42d88f1f34f40ed08.jpg: 640x640 3 Potholes, 7.1ms Speed: 2.7ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\106_jpg.rf.c678d635374d8b7f9d5c065595d49098.jpg: 640x640 4 Potholes, 6.5ms Speed: 2.0ms preprocess, 6.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\106_jpg.rf.ffb30ca2e0849caef30f3926bd64e79c.jpg: 640x640 (no detections), 7.2ms Speed: 2.0ms preprocess, 7.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\107_jpg.rf.1b87f35d1698b08ca9d20701ec23b030.jpg: 640x640 (no detections), 7.5ms Speed: 2.3ms preprocess, 7.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\107_jpg.rf.8646e8cfd3c7c36ac1442f4e4e0a945a.jpg: 640x640 2 Potholes, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\107_png.rf.280a0bef4519f3d222e96d8023434fc4.jpg: 640x640 12 Potholes, 8.1ms Speed: 1.9ms preprocess, 8.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\108_jpg.rf.714ccef95f6085c88c8125fac3d1034d.jpg: 640x640 4 Potholes, 7.3ms Speed: 1.9ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\108_jpg.rf.e8227bc2842129a857ac13773222007b.jpg: 640x640 3 Potholes, 7.0ms Speed: 2.1ms preprocess, 7.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\109_jpg.rf.29566e5d94cdda642b635c1cd341caf0.jpg: 640x640 3 Potholes, 11.3ms Speed: 1.7ms preprocess, 11.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\111_jpg.rf.48232b7a57e8c8d3bf8e726846fb4284.jpg: 640x640 1 Pothole, 8.0ms Speed: 1.7ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\112_jpg.rf.ce25ee1ffe06307b50bf0e31446b793f.jpg: 640x640 2 Potholes, 7.1ms Speed: 1.9ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\114_jpg.rf.5bdf04d0a1bb9a254a19cdbd97898191.jpg: 640x640 2 Potholes, 7.5ms Speed: 1.8ms preprocess, 7.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\115_png.rf.9d0e8a63be64529eadd3814a55fa40a6.jpg: 640x640 11 Potholes, 6.9ms Speed: 2.7ms preprocess, 6.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\116_jpg.rf.52b11159f775711cdb616e6563aa6b2f.jpg: 640x640 2 Potholes, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\116_jpg.rf.9f3951bcdb5c6128aafbb610ec1374d6.jpg: 640x640 1 Pothole, 7.7ms Speed: 1.9ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\116_jpg.rf.d76866efa897093ebb2b947f2d28e953.jpg: 640x640 1 Pothole, 7.3ms Speed: 2.0ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\117_jpg.rf.2d501928d4f3c9d532b1567f334119f1.jpg: 640x640 1 Pothole, 15.6ms Speed: 1.8ms preprocess, 15.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\117_jpg.rf.3b4f42a741017626aaa72fe8657738f0.jpg: 640x640 1 Pothole, 14.0ms Speed: 1.8ms preprocess, 14.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\117_jpg.rf.7e763aa5bae35e1dcbec629f863de977.jpg: 640x640 (no detections), 7.1ms Speed: 1.6ms preprocess, 7.1ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\118_jpg.rf.64171513f5d920a1503a471ed0aff239.jpg: 640x640 5 Potholes, 7.2ms Speed: 2.0ms preprocess, 7.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\118_jpg.rf.ef0409332924017ead57f686b42465b9.jpg: 640x640 (no detections), 7.1ms Speed: 2.7ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\119_jpg.rf.8fced9dc03b6f95afd33a0728a1edc23.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.4ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\119_jpg.rf.a6e174c2885f180d063f540d9390a335.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\120_jpg.rf.47deb2aa60a510eca050a38a2d9e9c90.jpg: 640x640 1 Pothole, 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\120_jpg.rf.9faa72da09f542ebfec2f79ce632c4d7.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\121_jpg.rf.00fb6ce833df432f6d0c5c3da832c9fa.jpg: 640x640 2 Potholes, 6.7ms Speed: 1.8ms preprocess, 6.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\121_jpg.rf.3cb7fea2f2436f8b4f52def01f4697fd.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.5ms preprocess, 7.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\121_jpg.rf.ae386aa980083231c592de6d65b41990.jpg: 640x640 1 Pothole, 15.7ms Speed: 1.8ms preprocess, 15.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\124_png.rf.39c90ec42402a87ee23beca3282dd350.jpg: 640x640 3 Potholes, 13.2ms Speed: 1.8ms preprocess, 13.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\126_jpg.rf.1a2417842bc54c5531b71bbedc9c82ee.jpg: 640x640 1 Pothole, 6.8ms Speed: 1.7ms preprocess, 6.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\127_jpg.rf.38fe0be6cf91ba6ee0ef3bd158b0c3ff.jpg: 640x640 3 Potholes, 7.3ms Speed: 1.9ms preprocess, 7.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\127_jpg.rf.8dfe21cf17f8d87428e4c0bf7bea98b4.jpg: 640x640 5 Potholes, 7.6ms Speed: 1.8ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\128_jpg.rf.a06ee955a30b5f1814439c12af3f6ca0.jpg: 640x640 1 Pothole, 6.8ms Speed: 2.0ms preprocess, 6.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\129_jpg.rf.f5a46562d37dd75b13b00732cb0f297c.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.5ms preprocess, 13.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\130_jpg.rf.8ab124712210a21a424c0a55e47f06f5.jpg: 640x640 (no detections), 6.9ms Speed: 1.9ms preprocess, 6.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\134_jpg.rf.88592f9cd333eb73155ff06ef176eac0.jpg: 640x640 3 Potholes, 6.7ms Speed: 2.1ms preprocess, 6.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\135_png.rf.7bdc1340e805084d33ee346859f25c82.jpg: 640x640 3 Potholes, 6.8ms Speed: 2.3ms preprocess, 6.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\135_png.rf.cf8092b4a0c8d23c622dc054f1daeb68.jpg: 640x640 15 Potholes, 6.9ms Speed: 2.2ms preprocess, 6.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\139_jpg.rf.344bf15303552cdde08b5dcc420b2370.jpg: 640x640 3 Potholes, 13.4ms Speed: 2.0ms preprocess, 13.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\139_jpg.rf.c6de021ad7265478dfd3ae97fec2ab2e.jpg: 640x640 4 Potholes, 8.4ms Speed: 1.8ms preprocess, 8.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\140_jpg.rf.ce5e948d69f60f10e08be7f06eca6dd9.jpg: 640x640 1 Pothole, 6.4ms Speed: 2.5ms preprocess, 6.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\140_jpg.rf.e979e44d1beb90bf1d8849ad8e2ac8ed.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.2ms preprocess, 7.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\141_jpg.rf.6da899684be82df7810b781dbdd7facc.jpg: 640x640 14 Potholes, 6.5ms Speed: 2.6ms preprocess, 6.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\143_jpg.rf.0fe99b9ea7ff19bd495ddf05845f34d3.jpg: 640x640 10 Potholes, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\143_jpg.rf.c4ed63fe1268bfb1bc06ab50c55d24cf.jpg: 640x640 5 Potholes, 6.8ms Speed: 1.8ms preprocess, 6.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\143_png.rf.611d6f447e468c701cb18087476d8b40.jpg: 640x640 3 Potholes, 6.4ms Speed: 2.1ms preprocess, 6.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\143_png.rf.ac032fc0a16fa2dd3cdc389540191149.jpg: 640x640 11 Potholes, 14.6ms Speed: 1.8ms preprocess, 14.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\144_jpg.rf.9fc73af272e9e8ad0664565f0799dbbc.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\145_png.rf.f6f4a667332452194fb1bff88fa5448d.jpg: 640x640 11 Potholes, 6.5ms Speed: 2.0ms preprocess, 6.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\147_jpg.rf.e9bfa3faeb7bf3380e0f486d503ef014.jpg: 640x640 6 Potholes, 7.8ms Speed: 1.9ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\148_jpg.rf.324d5e97b42c86f0fd4d1fcf9a15f0bb.jpg: 640x640 3 Potholes, 14.3ms Speed: 2.0ms preprocess, 14.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\148_jpg.rf.7a2569c9a478b6068d95e30b5dfa7a70.jpg: 640x640 2 Potholes, 6.7ms Speed: 1.9ms preprocess, 6.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\150_jpg.rf.2d20bbdbb16901bebd5551d7ac01318e.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\151_jpg.rf.4ea604c53faa3fd7d2d6d8bdd077ec46.jpg: 640x640 1 Pothole, 7.3ms Speed: 1.9ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\153_jpg.rf.75a945a350b7e5edfcdd782010b9dca4.jpg: 640x640 1 Pothole, 7.2ms Speed: 1.8ms preprocess, 7.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\153_jpg.rf.bccd5ff4ab92d95237e99c014f13db88.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\154_jpg.rf.741ee72c0a92a4508be44d7126debe1a.jpg: 640x640 1 Pothole, 7.5ms Speed: 1.8ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\154_jpg.rf.8602e386c1371300579232d008619f64.jpg: 640x640 1 Pothole, 8.4ms Speed: 1.9ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\154_png.rf.847eccb9e4665d5d73739b11b8915407.jpg: 640x640 8 Potholes, 13.5ms Speed: 2.4ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\155_jpg.rf.ec6709170e370b6e4072a928cb0cc418.jpg: 640x640 1 Pothole, 6.9ms Speed: 2.1ms preprocess, 6.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\157_jpg.rf.458363ceeff0d5c1058abdfcfdf2ad37.jpg: 640x640 1 Pothole, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\157_jpg.rf.c56748bf05dc0f4261a7c279d5270802.jpg: 640x640 (no detections), 7.2ms Speed: 1.9ms preprocess, 7.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\157_png.rf.810b758845f36db6625535867dc78f7e.jpg: 640x640 8 Potholes, 6.8ms Speed: 2.0ms preprocess, 6.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\158_jpg.rf.1cd95ee4180ed457ead453da60743c5f.jpg: 640x640 12 Potholes, 16.6ms Speed: 2.1ms preprocess, 16.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\159_jpg.rf.f048460c8edefb7e1bfd974e7c9ccbf6.jpg: 640x640 4 Potholes, 6.3ms Speed: 2.4ms preprocess, 6.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\159_png.rf.45d3ceb048aae419b174c061884e5c1b.jpg: 640x640 4 Potholes, 6.9ms Speed: 1.9ms preprocess, 6.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\15_jpg.rf.f27eb712997aa5efb1f8d73fea42ffd2.jpg: 640x640 1 Pothole, 6.7ms Speed: 1.9ms preprocess, 6.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\160_jpg.rf.9144b9827a5f4661e4935f446d699a3f.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.0ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\161_jpg.rf.e840e7e6f76983418795919562256e67.jpg: 640x640 1 Pothole, 6.6ms Speed: 1.7ms preprocess, 6.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\161_jpg.rf.fb49c889adbfd7c6aa2296a1dd17dee5.jpg: 640x640 1 Pothole, 6.8ms Speed: 2.0ms preprocess, 6.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\162_png.rf.3900232b60977eca69068da05ef9a3cc.jpg: 640x640 4 Potholes, 7.0ms Speed: 1.6ms preprocess, 7.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\163_jpg.rf.d320ef7bd008c9f91886e3b5495ee41e.jpg: 640x640 2 Potholes, 7.2ms Speed: 1.9ms preprocess, 7.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\163_jpg.rf.d74a20125145d5b7e9e8fea5c4b84c9f.jpg: 640x640 3 Potholes, 6.5ms Speed: 1.7ms preprocess, 6.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\164_jpg.rf.d2e3c0b0c050b9d720fb373b5a0e7b00.jpg: 640x640 1 Pothole, 6.7ms Speed: 1.8ms preprocess, 6.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\164_jpg.rf.d2f02a5dc6b3ed46dfe7e76818a7364c.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.0ms preprocess, 12.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\165_jpg.rf.5ccc4fe6ef1605e00cb842c7220e13b5.jpg: 640x640 4 Potholes, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\167_jpg.rf.26ecef14691a49a446f4033bfa985381.jpg: 640x640 3 Potholes, 12.4ms Speed: 1.9ms preprocess, 12.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\167_jpg.rf.f22cd2ab8d7c2dc303f9b2092b2659e7.jpg: 640x640 2 Potholes, 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\169_jpg.rf.57a2bd2119c80b815e14f721cb400675.jpg: 640x640 3 Potholes, 7.1ms Speed: 1.8ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\169_jpg.rf.c94c7bd8c822ca8fcafb3677e6d6a98b.jpg: 640x640 (no detections), 13.6ms Speed: 1.9ms preprocess, 13.6ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\16_jpg.rf.0b238623c35319f9f0d82e34aeb8bb43.jpg: 640x640 1 Pothole, 6.5ms Speed: 2.2ms preprocess, 6.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\16_jpg.rf.ae34582dda24a81b449e1c0dd87f39db.jpg: 640x640 4 Potholes, 6.8ms Speed: 2.2ms preprocess, 6.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\171_png.rf.a5c2dd06da697460b02f0c5e08145f43.jpg: 640x640 7 Potholes, 6.5ms Speed: 2.1ms preprocess, 6.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\171_png.rf.bcc824e44e6e59293b01376d653959ac.jpg: 640x640 2 Potholes, 6.8ms Speed: 1.9ms preprocess, 6.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\172_jpg.rf.0198b3a418ba03658bea2fc9dadf6afd.jpg: 640x640 2 Potholes, 6.8ms Speed: 2.2ms preprocess, 6.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\172_png.rf.d6ab7d7183c5f25a9f30511736ff04ec.jpg: 640x640 6 Potholes, 7.8ms Speed: 1.8ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\176_png.rf.0dd3f23ca0665eba5f3802facb3be57d.jpg: 640x640 8 Potholes, 13.5ms Speed: 1.9ms preprocess, 13.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\178_png.rf.5c746dbb8fd7925473ec2694fcdec3f1.jpg: 640x640 2 Potholes, 7.3ms Speed: 1.7ms preprocess, 7.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\179_jpg.rf.d680987e48396eeb0637e0eb7e56f3e7.jpg: 640x640 2 Potholes, 7.2ms Speed: 2.0ms preprocess, 7.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\17_jpg.rf.71d194045ea24bc91b768f7ba98376af.jpg: 640x640 8 Potholes, 7.0ms Speed: 1.7ms preprocess, 7.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\180_jpg.rf.ed2d74bfbb5474921d7fe429bf1e9ccc.jpg: 640x640 2 Potholes, 7.0ms Speed: 1.9ms preprocess, 7.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\181_jpg.rf.170064de2f5cf7a0e711fd2e8a42af2c.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.4ms preprocess, 13.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\182_jpg.rf.02e03c1a29f5f84a297ebf07bf020c0b.jpg: 640x640 1 Pothole, 14.1ms Speed: 1.9ms preprocess, 14.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\183_jpg.rf.da4105a9a8176ce1737e67b746073eaa.jpg: 640x640 9 Potholes, 8.7ms Speed: 1.8ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\183_jpg.rf.f6236c0821555d2a93ba589a8a0f88f4.jpg: 640x640 9 Potholes, 8.1ms Speed: 2.0ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\183_jpg.rf.fb6f4ca308e28f59c8c5c3d76dccc689.jpg: 640x640 8 Potholes, 6.7ms Speed: 1.6ms preprocess, 6.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\188_jpg.rf.6cb165c0a5a2ab5b3977010304cef5c5.jpg: 640x640 2 Potholes, 6.9ms Speed: 2.3ms preprocess, 6.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\188_jpg.rf.b97959111da25895dd8f904e6fb64d08.jpg: 640x640 2 Potholes, 8.4ms Speed: 1.9ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\190_jpg.rf.4f4c91232ea2f8540237e96363c376eb.jpg: 640x640 1 Pothole, 7.1ms Speed: 2.0ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\190_png.rf.e1c2196f4fd957e4738339e45ffe32d8.jpg: 640x640 6 Potholes, 16.8ms Speed: 2.8ms preprocess, 16.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\191_jpg.rf.ad2103693f82a05da67d6dd5c8607945.jpg: 640x640 1 Pothole, 6.6ms Speed: 2.5ms preprocess, 6.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\191_png.rf.e48b04d7aee56fd8b99d1279e84b18ab.jpg: 640x640 6 Potholes, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\192_jpg.rf.e9d39b2980757719183c274df192d54e.jpg: 640x640 2 Potholes, 7.3ms Speed: 2.0ms preprocess, 7.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\192_jpg.rf.f4e737fa4af8481f1decd5d87069b20a.jpg: 640x640 1 Pothole, 7.1ms Speed: 2.1ms preprocess, 7.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\194_png.rf.2a78b380a58781d15b8541789e89de4b.jpg: 640x640 5 Potholes, 7.4ms Speed: 2.3ms preprocess, 7.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\195_jpg.rf.441fd454245a25edc73ab62cbefb1759.jpg: 640x640 3 Potholes, 9.0ms Speed: 2.0ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\196_jpg.rf.7552822bb418f33419b8bbf4693a498b.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\198_jpg.rf.790e6b0b58fee0480af5d74e7bbc4fd0.jpg: 640x640 3 Potholes, 8.0ms Speed: 1.8ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\199_jpg.rf.752ad29d07f19b2568ed66ff5ea28c63.jpg: 640x640 1 Pothole, 6.6ms Speed: 2.0ms preprocess, 6.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\19_jpg.rf.21dc2c941729db60fec3cd1d4586a71e.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\19_jpg.rf.ef8fcace43b0d9a05e0b5a43b3a3460f.jpg: 640x640 2 Potholes, 13.5ms Speed: 2.0ms preprocess, 13.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\19_jpg.rf.fc594e5d65eff64d7de07ad3c071eb87.jpg: 640x640 3 Potholes, 8.4ms Speed: 2.0ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\1_jpg.rf.10a68dc002aca0410a94a73b5fabeabe.jpg: 640x640 2 Potholes, 7.0ms Speed: 1.7ms preprocess, 7.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\1_jpg.rf.a9cc87ae30331b83ba2e75fddcf1ebd5.jpg: 640x640 2 Potholes, 7.1ms Speed: 1.8ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\201_png.rf.fa85120995bc1d74bb2df051eb2a0794.jpg: 640x640 4 Potholes, 14.2ms Speed: 2.3ms preprocess, 14.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\203_jpg.rf.86fe7506116ea2fc1ca551c7a1ef9cbb.jpg: 640x640 2 Potholes, 6.6ms Speed: 2.1ms preprocess, 6.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\203_png.rf.265420eaf681dadbe88edd53befe2d54.jpg: 640x640 2 Potholes, 15.2ms Speed: 2.2ms preprocess, 15.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\204_jpg.rf.027cfef2dad5d4269a474dde6eba4962.jpg: 640x640 1 Pothole, 6.9ms Speed: 1.8ms preprocess, 6.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\205_png.rf.f7f800af1ae832a5da8a52ec9a06b257.jpg: 640x640 3 Potholes, 7.0ms Speed: 1.9ms preprocess, 7.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\207_png.rf.a6a628586a7e103085361d8406214c14.jpg: 640x640 2 Potholes, 7.2ms Speed: 1.7ms preprocess, 7.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\208_jpg.rf.ab0ffcf7c5837211db8b2406996236c6.jpg: 640x640 7 Potholes, 15.4ms Speed: 3.7ms preprocess, 15.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\208_jpg.rf.cee0e0ffa6bcc6aa6e3caa1102beaf0f.jpg: 640x640 5 Potholes, 11.0ms Speed: 3.4ms preprocess, 11.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\208_jpg.rf.e8f002e80038f6029a288c03fedba82a.jpg: 640x640 5 Potholes, 8.9ms Speed: 2.7ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\211_jpg.rf.ad29f8534679da58c73b3707a56dc20f.jpg: 640x640 1 Pothole, 7.3ms Speed: 2.6ms preprocess, 7.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\212_jpg.rf.0bad0f75cc5b7bff69e0f89b663a0887.jpg: 640x640 15 Potholes, 10.2ms Speed: 3.3ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\212_jpg.rf.5d6748bb9754559837ba615b765d23bf.jpg: 640x640 4 Potholes, 7.8ms Speed: 1.8ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\214_jpg.rf.1dfac64f07748b007687b0fba4230333.jpg: 640x640 1 Pothole, 7.1ms Speed: 1.7ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\214_jpg.rf.be283e60e7bdb292c246ec3be118cdf6.jpg: 640x640 1 Pothole, 7.7ms Speed: 1.8ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\217_jpg.rf.3863dffcc32bb727607c2c31827ca6cc.jpg: 640x640 1 Pothole, 12.8ms Speed: 2.0ms preprocess, 12.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\218_jpg.rf.2685f33d851754101900cb2cf2fedccd.jpg: 640x640 6 Potholes, 7.6ms Speed: 2.6ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\219_jpg.rf.61b8aea4fb3d58c91710eede75ba4479.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.0ms preprocess, 8.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\219_jpg.rf.bf43a1a3eb4712456cae3886029f1bb2.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\21_jpg.rf.bc595ee114643775f7b29615c5064995.jpg: 640x640 4 Potholes, 6.9ms Speed: 1.9ms preprocess, 6.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\21_jpg.rf.c58398ea0d63936eeade41dc13812ff4.jpg: 640x640 1 Pothole, 8.0ms Speed: 1.9ms preprocess, 8.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\220_jpg.rf.217803ac09a63aa477f9772c1bacb2ac.jpg: 640x640 1 Pothole, 12.6ms Speed: 2.6ms preprocess, 12.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\220_jpg.rf.62a5e02ef44061ca3097aeb8cd5b19e8.jpg: 640x640 2 Potholes, 7.4ms Speed: 2.1ms preprocess, 7.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\221_jpg.rf.216bfd2389320b2e2304f06b62df230f.jpg: 640x640 2 Potholes, 8.1ms Speed: 1.9ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\221_jpg.rf.e7bdc0ef3a67d83b4affd8bda9f94e83.jpg: 640x640 2 Potholes, 8.0ms Speed: 1.8ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\222_jpg.rf.3354e255d73157a355ea30609080f473.jpg: 640x640 1 Pothole, 7.4ms Speed: 1.8ms preprocess, 7.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\222_jpg.rf.71a8d00534499f1b589eddd5fa082aad.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.5ms preprocess, 13.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\225305679_376427243924125_1024236285273785318_n_jpg.rf.6a1d822a7d9acbc4ad3322456d6ad23d.jpg: 640x640 2 Potholes, 7.4ms Speed: 2.0ms preprocess, 7.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\226_jpg.rf.05433057bfa9b4292bb20cc03b9eff82.jpg: 640x640 1 Pothole, 7.1ms Speed: 2.0ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\227636216_1818935091642622_1529735676285024751_n_jpg.rf.1ebece8ad59a12855cb49dd684e24774.jpg: 640x640 2 Potholes, 7.3ms Speed: 1.9ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\228_jpg.rf.caf132af9f990c1a71b36c0d3209a5f1.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.0ms preprocess, 14.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\228_jpg.rf.f0a0af02ed515c91b8f587460996f721.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.9ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\229659251_1541628539502464_2823199499412433533_n_jpg.rf.4b8bbc67b8789804e45227adfdc195e7.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.2ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\229_jpg.rf.6eec0bd6d7bd9e7ddd3359417f509568.jpg: 640x640 1 Pothole, 7.0ms Speed: 2.6ms preprocess, 7.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\229_jpg.rf.abdfd6e0e2fc9707c06fd16fae5f8fbb.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.5ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\22_jpg.rf.5e9193e42ad5420d11047812688fb26a.jpg: 640x640 1 Pothole, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\231_jpg.rf.0d9050a7423f24970a03ee548ca94677.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\231_jpg.rf.6e8b54b88354cd71644fac9dffe702b3.jpg: 640x640 1 Pothole, 6.7ms Speed: 2.0ms preprocess, 6.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\233_jpg.rf.fb5b9c14a60211b1ab4793902cb5f5a2.jpg: 640x640 5 Potholes, 7.2ms Speed: 2.1ms preprocess, 7.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\234754561_556642302350103_2457242482098533727_n_jpg.rf.dfb9dd78be7935f2b370251a46d52d9e.jpg: 640x640 1 Pothole, 7.6ms Speed: 1.7ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\234859843_567841824643312_7290999200030608040_n_jpg.rf.fcf7c89f2a6c5aed04b7449807937c07.jpg: 640x640 2 Potholes, 14.2ms Speed: 3.8ms preprocess, 14.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\237_jpg.rf.e9845e3de55a329f7d2506a41f614191.jpg: 640x640 3 Potholes, 7.1ms Speed: 2.3ms preprocess, 7.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\238_jpg.rf.066eb74060361ff1a5595ffdf1f1330b.jpg: 640x640 3 Potholes, 14.8ms Speed: 2.4ms preprocess, 14.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\238_jpg.rf.3735007e300d3f08a10791b260f4e7a0.jpg: 640x640 2 Potholes, 7.1ms Speed: 1.9ms preprocess, 7.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\240_jpg.rf.a8ede4fa93c6c20b4ab4a1ade1fdb392.jpg: 640x640 3 Potholes, 7.3ms Speed: 2.0ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\245_jpg.rf.3547da669e775d23fe26232f7c2add67.jpg: 640x640 2 Potholes, 7.0ms Speed: 1.7ms preprocess, 7.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\245_jpg.rf.b82b31ed75d715cf85536cdccf9bb0fe.jpg: 640x640 2 Potholes, 7.1ms Speed: 2.0ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\246_jpg.rf.fed141976971307f2720fbca94bbf7af.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\249_jpg.rf.9239d87166d9ade96640ad3ae5ff59f4.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.0ms preprocess, 7.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\24_jpg.rf.930dfc2a372be828ceba9eedd28a856a.jpg: 640x640 4 Potholes, 7.5ms Speed: 2.3ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\251_jpg.rf.6bb884613a9a35dfcea1218a1a7105e2.jpg: 640x640 3 Potholes, 14.4ms Speed: 2.1ms preprocess, 14.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\253_jpg.rf.06d5b6afc96f49b1d8c6137a22f7b603.jpg: 640x640 2 Potholes, 7.4ms Speed: 2.4ms preprocess, 7.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\253_jpg.rf.c9aff1c626295d503cfecc067d23b837.jpg: 640x640 2 Potholes, 7.4ms Speed: 1.9ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\256_jpg.rf.9989e35c76b9bae1b52c0b164e09c777.jpg: 640x640 4 Potholes, 7.3ms Speed: 1.8ms preprocess, 7.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\256_jpg.rf.eb1368c2203a303344d37d39090ad410.jpg: 640x640 4 Potholes, 7.3ms Speed: 2.0ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\256_jpg.rf.fd089c6c6e94f54e68850bf3be49200d.jpg: 640x640 5 Potholes, 8.5ms Speed: 1.9ms preprocess, 8.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\258_jpg.rf.bbf53f8faf87cd1c703c5146194b83e2.jpg: 640x640 6 Potholes, 13.5ms Speed: 2.1ms preprocess, 13.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\259_jpg.rf.2f45b053b425b6418f8a853c2ce1a030.jpg: 640x640 2 Potholes, 8.1ms Speed: 1.9ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\259_jpg.rf.9e82e4584ac2e11ed1b5f4d05a6d392c.jpg: 640x640 1 Pothole, 7.3ms Speed: 1.9ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\25_jpg.rf.0cb755e9c4171f1c8eda2efe173a6892.jpg: 640x640 (no detections), 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\25_jpg.rf.4e3893d274e569b0e4512ec73cfdd26b.jpg: 640x640 (no detections), 7.4ms Speed: 1.7ms preprocess, 7.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\261_jpg.rf.fd18d6e7c4b92bccef4f143a87da5d4a.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\262_jpg.rf.8a5248191e1fab86a8a547c399d7d9fa.jpg: 640x640 4 Potholes, 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\285_jpg.rf.442a2d091dc24fb4943b468592976912.jpg: 640x640 1 Pothole, 8.4ms Speed: 1.9ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\28_jpg.rf.f70e39eaedd1e282ae4f73d0ed5aed2c.jpg: 640x640 3 Potholes, 12.8ms Speed: 3.4ms preprocess, 12.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\2_jpg.rf.d751bf978a50501a4255b0dbc9245218.jpg: 640x640 2 Potholes, 8.0ms Speed: 3.1ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\30_jpg.rf.2efda4480236e9cba28d22587125b9d9.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.4ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\30_jpg.rf.775c138a655356ad55c8ac0db37f6c48.jpg: 640x640 2 Potholes, 8.2ms Speed: 1.7ms preprocess, 8.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\31_jpg.rf.969742bfd4439c377e90756172236a86.jpg: 640x640 2 Potholes, 14.1ms Speed: 3.6ms preprocess, 14.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\31_jpg.rf.dbac7c23d7408d660e4199b88a4cf0ec.jpg: 640x640 1 Pothole, 17.5ms Speed: 3.6ms preprocess, 17.5ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\32_jpg.rf.471716f653c79a2fa6500e0d3b5477ae.jpg: 640x640 2 Potholes, 11.1ms Speed: 3.9ms preprocess, 11.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\32_jpg.rf.69f882265f4dcc3c9c1022140c7066eb.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\34_jpg.rf.239c113976e2ac5f37671170d48c281e.jpg: 640x640 3 Potholes, 7.4ms Speed: 2.2ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\34_jpg.rf.7af6ebdfd91ee699b24fcc137ed2c8aa.jpg: 640x640 1 Pothole, 7.6ms Speed: 1.8ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\34_jpg.rf.e1fef463652ca2872b887ad330e1a3bc.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.1ms preprocess, 12.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\365_png.rf.7cd9d7b0c18997e52bf8a94fb39234ba.jpg: 640x640 1 Pothole, 7.6ms Speed: 1.9ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\366_jpg.rf.4711102d846563924c05c3368b694208.jpg: 640x640 3 Potholes, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\367_png.rf.7bc678d4902ff491aaf758be8cdb430b.jpg: 640x640 1 Pothole, 7.9ms Speed: 1.7ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\376_png.rf.7bba104e38d03f649aee27c91b1e49b5.jpg: 640x640 3 Potholes, 7.5ms Speed: 2.5ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\379_png.rf.5f8fe07658b60921d8d876569af30fa8.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\37_jpg.rf.34fe68a54619be78f942707c1baf1bf7.jpg: 640x640 1 Pothole, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\37_jpg.rf.7a14da0ebcdfd6343c04b393b0ad7a6c.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.3ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\37_jpg.rf.a8ee49ccdf327628c063f5e6cbcd759b.jpg: 640x640 3 Potholes, 7.8ms Speed: 1.7ms preprocess, 7.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\37_jpg.rf.cbbfc2bea976e19cb97e737c9b79f23f.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.5ms preprocess, 8.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\38_jpg.rf.a30aad1e90b8116b69e95765956fb476.jpg: 640x640 3 Potholes, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\395_png.rf.bbb52f6e75823e139e1f63d21ea5e453.jpg: 640x640 2 Potholes, 11.6ms Speed: 3.5ms preprocess, 11.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\399_png.rf.eb42fe11b847c50b7f6271fba2cdb85c.jpg: 640x640 2 Potholes, 8.3ms Speed: 1.9ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\39_jpg.rf.7d59cce1b24825b568f91204639f2c9f.jpg: 640x640 1 Pothole, 8.6ms Speed: 3.6ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\405_png.rf.29ccfa1b34202fe9dab730719db75619.jpg: 640x640 2 Potholes, 11.7ms Speed: 2.9ms preprocess, 11.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\40_jpg.rf.2e3b2f7aa612bcb7787d2c363e803770.jpg: 640x640 6 Potholes, 11.1ms Speed: 4.2ms preprocess, 11.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\40_jpg.rf.78d81e5aa6779d6f423dc6e796a0d3da.jpg: 640x640 7 Potholes, 10.6ms Speed: 2.2ms preprocess, 10.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\410_jpg.rf.0d926eafae84ff58fd09c7c6b830d97f.jpg: 640x640 9 Potholes, 11.6ms Speed: 3.3ms preprocess, 11.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\418_png.rf.fbd226ad14e8e38307b00d6a01f481b8.jpg: 640x640 2 Potholes, 7.5ms Speed: 1.8ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\419_jpg.rf.2f06c97908ef0cf1826158730de2c196.jpg: 640x640 3 Potholes, 7.5ms Speed: 2.3ms preprocess, 7.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\41_jpg.rf.15db8955023c653a0fbef59af388569f.jpg: 640x640 3 Potholes, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\41_jpg.rf.c12d74a4509632fe234934751dbd8fe9.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\42_jpg.rf.79584439c4d74dda6a0ba962a6bf946a.jpg: 640x640 1 Pothole, 7.8ms Speed: 3.1ms preprocess, 7.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\434_png.rf.dff068a4df89a0e2338d25efc12b231c.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\43_jpg.rf.5c442a9970538aa8239f9165d36d5f6d.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.5ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\43_jpg.rf.7a5cf6ed684ca0093d6c46657757a164.jpg: 640x640 2 Potholes, 8.6ms Speed: 3.0ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\43_jpg.rf.90848399b852fc17bd1c7f84f1bfbd70.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.6ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\43_jpg.rf.f1b355fa190947799af0590f14940982.jpg: 640x640 5 Potholes, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\444_png.rf.f8a853c98b9eee1cd9ae9badd9aa9306.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\449_png.rf.363cf19cc2e4071a6ddddd5ff3b334b7.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\44_jpg.rf.863b39dd6ef0b5d92ea12e8e9ad83d5f.jpg: 640x640 1 Pothole, 14.7ms Speed: 2.4ms preprocess, 14.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\44_jpg.rf.c7a219285dfbe3ccb4c30e20d5d8fa6f.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\456_png.rf.6e3b58d3296a0845cb476151c993fbce.jpg: 640x640 3 Potholes, 10.8ms Speed: 3.9ms preprocess, 10.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\487_png.rf.14235dba2e4302a24f90658bebd42999.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\48_jpg.rf.6bb39a278dd432ae416dde415814ee0f.jpg: 640x640 2 Potholes, 9.8ms Speed: 2.1ms preprocess, 9.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\497_jpg.rf.3d920d2f9122fc83bca41213398a161c.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\4_jpg.rf.600a6df53b0c6437b88fa56a700c4e00.jpg: 640x640 1 Pothole, 7.4ms Speed: 1.9ms preprocess, 7.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\506_jpg.rf.5903d062acecedfa5db8bddda1c9343d.jpg: 640x640 3 Potholes, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\50_jpg.rf.60941506bf5cb4602f393f8170d58218.jpg: 640x640 1 Pothole, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\50_jpg.rf.9e82d2a388001ea0002e15176b5adb73.jpg: 640x640 1 Pothole, 7.6ms Speed: 1.9ms preprocess, 7.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\51_jpg.rf.64161f6a566bcd1d9306755010dedfff.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\52_jpg.rf.7ccef2ee5daa16ab98cefafe2e1d5845.jpg: 640x640 2 Potholes, 9.4ms Speed: 2.2ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\53_jpg.rf.5ddd97614a132524d0232935f5200701.jpg: 640x640 6 Potholes, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\53_jpg.rf.704161f2927e36630ea6cd17b8925d94.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.4ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\53_jpg.rf.c5ffc1e7bac5901c46b1dd0c6ff550fc.jpg: 640x640 2 Potholes, 9.3ms Speed: 2.9ms preprocess, 9.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\54_jpg.rf.db297601c9ce7face17ef2252b274200.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.6ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\55_jpg.rf.2ac29310ed3922790b1ff144e5d2ac45.jpg: 640x640 2 Potholes, 10.2ms Speed: 3.1ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\56_jpg.rf.ec29b39e7424020eb73b90f4cc950d20.jpg: 640x640 2 Potholes, 11.1ms Speed: 3.5ms preprocess, 11.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\587_jpg.rf.4afa464611c6f9d156a0c6dc65c6de19.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.8ms preprocess, 7.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\58_jpg.rf.0da0dfe5269e73f63d2877f01a039f89.jpg: 640x640 1 Pothole, 9.9ms Speed: 2.3ms preprocess, 9.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\58_jpg.rf.42d77e8f29a60e48762c86e93d94d221.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.9ms preprocess, 12.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\58_jpg.rf.7b79660c986158e87c919b34670da1d5.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.2ms preprocess, 13.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\58_jpg.rf.987c9caabd68ac724cbfc580ee334e0b.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.8ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\58_jpg.rf.d3a886267484ece71ee5b1e4c6e2365f.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\59_jpg.rf.142311df596143c4036a064344a7df9c.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\59_jpg.rf.587417c527b9c0ebbffcf742fe9efa09.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.6ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\59_jpg.rf.a9435d4c0883db5b01336748285d83ed.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\59_jpg.rf.d369f7ebf8ee2c2188de2b0bc460e469.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\5_jpg.rf.0c13d63ec290242b4ea38869546cce9e.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.3ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\5_jpg.rf.68867164015276b3e12babce72df9f29.jpg: 640x640 1 Pothole, 12.5ms Speed: 3.8ms preprocess, 12.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\5_jpg.rf.9c568c30da619daddce0586e8d3cf0e7.jpg: 640x640 1 Pothole, 13.0ms Speed: 3.4ms preprocess, 13.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\61_jpg.rf.2b9f3f71fe24c0e639e8edf01e75553d.jpg: 640x640 1 Pothole, 8.3ms Speed: 3.2ms preprocess, 8.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\61_jpg.rf.fc9ec1a38aac58abd0bce6800a083d73.jpg: 640x640 1 Pothole, 10.1ms Speed: 3.2ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\62_jpg.rf.1d2e28256112d3ce351ecb6bf122663a.jpg: 640x640 2 Potholes, 15.0ms Speed: 3.3ms preprocess, 15.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\62_jpg.rf.33e5042f981faf073a651d1657a99118.jpg: 640x640 6 Potholes, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\62_jpg.rf.f102bb876f120180592c64d27044ce26.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.8ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\64_jpg.rf.9004334f13c9411d8c4e0a5c0ba304c5.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\64_jpg.rf.b3240bd3ee9d57be7e9345d2a3fe4a5e.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\65_jpg.rf.37ce1ff718e79e80b636de5f1cfd5109.jpg: 640x640 2 Potholes, 8.7ms Speed: 3.2ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\690_png.rf.2978f30214353d9ec4ca96ece4af0774.jpg: 640x640 3 Potholes, 14.5ms Speed: 4.9ms preprocess, 14.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\691_png.rf.4563d38b0bc977575f9da8156008ac79.jpg: 640x640 4 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\69_jpg.rf.11c09868bfeeb09ab88c4062b1f6d2a9.jpg: 640x640 2 Potholes, 7.8ms Speed: 3.3ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\69_jpg.rf.12432a8ae6e17f051c7fdcadfa0c22db.jpg: 640x640 3 Potholes, 16.7ms Speed: 2.3ms preprocess, 16.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\69_jpg.rf.19855bc7ccb12117389e558b665c31b4.jpg: 640x640 10 Potholes, 17.2ms Speed: 2.8ms preprocess, 17.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\6_jpg.rf.637dc0327026ebf071e54eeda783948c.jpg: 640x640 3 Potholes, 13.7ms Speed: 2.8ms preprocess, 13.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\700_png.rf.4c25118cf13c778023017bb989fbd692.jpg: 640x640 4 Potholes, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\70_jpg.rf.3a382d18e528b4179439a229f46e1e27.jpg: 640x640 1 Pothole, 13.6ms Speed: 4.1ms preprocess, 13.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\70_jpg.rf.7371846918d5d623b1f4177cbcde4fb1.jpg: 640x640 1 Pothole, 9.0ms Speed: 3.0ms preprocess, 9.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\70_jpg.rf.b44a36f94e7f90cf6be894638b923157.jpg: 640x640 1 Pothole, 8.8ms Speed: 3.7ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\70_jpg.rf.ff4027bb3c07987eb1c952e17c189d31.jpg: 640x640 1 Pothole, 8.8ms Speed: 3.0ms preprocess, 8.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\71_jpg.rf.72d0b309c81b2cc60d44ffe466446b04.jpg: 640x640 5 Potholes, 11.5ms Speed: 2.7ms preprocess, 11.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\727_png.rf.9afbad7f1979627efcdef8fd8aa35ef9.jpg: 640x640 3 Potholes, 8.9ms Speed: 3.6ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\72_jpg.rf.5bddf1ee6b383d9d6afb8bd65e2f7f99.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.8ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\739_png.rf.2fd4e59b5074067ec9aac5ba2f5626ec.jpg: 640x640 3 Potholes, 10.8ms Speed: 3.5ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\74_jpg.rf.0a2e4817d1568b18f12365ad31f7374e.jpg: 640x640 7 Potholes, 13.2ms Speed: 2.7ms preprocess, 13.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\74_jpg.rf.6d3c398f47899e213b76971a276897f9.jpg: 640x640 2 Potholes, 9.0ms Speed: 3.1ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\751_png.rf.39384268ec66a78bbfb9c86841f8cf46.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.8ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\762_png.rf.f8ee619e656e790d0e370fb5a4f057d5.jpg: 640x640 7 Potholes, 14.6ms Speed: 2.7ms preprocess, 14.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\771_png.rf.f83d1398dba269747da016d062ec3ea0.jpg: 640x640 8 Potholes, 7.8ms Speed: 2.5ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\77_jpg.rf.03f96cbb71d9acfe2fe4b92c3a5e3742.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\77_jpg.rf.14fc26b2d43cac706031e44f496d4e52.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\77_jpg.rf.8d1db97851d491bcf5e050a133dd9d86.jpg: 640x640 2 Potholes, 13.2ms Speed: 2.7ms preprocess, 13.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\780_png.rf.45eb83d00a749c1a6aa1dff8d72b53a2.jpg: 640x640 11 Potholes, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\781_png.rf.38146c7ae13df879d779d9e75e5508d9.jpg: 640x640 11 Potholes, 8.2ms Speed: 3.4ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\788_png.rf.7691ef032833e131a4dbf3320c22e34b.jpg: 640x640 10 Potholes, 7.9ms Speed: 2.6ms preprocess, 7.9ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\78_jpg.rf.7da710ad53847e33b9d05d5bc2909411.jpg: 640x640 3 Potholes, 8.0ms Speed: 2.5ms preprocess, 8.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\792_png.rf.517a903a045138b73a9a036045ce1735.jpg: 640x640 10 Potholes, 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\79_jpg.rf.4bd472728869d1b02374d77cb4573605.jpg: 640x640 5 Potholes, 11.5ms Speed: 2.9ms preprocess, 11.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\801_png.rf.ea3cdec9f1cdd0b72ee21c31572e3787.jpg: 640x640 9 Potholes, 9.9ms Speed: 3.1ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\804_png.rf.ba7d96c97a91ed0fdf3b1b8660935098.jpg: 640x640 9 Potholes, 9.3ms Speed: 3.7ms preprocess, 9.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\808_png.rf.4b6af9de0f9b071a75c72aca1580f8b2.jpg: 640x640 1 Pothole, 18.6ms Speed: 3.0ms preprocess, 18.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\80_jpg.rf.464d439c0d25bcc469a8e1b4bb62666e.jpg: 640x640 1 Pothole, 16.1ms Speed: 3.5ms preprocess, 16.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\810_png.rf.45b77c01b31bd486b3fcdb44f1c5c1c6.jpg: 640x640 7 Potholes, 11.5ms Speed: 2.9ms preprocess, 11.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\816_png.rf.a9107503d2f5db01d03f086671ddceb2.jpg: 640x640 7 Potholes, 12.0ms Speed: 4.6ms preprocess, 12.0ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\819_png.rf.96f736d76801134b0179b4f19522c78c.jpg: 640x640 5 Potholes, 10.9ms Speed: 3.3ms preprocess, 10.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\82_jpg.rf.92e1277768eadacc1ea6397e850593c1.jpg: 640x640 1 Pothole, 15.6ms Speed: 4.6ms preprocess, 15.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\82_jpg.rf.cf15ff5de6c050e264806422bb25a456.jpg: 640x640 5 Potholes, 9.1ms Speed: 3.5ms preprocess, 9.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\83_jpg.rf.5b5bdb77f7f965d95716efa29c980907.jpg: 640x640 1 Pothole, 23.8ms Speed: 3.2ms preprocess, 23.8ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\83_jpg.rf.f425b7104f9c0bfd99d3e0d8cca809c0.jpg: 640x640 1 Pothole, 9.9ms Speed: 3.2ms preprocess, 9.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\859_png.rf.f8f9e407d7a6caade67d2a5e8ea6536c.jpg: 640x640 2 Potholes, 16.4ms Speed: 3.6ms preprocess, 16.4ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\85_jpg.rf.b5373eb8e06a8efa1aefed95848ec98d.jpg: 640x640 6 Potholes, 8.8ms Speed: 2.8ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\865_png.rf.54e8f5b930759406eda65f7fa88c1b7b.jpg: 640x640 2 Potholes, 12.8ms Speed: 2.7ms preprocess, 12.8ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\86_jpg.rf.e7bf2439ee43b6773031169261708777.jpg: 640x640 6 Potholes, 13.3ms Speed: 3.6ms preprocess, 13.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\87_jpg.rf.88edd4c2a1fe8f690741806ca783bca5.jpg: 640x640 1 Pothole, 21.4ms Speed: 4.1ms preprocess, 21.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\91_jpg.rf.edb6ab1d0c81142da867eb3f2e1057da.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.9ms preprocess, 11.5ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\92_jpg.rf.23323cd733dab26501c3550b8f5c8245.jpg: 640x640 1 Pothole, 10.4ms Speed: 4.1ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\92_jpg.rf.6a0485c2bf7f7d42cd9a5aedfb6343aa.jpg: 640x640 1 Pothole, 16.3ms Speed: 5.0ms preprocess, 16.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\93_jpg.rf.30881caca44b8faf41e83151b4bd4a44.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.6ms preprocess, 10.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\93_jpg.rf.54b70c495973cd3d9445c5f256d1423e.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.5ms preprocess, 8.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\93_jpg.rf.62c85567558884903b0e4435d9167d74.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.2ms preprocess, 11.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\93_jpg.rf.ca92e4eac69fbfab424b2509c7563ff1.jpg: 640x640 (no detections), 14.6ms Speed: 2.8ms preprocess, 14.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\95_jpg.rf.4fab6bbe21f83f6da0efa579f9712096.jpg: 640x640 3 Potholes, 8.3ms Speed: 2.8ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\96_jpg.rf.382d05ab5845cd7b36e990db20369bba.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\96_jpg.rf.9493d0c6c65621069013477600e4200a.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.7ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\97_jpg.rf.e8cb7da0b5d92ff34c17f30b7cda794a.jpg: 640x640 4 Potholes, 10.9ms Speed: 2.7ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\97_jpg.rf.f9f7e4edf56a6df39e7faba4f588d1f5.jpg: 640x640 1 Pothole, 14.8ms Speed: 2.3ms preprocess, 14.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\98_jpg.rf.2251b65b52a58ced5c741a01a2585acb.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.5ms preprocess, 9.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\98_jpg.rf.313f5665548fc3ee354444a10dbb92d0.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.9ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-111_jpg.rf.fc18e4eee73c0359169c3708ce7a4a10.jpg: 640x640 2 Potholes, 11.7ms Speed: 2.4ms preprocess, 11.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-134_jpg.rf.262f3681aa47b991dfad38c0f25023a0.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.6ms preprocess, 12.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-164_jpg.rf.cfaf3d506fd5b04f9ddb9f861d959a41.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-165_jpg.rf.814fd78a6d1e10f98b903b08a9a7e74d.jpg: 640x640 (no detections), 16.8ms Speed: 3.6ms preprocess, 16.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-226_jpg.rf.1339ab04021c22fa16ad6d190b889330.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-236_jpg.rf.bfb59960ee3dfee0652e3a3592c006c7.jpg: 640x640 1 Pothole, 10.4ms Speed: 3.8ms preprocess, 10.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-252_jpg.rf.17930d4a18898e0abc9c604a1daf8a0d.jpg: 640x640 2 Potholes, 10.2ms Speed: 3.1ms preprocess, 10.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-270_jpg.rf.398a5d26714bb2dd09ca1af5474708ae.jpg: 640x640 1 Pothole, 8.8ms Speed: 3.0ms preprocess, 8.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-306_jpg.rf.1f8ee583033e1062af81b0a046622519.jpg: 640x640 (no detections), 25.0ms Speed: 3.0ms preprocess, 25.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-323_jpg.rf.e29dc141e3f06200d857a3e0ba9d62ae.jpg: 640x640 4 Potholes, 9.1ms Speed: 2.9ms preprocess, 9.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-335_jpg.rf.0d0a7dfdfc50883937bd9d49a5c80791.jpg: 640x640 (no detections), 16.2ms Speed: 2.7ms preprocess, 16.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-384_jpg.rf.a048a04e20a633c12164fadbfb95c4b8.jpg: 640x640 (no detections), 9.4ms Speed: 2.3ms preprocess, 9.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-386_jpg.rf.ed8e2822dad99e43dad05746de65242e.jpg: 640x640 (no detections), 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-424_jpg.rf.c3de0bb2b9ddcd8074d6481c8bec17b0.jpg: 640x640 3 Potholes, 9.2ms Speed: 2.6ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-435_jpg.rf.99d14dd3c34e4297fa850f145ae9e39f.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-575_jpg.rf.a0171938f73457c406e7dcd08346ec4c.jpg: 640x640 (no detections), 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-615_jpg.rf.7736be31c9465b2ccc949d4921bb7518.jpg: 640x640 3 Potholes, 10.9ms Speed: 3.4ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-621_jpg.rf.cd9a2dcaadb825ca329a723f4a546dd2.jpg: 640x640 (no detections), 8.9ms Speed: 2.5ms preprocess, 8.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-634_jpg.rf.8d33e172d64387409763529b1c776118.jpg: 640x640 1 Pothole, 16.6ms Speed: 2.6ms preprocess, 16.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-64_jpg.rf.2fbebb094a4c65e4a8b05304d724a213.jpg: 640x640 (no detections), 8.5ms Speed: 3.3ms preprocess, 8.5ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-650_jpg.rf.23e877b259e19f0cf86c9f90673102bc.jpg: 640x640 1 Pothole, 15.7ms Speed: 2.6ms preprocess, 15.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\DASH_CAM_2016_01_29_-42_Miles_of_Potholes-_mp4-96_jpg.rf.e8e9163a4b63b9f0e4ca9b1e4ede5e9d.jpg: 640x640 2 Potholes, 10.3ms Speed: 3.1ms preprocess, 10.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data119_jpg.rf.3bb4b23a9faa86fb1fb3af0554b2f30a.jpg: 640x640 2 Potholes, 8.7ms Speed: 3.3ms preprocess, 8.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data130_jpg.rf.528ba4629ff6bc99cbb3b63c01a6d216.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.1ms preprocess, 8.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data137_jpg.rf.faabda1e11d9a48845aa33a2ef3bdf57.jpg: 640x640 2 Potholes, 10.7ms Speed: 3.7ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data155_jpg.rf.7b21f9014faf906b570969b47b12fc2e.jpg: 640x640 1 Pothole, 10.8ms Speed: 4.0ms preprocess, 10.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data212_jpg.rf.329a9e2e98825e9205b564e0d6d83cf7.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.0ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data226_jpg.rf.6f5e9521702a0f37e536e68165c98e89.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.8ms preprocess, 8.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data299_jpg.rf.8a7d135dd046b3dbb1d06581ca43ea20.jpg: 640x640 2 Potholes, 10.8ms Speed: 3.3ms preprocess, 10.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data300_jpg.rf.030f80215adda81b497a4411fb85302a.jpg: 640x640 1 Pothole, 14.8ms Speed: 4.0ms preprocess, 14.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data31_jpg.rf.895c16995f336b24b81658bf9d38b5e2.jpg: 640x640 2 Potholes, 8.4ms Speed: 3.3ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data362_jpg.rf.4e12a568f0d2053cc120ed527981aa6a.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data375_jpg.rf.4383fe60d1f3ca935e8dfa6ca1c146ba.jpg: 640x640 (no detections), 14.1ms Speed: 3.1ms preprocess, 14.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data390_jpg.rf.768603cde6c6767f1031ca92681de4be.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.9ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data413_jpg.rf.485ee1092b1ecf553f6d814f2c6d302d.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data424_jpg.rf.71bfb00d6224138f25c7787473275023.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data457_jpg.rf.8f7e3b443fa60e6279b91b9a74604a90.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data460_jpg.rf.700d9ef3d1602a88e76bcce28bb1b0a4.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data467_jpg.rf.ab5f974f56bfba64c577d1e140d9609e.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.7ms preprocess, 12.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data540_jpg.rf.4b0eb9f67c757d1b9cb9347ebc71d640.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data562_jpg.rf.528b8dd14761786fe786e567d1f74a88.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data568_jpg.rf.ccd9a664d1cbfbc5dfed5d873213dcfa.jpg: 640x640 (no detections), 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data591_jpg.rf.9433b6443f62da5c70d652a101330097.jpg: 640x640 5 Potholes, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data593_jpg.rf.ae798b86c6832c3db6e39993a176e9fb.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data601_jpg.rf.cb3929f7892bddce30fbd73ff4a16b1f.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data616_jpg.rf.f0ce2382460b9cffc2a3815721f98053.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data619_jpg.rf.23abab578e8e94ee6acce0d9412ad2dd.jpg: 640x640 3 Potholes, 10.1ms Speed: 2.3ms preprocess, 10.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data633_jpg.rf.0998a082004506d38b68da6a465547ad.jpg: 640x640 4 Potholes, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data636_jpg.rf.fca1f56c7a2007c6fb1564afc36f0808.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data661_jpg.rf.a472575ded939ba44076701c5173fe60.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.6ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data69_jpg.rf.6d72e7ecc22d70f0db496512509f321c.jpg: 640x640 1 Pothole, 13.8ms Speed: 2.3ms preprocess, 13.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data733_jpg.rf.8c74a230902ff9a866c6518a2a418715.jpg: 640x640 4 Potholes, 8.6ms Speed: 2.5ms preprocess, 8.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data793_jpg.rf.3c6c345bae7846aefbc881009109fe1b.jpg: 640x640 14 Potholes, 10.1ms Speed: 2.6ms preprocess, 10.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data835_jpg.rf.fe725772bcf9f756806be14646a6582e.jpg: 640x640 2 Potholes, 9.3ms Speed: 3.2ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data880_jpg.rf.1f36d8ac13452943367750f85716d8f6.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.9ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data902_jpg.rf.ae57bec6ef1116222ebc9d8b682fdaf7.jpg: 640x640 1 Pothole, 13.7ms Speed: 2.9ms preprocess, 13.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\data906_jpg.rf.9169decfb1cb36917460afa5a60731d3.jpg: 640x640 2 Potholes, 13.7ms Speed: 2.5ms preprocess, 13.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0010768_jpg.rf.52b389f152b4683dae659bb8fac9c5eb.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.9ms preprocess, 12.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0010770_jpg.rf.71566c06394b7daa2478d460e3e8057c.jpg: 640x640 2 Potholes, 10.5ms Speed: 2.5ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0011589_jpg.rf.b415747425086259c12dc2f738242735.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0011595_jpg.rf.f2285f22e68d47a31a051e4c74b11db2.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.0ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0025080_jpg.rf.13054571e90847440ef229e33d5f4e6b.jpg: 640x640 2 Potholes, 9.2ms Speed: 2.4ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0025381_jpg.rf.76fd45881552c0869e5db1674ea67ef4.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.8ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0027312_jpg.rf.03bd1a6bea3662b89f78cb09fdfe167f.jpg: 640x640 (no detections), 8.2ms Speed: 2.0ms preprocess, 8.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0027824_jpg.rf.8395e80331ed406a319db199bcf50dc9.jpg: 640x640 1 Pothole, 19.2ms Speed: 2.9ms preprocess, 19.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0028271_jpg.rf.c62f16a366a116e0b6cf7452fad66a00.jpg: 640x640 3 Potholes, 8.2ms Speed: 3.1ms preprocess, 8.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0028303_jpg.rf.8ac6e5d15c83e6782f8618229260d68c.jpg: 640x640 1 Pothole, 14.9ms Speed: 2.5ms preprocess, 14.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0028437_jpg.rf.7187deabc854aa3c3af812c596070596.jpg: 640x640 3 Potholes, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0028473_jpg.rf.6e26188e361b660f2556dca12c9fc876.jpg: 640x640 (no detections), 10.5ms Speed: 2.4ms preprocess, 10.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0028597_jpg.rf.f759ff9987315efede85a79d2b54940b.jpg: 640x640 (no detections), 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0028611_jpg.rf.e7c1434a6baa35d617e56613ead4b3b9.jpg: 640x640 1 Pothole, 8.9ms Speed: 3.3ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0028753_jpg.rf.b6c4678bfc51ef9306688b8d377a87bb.jpg: 640x640 (no detections), 12.3ms Speed: 2.4ms preprocess, 12.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0028892_jpg.rf.7204527f20eda91a5e3ab8c10793465a.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0029929_jpg.rf.16dcc94c96a2381c15b580b531ead32c.jpg: 640x640 2 Potholes, 10.2ms Speed: 2.9ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0032515_jpg.rf.193849106c0466f46f82f78b9a6da8ad.jpg: 640x640 5 Potholes, 8.1ms Speed: 2.4ms preprocess, 8.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0052416_jpg.rf.10dcd6e204714746720e92f6c6754e62.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.4ms preprocess, 9.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0063919_jpg.rf.b5e8eece94590e030959daf4b98c1db8.jpg: 640x640 (no detections), 8.5ms Speed: 2.5ms preprocess, 8.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0064346_jpg.rf.75bc38b17e496751478c72761f9f3ac7.jpg: 640x640 (no detections), 11.0ms Speed: 3.2ms preprocess, 11.0ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0064639_jpg.rf.8f727d2ea97eabb5840d467bd8928043.jpg: 640x640 (no detections), 8.5ms Speed: 3.5ms preprocess, 8.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066127_jpg.rf.02db9462ea908d618ae8e606449a4276.jpg: 640x640 6 Potholes, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066563_jpg.rf.f40d712ad16e6e395e52d896aa68c7ec.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066586_jpg.rf.bb103bcc833b52072a36a6d0628f7fd5.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.9ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066594_jpg.rf.554312e698a9285edb8c069c9c5c5e09.jpg: 640x640 3 Potholes, 7.9ms Speed: 3.1ms preprocess, 7.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066596_jpg.rf.dc5e62b47484e3477c62e3fe18a7a927.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.6ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066622_jpg.rf.57286136610f94c94e60589ce93a56d6.jpg: 640x640 5 Potholes, 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066701_jpg.rf.9ca11953c460b168349c94fbf6bc201c.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.5ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066703_jpg.rf.b50ee3fb4506c424c3ace7e11bb59180.jpg: 640x640 2 Potholes, 14.5ms Speed: 2.7ms preprocess, 14.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0066933_jpg.rf.d5bf3b2f6188d79eb8e868a26a2aaefe.jpg: 640x640 3 Potholes, 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\G0089879_jpg.rf.e4a580fc3c18c836866d35ec4aa198b5.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4119-156_jpeg_jpg.rf.aa4765a83abb222de58c38e3bbb76f52.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4119-167_jpeg.rf.c3c81fb7e177ddce256723cb9a68ec1e.jpg: 640x640 (no detections), 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4137-1148_jpeg.rf.e5591965bf5c72eb31d3488fdc1c7ea8.jpg: 640x640 1 Pothole, 13.6ms Speed: 3.1ms preprocess, 13.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4138-96_jpeg_jpg.rf.0c920ddf00f69651de5ff6ae1862cabf.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.4ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4186-453_jpeg.rf.99aaf6a839215d9dccab53af2b6f72d9.jpg: 640x640 3 Potholes, 9.3ms Speed: 2.3ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4217-283_jpeg.rf.bfaf1027ae7aed19432ce2da5a1f8315.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4217-315_jpeg.rf.bfcb40eac06189ba0d898982c1e4f1bf.jpg: 640x640 3 Potholes, 9.4ms Speed: 2.5ms preprocess, 9.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4217-326_jpeg_jpg.rf.1a6be43618326a3ba937dd2f9bb892a7.jpg: 640x640 4 Potholes, 9.2ms Speed: 2.3ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4217-343_jpeg_jpg.rf.5d6263d4101cb5b937b2aa1c61802399.jpg: 640x640 (no detections), 8.1ms Speed: 2.4ms preprocess, 8.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4220-496_jpeg.rf.13720146b0e44ad3d35e7335c15f22de.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.3ms preprocess, 14.1ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4403-1003_jpeg_jpg.rf.b078f28dbfaef7f5dca7d252e13c3a25.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.8ms preprocess, 9.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4403-1004_jpeg.rf.2756f5ee6fe1bcdd65a6eec85848e1e1.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.9ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4418-508_jpeg.rf.b7c60f777e202845761f125eb4e44e7d.jpg: 640x640 4 Potholes, 8.4ms Speed: 2.6ms preprocess, 8.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN4418-554_jpeg.rf.cfc9302912c945112ec26076e1d08844.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.9ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5066-418_jpeg.rf.f6ab723496a8d59c93bbb95d76827644.jpg: 640x640 1 Pothole, 9.6ms Speed: 2.2ms preprocess, 9.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5069-371_jpeg_jpg.rf.fd7e9d5224329e2a5446325a61503a44.jpg: 640x640 1 Pothole, 8.2ms Speed: 4.3ms preprocess, 8.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5069-377_jpeg.rf.8c37d319c8ba6c7c794850b8da518658.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.4ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5070-535_jpeg.rf.73fa8f40c91cef1e4c396f8817078ec1.jpg: 640x640 2 Potholes, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5070-539_jpeg.rf.2acb11958b8742b64a8cbfeb38fb1af0.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.9ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5074-718_jpeg.rf.2ffce65c39a86c9c0473ebade210b252.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.2ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5075-12_jpeg.rf.fa659d4174be72b107c5a2519ccfa820.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5075-15_jpeg.rf.74682dddcf738b713e9e68bd3f61cf31.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.5ms preprocess, 7.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5075-7_jpeg.rf.0d34434711cf8845304b4d0ed991d89a.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5075-990_jpeg.rf.6105d82bd0bfcf123fa2c9c35a5d6fbf.jpg: 640x640 3 Potholes, 9.5ms Speed: 3.6ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5075-992_jpeg.rf.ad0a55c50d09660569a6819865feacaa.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5075-992_jpeg_jpg.rf.bb02e4faa605a45f7a3b0d4af5f26cc1.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.5ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5075-994_jpeg.rf.a4c84495574e6e20de9d253c77c15649.jpg: 640x640 4 Potholes, 7.8ms Speed: 3.3ms preprocess, 7.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5075-996_jpeg.rf.cdb7bac5bba2c7fb71d3062d3103cc9b.jpg: 640x640 2 Potholes, 10.8ms Speed: 2.6ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5077-167_jpeg.rf.82cab876ecca48f711e41039b2cfffed.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.6ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5160-451_jpeg.rf.4df35b79a06dd69924434bce3a498944.jpg: 640x640 1 Pothole, 14.4ms Speed: 5.3ms preprocess, 14.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5160-454_jpeg.rf.cea9c234db3923a23781dba8ceadc310.jpg: 640x640 2 Potholes, 13.2ms Speed: 3.4ms preprocess, 13.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5160-456_jpeg.rf.9d804facf9d5765a701bb0b756a1fe3d.jpg: 640x640 3 Potholes, 17.8ms Speed: 3.5ms preprocess, 17.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5160-457_jpeg.rf.b20d1d69532cacaf7ffeb579cf0fd45e.jpg: 640x640 2 Potholes, 14.0ms Speed: 4.6ms preprocess, 14.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5162-820_jpeg.rf.6a7f325e4f53fad70e797ed0d89291f7.jpg: 640x640 1 Pothole, 10.1ms Speed: 2.7ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5577-931_jpeg.rf.064cf604994e0d32a5bcb3d847774354.jpg: 640x640 3 Potholes, 14.9ms Speed: 4.3ms preprocess, 14.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5577-932_jpeg.rf.efc798610266ca1ab216c8a578ea7b7b.jpg: 640x640 2 Potholes, 15.2ms Speed: 4.7ms preprocess, 15.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5577-932_jpeg_jpg.rf.609b28262e98054305b3365c4ed5780b.jpg: 640x640 2 Potholes, 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5577-933_jpeg.rf.af3313b2536419f4e7cdc427d15d37b1.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5577-934_jpeg.rf.158e6d5dc9fe4b9c7be908d2990e43a4.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5577-948_jpeg.rf.e38eae97c62a23b999928d43a4637b44.jpg: 640x640 3 Potholes, 10.7ms Speed: 4.6ms preprocess, 10.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5577-949_jpeg.rf.5358169be0dfb6941d55fe58dc2e1d30.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.7ms preprocess, 8.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5594-23_jpeg.rf.4985d965ac8f8e9195f670a716370d78.jpg: 640x640 (no detections), 7.9ms Speed: 2.7ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5594-25_jpeg.rf.f04b9308dc87521d53bdd307369575ec.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5594-27_jpeg.rf.1cb32ef76837d035bc44bf909f12c6ac.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.8ms preprocess, 8.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5594-29_jpeg.rf.10fb332ea3957a8f95aeae4cace9e21e.jpg: 640x640 (no detections), 14.7ms Speed: 2.6ms preprocess, 14.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5594-29_jpeg_jpg.rf.ae224385a04c8f90cf77b3c3aa54f210.jpg: 640x640 (no detections), 7.8ms Speed: 2.3ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5594-33_jpeg.rf.f8ce68a3e6a7a76802d7c18db6f6077f.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.4ms preprocess, 8.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5594-40_jpeg.rf.bfb246bbede7116d707d42fe29406fec.jpg: 640x640 6 Potholes, 10.0ms Speed: 2.6ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5901-397_jpeg.rf.c3ddfc66fc8293e969790656ffdc75d0.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.7ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5901-405_jpeg.rf.7ccf5cdc613f5b5e03961e41b6e3cd76.jpg: 640x640 3 Potholes, 8.3ms Speed: 3.9ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5901-406_jpeg.rf.dc4ec682af96cf3e855ff09430c19e83.jpg: 640x640 3 Potholes, 8.4ms Speed: 2.4ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5901-407_jpeg.rf.87ef8e9f68cb288adedb644850221afd.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5944-251_jpeg.rf.46472632a56343552c82852a472d96fd.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.8ms preprocess, 8.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5944-260_jpeg.rf.0d4b6af269689f089b7a60636d53dfcc.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.7ms preprocess, 8.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5944-266_jpeg.rf.38c3fd6a48541167a1333b5a89d35323.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5944-274_jpeg_jpg.rf.6317234d1971a56a85dd92044df6e4c0.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5944-279_jpeg.rf.b8c46f3094f816afb5251a6b7db348b5.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5944-282_jpeg.rf.db1828558e33861498da754f59878c66.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN5944-421_jpeg.rf.e6cd2996dc845fb393fd7a029a611764.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN6004-740_jpeg.rf.be95b6b2dafba93d753bf43472d9c973.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN6004-745_jpeg.rf.727f619d1d34624e5b2d2b8c438bfe9f.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN8259-1047_jpeg.rf.02b915371d06c2631573af52cd2fa40d.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.4ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN8259-1050_jpeg.rf.f81fc93b0f42b88a0a4c5b5b80091ac7.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN8259-1061_jpeg.rf.2c9b49927232749c13ae3622a190a09e.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\GRMN8259-1062_jpeg_jpg.rf.611d9179fc08eee85f25031f9322c63f.jpg: 640x640 1 Pothole, 13.5ms Speed: 2.5ms preprocess, 13.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\Image_27_jpg.rf.cf5a176ad3762ac0c1358e9f875e5dad.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\Image_33_jpg.rf.6d0191df5248425c561e5b2b541c3e65.jpg: 640x640 (no detections), 8.2ms Speed: 2.6ms preprocess, 8.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\Image_53_jpg.rf.c67f308eeb921ea7909d2e1a7cfc8f2e.jpg: 640x640 (no detections), 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\Image_5_jpg.rf.84e715706c78c1cabe1487834f170879.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-103_jpg.rf.e477da0992e1da95f22e993a1aa50738.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-109_jpg.rf.4de3185bbe1e7a8cf4ff199988388e65.jpg: 640x640 3 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-10_jpg.rf.2b9790e75a72cba0223a0149fa12710b.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.6ms preprocess, 7.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-112_jpg.rf.6eb5c6e8ad77a246c9ad204f96a299d9.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.3ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-114_jpg.rf.4bb04bf0d2348018b05596119f075375.jpg: 640x640 3 Potholes, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-114_jpg.rf.78bf60c19c4683ac37606e6820033038.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-117_jpg.rf.7a307e670da39d0c2d90e7eb6b7216fa.jpg: 640x640 2 Potholes, 7.7ms Speed: 3.1ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-119_jpg.rf.e90c03c524bc246c7fe761ad2449525d.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-125_jpg.rf.49dd749ace65177d2c4f52b35958c03b.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-129_jpg.rf.44534b06543aa55470a64fbcefdd6d44.jpg: 640x640 2 Potholes, 7.7ms Speed: 3.0ms preprocess, 7.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-132_jpg.rf.1379d50ee921761d7be0b8ceafddb82d.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.9ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-136_jpg.rf.48e79ed33209f6513df4e73544f981bf.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.7ms preprocess, 7.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-136_jpg.rf.e0e4e7262532af113825992febdfd385.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.2ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-137_jpg.rf.ef77773ea6b2532384318fdfccf8baac.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.6ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-139_jpg.rf.04a8455d4749d2665a81d3dbb32c14a3.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.5ms preprocess, 8.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-141_jpg.rf.2bd1898646e59cc027b215f6039d4c2e.jpg: 640x640 4 Potholes, 9.1ms Speed: 2.6ms preprocess, 9.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-145_jpg.rf.304a01b17f2d438b0dfb2b6d03c11f2b.jpg: 640x640 1 Pothole, 8.5ms Speed: 3.0ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-146_jpg.rf.e68cd567e4624540c56efc35354d9f8e.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-149_jpg.rf.f4ae4efe86db8096c682eeee7880196b.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.0ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-14_jpg.rf.55a009bf4ba5cd42fdbdb5fd6cf739ae.jpg: 640x640 2 Potholes, 7.9ms Speed: 3.0ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-151_jpg.rf.56843634e6e84f8b9de2dc4ee0f1ae0b.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.6ms preprocess, 14.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-152_jpg.rf.b274249dfa371dd25b01ec33267456b1.jpg: 640x640 4 Potholes, 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-155_jpg.rf.36665adea5d4ad5660af0387c570cf34.jpg: 640x640 4 Potholes, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-155_jpg.rf.6b017329372ad735dc5ba4dbf8864017.jpg: 640x640 4 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-158_jpg.rf.eb13e777c39ca9c8aa042a893c4fd7aa.jpg: 640x640 2 Potholes, 7.9ms Speed: 4.2ms preprocess, 7.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-165_jpg.rf.b0bdf450812be212825c67c3349bc98c.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-168_jpg.rf.ecb3e8bd3b9695b95484000e33e18de9.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-169_jpg.rf.66bed87ddfc21aaabc5f914ac9bcfa24.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-173_jpg.rf.67565904b65c8f1ea41ba312209f14c9.jpg: 640x640 2 Potholes, 12.0ms Speed: 2.1ms preprocess, 12.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-173_jpg.rf.e54b1655d581ed6eee9fe22cf7fddb97.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-174_jpg.rf.636e7d7c97d69ec5e46e5d04b50260bf.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.3ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-179_jpg.rf.5861bc35f91da5a60d6ffefc00851617.jpg: 640x640 4 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-181_jpg.rf.e9693860f08e4b1f98232f555db8be53.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.6ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-183_jpg.rf.74d696b8a208ee943b4f13a795b0c01f.jpg: 640x640 4 Potholes, 12.4ms Speed: 2.1ms preprocess, 12.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-18_jpg.rf.e5ee151b3b86d22bf77854453ad63b6f.jpg: 640x640 6 Potholes, 8.4ms Speed: 3.7ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-194_jpg.rf.24277dbd0e772c377a0e8ca41a66c7e9.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.9ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-196_jpg.rf.2c128d3864acdd7b028b910b54bc978e.jpg: 640x640 3 Potholes, 19.7ms Speed: 2.7ms preprocess, 19.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-205_jpg.rf.a55a257fcde6672382d494a1144eb0eb.jpg: 640x640 2 Potholes, 9.7ms Speed: 3.9ms preprocess, 9.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-219_jpg.rf.d8dae00dbe449afeac00335443627cef.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.6ms preprocess, 11.3ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-221_jpg.rf.a9394886742e1e193ae4f4e53707ad3a.jpg: 640x640 2 Potholes, 10.8ms Speed: 3.4ms preprocess, 10.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-229_jpg.rf.c9bc1a8d227c424bdde437e6cb6143c5.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.6ms preprocess, 9.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-230_jpg.rf.59828219aa9f648e3bf1c770671c4bed.jpg: 640x640 2 Potholes, 11.2ms Speed: 3.0ms preprocess, 11.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-234_jpg.rf.47bc9cb5da2f6df131ab9f7c86ca9b68.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.9ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-234_jpg.rf.719371c0ddd32ed25b7ae867111ed543.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-235_jpg.rf.59a1389d99291e78704f2bea7b457197.jpg: 640x640 1 Pothole, 8.6ms Speed: 1.9ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-238_jpg.rf.5cff51ae3fdfc9902f97588804fac635.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-239_jpg.rf.03f9e13710e4913b3770456e37b8fa42.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-23_jpg.rf.a6f640cab458d7051abceb032ab490d1.jpg: 640x640 5 Potholes, 7.5ms Speed: 2.4ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-242_jpg.rf.842c2d3d8e093cfb7a29a06685f68733.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-250_jpg.rf.9752597f80dadde4ac1f14e96bdc27b6.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.3ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-255_jpg.rf.3e091c68941991f80f06c66da4d23c83.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-258_jpg.rf.d978b631d938480313f839be6fe89795.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.5ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-260_jpg.rf.dd5ac560db1bed8678c34b6e2150c33c.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-26_jpg.rf.3c49ba32b215cf1a3090b1a6852ad8fa.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-271_jpg.rf.c5f672e93596ff0923d4e4a5afd601ff.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-27_jpg.rf.ff1ec1d3097cc44ab26c9818ec84b04b.jpg: 640x640 2 Potholes, 16.9ms Speed: 2.2ms preprocess, 16.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-281_jpg.rf.21d54bf7f3f57489bf6e0b3abca57bf5.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-284_jpg.rf.0d34fd8fffe0c6072b97a3d7bfb8816c.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.6ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-289_jpg.rf.1aa5b2c075b7c261f29cefbc8949cd71.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.6ms preprocess, 8.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-293_jpg.rf.eff6d880d406840b57b142b5a8ecf7ad.jpg: 640x640 4 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-296_jpg.rf.4bf40a1b511e9f0a47344e24ce0c7982.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-297_jpg.rf.78fed01221bb6dc71e058c467f40aae4.jpg: 640x640 5 Potholes, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-29_jpg.rf.a0cd8c676f8a039b7ab9784b1023b64a.jpg: 640x640 5 Potholes, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-2_jpg.rf.549804b9d5471d2dad536a71350b3ba2.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-301_jpg.rf.c0f849543ab78c1b90259ce0bb2a3577.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-304_jpg.rf.4a94406f5e69f21d2a3f9bd9b79707fa.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-309_jpg.rf.0a70ae81213c6befbb504a0ce41d8543.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-310_jpg.rf.5f59f4ab04f45103c802c147e8ace4b2.jpg: 640x640 3 Potholes, 12.6ms Speed: 2.1ms preprocess, 12.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-310_jpg.rf.f54f469db4b08dfcb15b61470a5d470f.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-311_jpg.rf.09b0e5c56c537e062b1b1ce18561b7a5.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-313_jpg.rf.739491973a28425e4d5194b1edac6d1c.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-314_jpg.rf.478783e6600a65b21366cfec7919950a.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-315_jpg.rf.3339dda5eae6167b3fa6369290a6c8f0.jpg: 640x640 4 Potholes, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-327_jpg.rf.c5df41ec104638bb13b2c4ff0dd2fd64.jpg: 640x640 2 Potholes, 8.2ms Speed: 2.1ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-337_jpg.rf.548bd9e708c6e86a360e832a63da363d.jpg: 640x640 2 Potholes, 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-338_jpg.rf.731a6ae49a9c10f7a137ec3751c28779.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-340_jpg.rf.81e1f2c33d4a0afb10effa44d5b17f5e.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-342_jpg.rf.c1ba1da60ac72efa1de04882b33a81b7.jpg: 640x640 1 Pothole, 10.9ms Speed: 2.9ms preprocess, 10.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-343_jpg.rf.508d2b4e35524a0da1755b2dc6111b27.jpg: 640x640 1 Pothole, 11.6ms Speed: 2.2ms preprocess, 11.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-353_jpg.rf.aa942291b7ea0057363b01272ff09e8c.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-358_jpg.rf.28579f4b722962e594ef7145b5a92fc6.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.4ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-367_jpg.rf.650e95b7f052b66722150a2a693b037d.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.4ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-374_jpg.rf.475109d00336206993a612963c7815f1.jpg: 640x640 3 Potholes, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-388_jpg.rf.a4ec3c17f260064a80a9c8be05809e47.jpg: 640x640 4 Potholes, 8.4ms Speed: 3.1ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-398_jpg.rf.1b9f3ff7c62a40c07a06202be6601648.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-39_jpg.rf.6d7a732b780c82abad6755c33eda27f9.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-3_jpg.rf.054c40b28f99e69b2740c35945b85faa.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.9ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-405_jpg.rf.e04bfa5f6ea9b14af064e70a19679538.jpg: 640x640 8 Potholes, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-409_jpg.rf.7ef5bd13e2db2ffaa85899a656661f03.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-414_jpg.rf.a0a6ca6ecbdc6a7816a939da178c84ad.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-418_jpg.rf.810df7930e518ddf4ff0544e97bd3de9.jpg: 640x640 9 Potholes, 7.8ms Speed: 2.5ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-42_jpg.rf.1353673a0de9a49e58b9de3f170d92a9.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-430_jpg.rf.97da793fd23cd64f7dbb06853d9b3152.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-438_jpg.rf.47ac7afd37530ce2145322162b405c20.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.2ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-43_jpg.rf.1dabf99bf98fdf0488cf5e7c1ac82a3a.jpg: 640x640 3 Potholes, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-441_jpg.rf.3a0b7c78202ce322c4b2404b82c17d9a.jpg: 640x640 2 Potholes, 8.3ms Speed: 3.3ms preprocess, 8.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-444_jpg.rf.bdd6b0df8931c6095dda524df72532e8.jpg: 640x640 10 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-458_jpg.rf.5346e1db18f694ff9dc8596c3949de2f.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-459_jpg.rf.a30e644d9f564ac4b52b3739a66bb80f.jpg: 640x640 2 Potholes, 13.6ms Speed: 2.4ms preprocess, 13.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-460_jpg.rf.0045eb5fdaf56a694b7bc47908fe4cd8.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.4ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-461_jpg.rf.4dff7a702b46d44da7b9ff89bfa16eca.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-463_jpg.rf.2161b553d78d6222dfedbcac22971f84.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-466_jpg.rf.d2760200c8d48b98e6d606131c33c50a.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-470_jpg.rf.bd04ae60ef1fa24e942e1be6213bd82b.jpg: 640x640 1 Pothole, 12.4ms Speed: 2.3ms preprocess, 12.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-478_jpg.rf.6944ad96b59c6acd0fc3a4c949991d4c.jpg: 640x640 2 Potholes, 9.4ms Speed: 3.5ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-480_jpg.rf.09b77e73159258cb9c11bccf73f4a099.jpg: 640x640 3 Potholes, 8.1ms Speed: 3.0ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-481_jpg.rf.625f8146cb84ff1527b688de1a44d878.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-489_jpg.rf.e5bdb5b4cfc12c900987ba736402e451.jpg: 640x640 2 Potholes, 16.3ms Speed: 3.9ms preprocess, 16.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-490_jpg.rf.3dfc7da848b7f394096abbce74a159de.jpg: 640x640 4 Potholes, 11.2ms Speed: 3.1ms preprocess, 11.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-491_jpg.rf.72a15fce3be134739f81971bc0352928.jpg: 640x640 2 Potholes, 13.7ms Speed: 3.7ms preprocess, 13.7ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-4_jpg.rf.3b0020957b2336462bb181648ccb6cd2.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.0ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-503_jpg.rf.76cfbba07767538e0c4a751d54b76075.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.6ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-506_jpg.rf.94865eb5dfb65de7722e8f6678964bf6.jpg: 640x640 1 Pothole, 10.6ms Speed: 2.6ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-507_jpg.rf.d64b4d7ff0a00c0d2b6028572d68958e.jpg: 640x640 7 Potholes, 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-511_jpg.rf.4854463f6592cc9cdeabe05a03951faa.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.6ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-517_jpg.rf.0dfc0c2794bee112b5f3989cd8e7f896.jpg: 640x640 3 Potholes, 16.4ms Speed: 3.2ms preprocess, 16.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-519_jpg.rf.3f8d0c54bb3ab48037c24fa03d3c0d28.jpg: 640x640 9 Potholes, 8.3ms Speed: 3.5ms preprocess, 8.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-519_jpg.rf.cbdfad96a24bdab037debac7343524bc.jpg: 640x640 9 Potholes, 7.8ms Speed: 2.8ms preprocess, 7.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-520_jpg.rf.073700a7f3f19b021179649a9687e703.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.6ms preprocess, 8.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-526_jpg.rf.512a1523def7d0c45fece2998cf5b705.jpg: 640x640 9 Potholes, 9.2ms Speed: 3.5ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-526_jpg.rf.71934ecdd7a9c15b3f4e35d61b15a5e4.jpg: 640x640 9 Potholes, 8.2ms Speed: 2.2ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-543_jpg.rf.5bde247ef88068ac717eb9a94d1d404c.jpg: 640x640 1 Pothole, 14.0ms Speed: 3.5ms preprocess, 14.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-543_jpg.rf.af6d766c00982b2c535c31a4d0c980f0.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-544_jpg.rf.525d12089e6be2d1b2890a0e31999f97.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.5ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-545_jpg.rf.89b074503ac48432ea2b7a13f8200e84.jpg: 640x640 1 Pothole, 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-546_jpg.rf.090771c5d49d7c542b76c30f4450c45d.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-547_jpg.rf.2825fc6d6733627bc98dbe2db0e6a75f.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-547_jpg.rf.79ec3b7184a56373ae8404beffa13673.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-548_jpg.rf.9a18be52e078eaa9ab12afa165890935.jpg: 640x640 2 Potholes, 8.4ms Speed: 4.0ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-549_jpg.rf.56df7f69d2c95e2ac88adab1d0be327a.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-54_jpg.rf.05813168879b9ac70c246fbf37d782b0.jpg: 640x640 1 Pothole, 7.8ms Speed: 3.0ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-550_jpg.rf.89ee6021bc54b49beb04f0d3952d9c53.jpg: 640x640 9 Potholes, 8.8ms Speed: 2.7ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-551_jpg.rf.6e864d93052f7487392804301fc9f18f.jpg: 640x640 8 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-552_jpg.rf.ee2244b51a7bec0ed73bc995d4fbf115.jpg: 640x640 17 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-553_jpg.rf.3a24db30e6f48a5421db12e0ccc53ca4.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-554_jpg.rf.38d255937d2f6e7ea85ce8927fd016a1.jpg: 640x640 6 Potholes, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-555_jpg.rf.c1c77c2e1901c87b172b385593e75384.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.5ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-556_jpg.rf.c5d9214ef8e798b5fde1a1392bc5f801.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.1ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-557_jpg.rf.bb2db946996bd6a169beab54ad1fd2d8.jpg: 640x640 1 Pothole, 14.4ms Speed: 2.3ms preprocess, 14.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-558_jpg.rf.8a77dfdb6746c5fa3ce70c7dfeea82cf.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.0ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-55_jpg.rf.8f97edccddaa7cdb65063e8d5b1853a8.jpg: 640x640 6 Potholes, 8.2ms Speed: 2.5ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-560_jpg.rf.08eb2b139db5169054b8be733c8665c3.jpg: 640x640 5 Potholes, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-561_jpg.rf.dc592c7651422a476b99bec9537cc002.jpg: 640x640 8 Potholes, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-564_jpg.rf.4b1a1e8366e19a70f9595b9743b60bf7.jpg: 640x640 9 Potholes, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-565_jpg.rf.ea0b18c9a3091d60d815223052c82209.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-568_jpg.rf.cbd6e65921e1c82a1f788b9babb7a352.jpg: 640x640 1 Pothole, 9.2ms Speed: 2.2ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-56_jpg.rf.f1c2291f416e7acab34231cb46c4869f.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.2ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-570_jpg.rf.44d81f73de70c7679238f1ee83352c03.jpg: 640x640 4 Potholes, 13.0ms Speed: 2.2ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-580_jpg.rf.ce699ac70ce6ac778c6bcd8f4ad18988.jpg: 640x640 3 Potholes, 8.0ms Speed: 2.5ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-584_jpg.rf.74a7f32350c3641938f673c509c25294.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-584_jpg.rf.973581b3baea2ed1edebb90b6b4e5990.jpg: 640x640 2 Potholes, 7.8ms Speed: 2.6ms preprocess, 7.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-586_jpg.rf.e8948574241665a4780462dc831fe769.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-588_jpg.rf.7d36b53bbb11b76ee3b510ecebc568f8.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.0ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-596_jpg.rf.40d2bb79180381d6011052a44da9bcf8.jpg: 640x640 1 Pothole, 11.7ms Speed: 3.5ms preprocess, 11.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-607_jpg.rf.0f3e87e068be5c8159b5541ed48773a3.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-609_jpg.rf.3f61385c3491678cd79d548103c9b9bc.jpg: 640x640 6 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-610_jpg.rf.57d5f5cdd4f4401459a0d496970dd19a.jpg: 640x640 4 Potholes, 9.2ms Speed: 2.5ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-613_jpg.rf.b6a78ea6c6e840da6e3253929378ff51.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-627_jpg.rf.49c2dbf01fc1a40f54cbb08fe0ab3213.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-628_jpg.rf.7307fe782ebb8b6844a875e2318dba8e.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-631_jpg.rf.bdd6f68f4a1f107d26db02e16a05bc60.jpg: 640x640 4 Potholes, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-633_jpg.rf.60b04a73f2d664ba028f2caf267b8997.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-634_jpg.rf.3a8c92d3bdf8ec046546e46f7033dab7.jpg: 640x640 9 Potholes, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-635_jpg.rf.4f14fea82906ee6b56ee08a2a18a7b92.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.2ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-635_jpg.rf.9be29c8afd83e884e5d8a6475d15db9f.jpg: 640x640 1 Pothole, 9.1ms Speed: 2.7ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-636_jpg.rf.4042a2db7876f0a0ad000eb014a24ea6.jpg: 640x640 7 Potholes, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-637_jpg.rf.da938f6be40bedcab74f84fcf8fd9d03.jpg: 640x640 2 Potholes, 12.4ms Speed: 2.6ms preprocess, 12.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-638_jpg.rf.2f1ff9b40a9e6d7563f7c0a00e51780c.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-639_jpg.rf.786f67ce28cfe262af1fdb81479b20ac.jpg: 640x640 2 Potholes, 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-63_jpg.rf.2c08c8d9eb89f99e9260bd0b31e27106.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.5ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-63_jpg.rf.efb917872b9674798a36cc16679bbe8b.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-640_jpg.rf.71cf728de880c4fbbc51b04fe40272b6.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-641_jpg.rf.3fcdfaa2a22755668a03b08d69003dd2.jpg: 640x640 1 Pothole, 7.6ms Speed: 1.9ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-642_jpg.rf.0fa0a07952359451bd601b9923a09916.jpg: 640x640 3 Potholes, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-642_jpg.rf.d359e92945dd32d5cb3bd19b4431dc6c.jpg: 640x640 3 Potholes, 9.2ms Speed: 2.0ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-643_jpg.rf.06a581e21883115878cd9cc2de51485e.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.8ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-644_jpg.rf.6af4cb8faf88f224a0abc38729c388cf.jpg: 640x640 3 Potholes, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-645_jpg.rf.2ba723e7bbbdad5f0d49b5ad6811b6c6.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-645_jpg.rf.624904238aab8ed0b472549daafef64d.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.7ms preprocess, 7.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-646_jpg.rf.14ab15999f9d89718781794bc0e6fe9d.jpg: 640x640 2 Potholes, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-647_jpg.rf.f8aa4c4fbc2bbc507eabb6e7f50ea829.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-648_jpg.rf.f6f59db44a24f02a0e51e4521176b875.jpg: 640x640 18 Potholes, 13.3ms Speed: 2.1ms preprocess, 13.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-649_jpg.rf.04378bb1ed8aa23d94cf992f82fc3232.jpg: 640x640 2 Potholes, 11.6ms Speed: 4.4ms preprocess, 11.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-64_jpg.rf.79f0cef36ea535c3ff4f051b8f6b8593.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-650_jpg.rf.c748e7685b843a767ac6683f991a87a5.jpg: 640x640 2 Potholes, 14.5ms Speed: 2.1ms preprocess, 14.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-651_jpg.rf.683b86fdf9290ffe77f2bdf9ed255b50.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-652_jpg.rf.4350d6cbc9cc982b6b6343367b00dfcb.jpg: 640x640 2 Potholes, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-652_jpg.rf.b6de34b60240490c1f05fc7a7bdb68ce.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-653_jpg.rf.edfe306553a6739e95271ebfbb0de109.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-654_jpg.rf.39573e6dc246c9972a4b85dc9c572b80.jpg: 640x640 4 Potholes, 14.8ms Speed: 2.4ms preprocess, 14.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-655_jpg.rf.963a976b7516cb8cacea118c9a7e57c0.jpg: 640x640 11 Potholes, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-656_jpg.rf.0241c84cae902fb0fae3438de4fbad44.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-656_jpg.rf.c6b398432b686130b48c2c90bdbfb727.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.2ms preprocess, 7.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-657_jpg.rf.38f91274d8842bfc54266b724536cd8b.jpg: 640x640 1 Pothole, 14.1ms Speed: 2.4ms preprocess, 14.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-658_jpg.rf.91fc37d44877967ad55a8e809c796058.jpg: 640x640 5 Potholes, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-659_jpg.rf.0d0bb5561f85d9e1bf9ce160d47dd7e8.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-65_jpg.rf.178cc1a02438922f47c27387b6aed489.jpg: 640x640 1 Pothole, 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-65_jpg.rf.d4e1b242e91ecccf30bd42cb24e87315.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.3ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-660_jpg.rf.c059310c0673297307ef373319ac20fc.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.3ms preprocess, 11.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-661_jpg.rf.94b745cd40674fd31949429f45728ebb.jpg: 640x640 1 Pothole, 7.6ms Speed: 3.3ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-662_jpg.rf.bb095bc9ef3e81e2c5097b9c1e0dcd02.jpg: 640x640 6 Potholes, 8.6ms Speed: 2.6ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-663_jpg.rf.58f6241320d7bb02e7ec3bee15347dde.jpg: 640x640 13 Potholes, 8.3ms Speed: 2.6ms preprocess, 8.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-664_jpg.rf.dddd5be83798f28c1176f651f0ec81a8.jpg: 640x640 1 Pothole, 10.4ms Speed: 2.6ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-665_jpg.rf.f5de66d1cb9f9a79aac4d9d8b2a6d60c.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.8ms preprocess, 7.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-66_jpg.rf.74f09b368bce49f77f902df3b6265dc3.jpg: 640x640 3 Potholes, 10.9ms Speed: 3.5ms preprocess, 10.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-66_jpg.rf.fb7d5f518ad214bb9ed82762017e7167.jpg: 640x640 4 Potholes, 8.6ms Speed: 2.6ms preprocess, 8.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-67_jpg.rf.b1ffaf55dee13d99cce37d9a18103c3d.jpg: 640x640 3 Potholes, 12.9ms Speed: 3.2ms preprocess, 12.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-68_jpg.rf.c81bc08f42ed18f8dcf3725f7088972a.jpg: 640x640 3 Potholes, 7.4ms Speed: 2.1ms preprocess, 7.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-69_jpg.rf.92eda0eed170162f793882db6a7a1399.jpg: 640x640 2 Potholes, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-6_jpg.rf.fed2424a11e6fbeb6c736efc71cef7d9.jpg: 640x640 2 Potholes, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-70_jpg.rf.db1fb1efb26fb18aa3a9533bd7c9b54f.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.2ms preprocess, 7.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-71_jpg.rf.eca811dea4ac33b411c15c477302ada2.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-72_jpg.rf.bb29452f35b153fed58369f37cadceb8.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.2ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-73_jpg.rf.76fa2429cf5ec0a8ece564d313041aab.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-74_jpg.rf.1304d04b42a11afd5842a33096e046a0.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-74_jpg.rf.c423e91e59457a2182c7243c818e171e.jpg: 640x640 1 Pothole, 9.4ms Speed: 3.6ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-75_jpg.rf.bb6333616f8b5660ab40239b37104ab9.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-76_jpg.rf.50e005e4b9683e6978651563c4a3bb02.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-76_jpg.rf.69427903ac60200a1af8a96c181322df.jpg: 640x640 2 Potholes, 13.6ms Speed: 2.4ms preprocess, 13.6ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-77_jpg.rf.3e909889131d7a799a875d1e96847b8e.jpg: 640x640 4 Potholes, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-77_jpg.rf.eaab7367cee69a5f72324b0604eff359.jpg: 640x640 4 Potholes, 7.7ms Speed: 2.5ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-78_jpg.rf.8c37148a14fb8d114f1e24a061db8d75.jpg: 640x640 2 Potholes, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-79_jpg.rf.2de55b69bed06fb98dc520771d1a70ed.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.7ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-79_jpg.rf.f44f5af679913539d21b90503f1036e6.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.4ms preprocess, 13.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-88_jpg.rf.6cb79419027af21aa872e021c24e9842.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\img-9_jpg.rf.308ebf88aadc16f976df1ad5a45a27ef.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-1-_jpg.rf.67fa9a58504bbdc0830455ddc53c6f15.jpg: 640x640 (no detections), 15.0ms Speed: 2.6ms preprocess, 15.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-107-_jpg.rf.a73823ea00406538a05c7bb7a1bed747.jpg: 640x640 4 Potholes, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-11-_jpg.rf.63566efdbf624e203bc8fde8772da333.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-166-_jpg.rf.4f51880e8f566fd28f62fb11c7b98445.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-168-_jpg.rf.6e42df4bf9a4e3aa6329cbf96e2438ec.jpg: 640x640 1 Pothole, 8.9ms Speed: 4.8ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-169-_jpg.rf.b4bc16179583aee8404823da220426a5.jpg: 640x640 4 Potholes, 7.5ms Speed: 2.5ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-19-_jpg.rf.808cd104857f140e0d22058a162a94f2.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-205-_jpg.rf.babda9a3870c46d0abc8b7f9bb8ec7d2.jpg: 640x640 1 Pothole, 8.5ms Speed: 1.9ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-220-_jpg.rf.89f94fefc1c26030b3181c64bca4bd55.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-50-_jpg.rf.97a87dac4ba9f3e9e484d21eecad0999.jpg: 640x640 3 Potholes, 8.7ms Speed: 2.1ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-52-_jpg.rf.5dead92d78d682db496e508ef42a7d98.jpg: 640x640 2 Potholes, 7.5ms Speed: 2.3ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-61-_jpg.rf.d59d4013ceb539edda220942bf846699.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-75-_jpg.rf.43c86c0990549c1b22d0b9d21883b18c.jpg: 640x640 1 Pothole, 8.0ms Speed: 4.4ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\pothole-77-_jpg.rf.6441317f0e51a724c39a3afbf368e4d0.jpg: 640x640 5 Potholes, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes106_png_jpg.rf.a565199483f92a7c36dceb2e632a8e50.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes111_png_jpg.rf.493766a5586302a3b099972bf0e1c13a.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes117_png.rf.8c48f3988eb84ab189c6e414b849c80c.jpg: 640x640 2 Potholes, 7.4ms Speed: 2.2ms preprocess, 7.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes124_png.rf.52ad759292d7e0dd470ff2e9fb69d68d.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.0ms preprocess, 7.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes12_png.rf.f0c5751518a4a2bad28762555cf94ccd.jpg: 640x640 4 Potholes, 7.3ms Speed: 2.2ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes13_png_jpg.rf.247baaf7e8e26326a505ee3f1616d471.jpg: 640x640 2 Potholes, 8.7ms Speed: 2.3ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes142_png.rf.20566491f5a66160317c52407293a832.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.3ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes143_png.rf.e03010032b1b7c6e355b2c95a55e94ea.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes157_png.rf.9d9afe51b48a32ed10b13aa52820d016.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.1ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes19_png.rf.fdba7a85c0d0a3a6e3770b9cb943649c.jpg: 640x640 2 Potholes, 7.4ms Speed: 2.7ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes21_png.rf.f1f11338c3d3d20763b45af4675828e3.jpg: 640x640 3 Potholes, 7.3ms Speed: 2.5ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes220_png.rf.b71fb8cab4abb5e5a45fc4922605236c.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.5ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes222_png.rf.6c5a9911166b91e3e6f31a218b3b2aa3.jpg: 640x640 1 Pothole, 7.3ms Speed: 2.1ms preprocess, 7.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes229_png.rf.51cfa8ce7b3e5fd0b5aaf6a7ce378ee0.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.2ms preprocess, 10.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes262_png.rf.6ba8ede3d450e55a68eab96b85c99042.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.5ms preprocess, 7.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes275_png.rf.ff0a1d932c37bac1f48e374163c776f5.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.4ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes27_png_jpg.rf.c5ee785982e7f6bb9bc446c51db54437.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.0ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes288_png.rf.429ff26239d16f13edd70aacd2df9bba.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes298_png.rf.ff51605c6f9f50f7f8e6e515c2952060.jpg: 640x640 1 Pothole, 11.5ms Speed: 2.4ms preprocess, 11.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes305_png.rf.ed596084e1b650479d5dd0bbe48dcce3.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.2ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes30_png.rf.70706067c6fdf48c23d17111f8f2d864.jpg: 640x640 2 Potholes, 7.4ms Speed: 2.1ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes311_png.rf.d8c476dde7fb8d7c0398069d744e719c.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.6ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes32_png.rf.3e437f8b784cc7bcd3c4c8357245f7af.jpg: 640x640 1 Pothole, 7.3ms Speed: 2.2ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes32_png_jpg.rf.d798f8fd99cfce1981d39b6840679128.jpg: 640x640 1 Pothole, 8.8ms Speed: 2.6ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes368_png_jpg.rf.9cb8f0248a240a94d48cb04fe16bb75d.jpg: 640x640 15 Potholes, 8.1ms Speed: 2.7ms preprocess, 8.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes375_png.rf.110466e1b5d9f4b1d26b7997fc5ae612.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes380_png.rf.95ea81d9ef46e62e5b26c59ddd6a729c.jpg: 640x640 3 Potholes, 8.3ms Speed: 2.9ms preprocess, 8.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes380_png_jpg.rf.6ec52eaad7321a56131f54c9c4d05300.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.8ms preprocess, 8.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes381_png_jpg.rf.5ba396ab9e76eb4a46e0c97ccdae469a.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.8ms preprocess, 8.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes383_png.rf.a8cc7e3ca223620df3d9344150d47652.jpg: 640x640 1 Pothole, 8.2ms Speed: 3.4ms preprocess, 8.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes387_png.rf.bacc0a48e6d9466bb8ae72b5c9df31b9.jpg: 640x640 1 Pothole, 9.7ms Speed: 3.2ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes389_png.rf.5954dbf051e08fce79807e5dc52e8c8b.jpg: 640x640 2 Potholes, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes390_png.rf.81b5f156bd8f61ef9c4a7c6e230d4e96.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes390_png_jpg.rf.e41535bc7e5a2dcd3d02d4e93eeffe45.jpg: 640x640 3 Potholes, 7.4ms Speed: 2.6ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes392_png.rf.b300d425193367e9f7633c0593b17a07.jpg: 640x640 1 Pothole, 8.4ms Speed: 2.9ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes393_png.rf.9425754e0dfa1567683dbd0e1478b4bd.jpg: 640x640 3 Potholes, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes417_png.rf.9841225e6ad35fa285f9f864416abb00.jpg: 640x640 6 Potholes, 9.8ms Speed: 3.1ms preprocess, 9.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes419_png_jpg.rf.73df92019d26e1df6e95f1f3690c0f6e.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.4ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes420_png_jpg.rf.c9a856cb10c2965c3f13e01c005a1780.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes423_png.rf.09ef8983fd55040f9638a79286200402.jpg: 640x640 1 Pothole, 8.7ms Speed: 2.4ms preprocess, 8.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes425_png.rf.e4e67488df2b8ef7a1108721d96486fb.jpg: 640x640 3 Potholes, 9.0ms Speed: 2.2ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes441_png.rf.8ebb0aa964d103b1efd0718990b43c59.jpg: 640x640 3 Potholes, 7.4ms Speed: 2.1ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes446_png_jpg.rf.bd782284566036f568a894fefe5787eb.jpg: 640x640 6 Potholes, 7.5ms Speed: 2.9ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes448_png.rf.6c01d7c1a42aaceccde32d041bc66612.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.5ms preprocess, 7.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes450_png_jpg.rf.a85767541cd9d2db6fc2db3dd8e0dd04.jpg: 640x640 2 Potholes, 7.4ms Speed: 3.0ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes451_png_jpg.rf.779a8becb2ec25147f334ac37c8dfd12.jpg: 640x640 5 Potholes, 7.5ms Speed: 2.3ms preprocess, 7.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes454_png.rf.0da0d38e23e8c9b3b9f380369610d489.jpg: 640x640 12 Potholes, 7.3ms Speed: 2.3ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes459_png.rf.6af68460e61734ab5982f4687354060f.jpg: 640x640 2 Potholes, 7.3ms Speed: 2.1ms preprocess, 7.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes45_png_jpg.rf.4bc614f4a9d93d099ed68e3703385bfa.jpg: 640x640 6 Potholes, 7.4ms Speed: 2.6ms preprocess, 7.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes464_png.rf.e8b9a6453d75037d61982f4252147b99.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.3ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes49_png.rf.59557926997022734aad994acdcd1967.jpg: 640x640 3 Potholes, 8.9ms Speed: 1.9ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes4_png_jpg.rf.d2431b01e6906d2ffbedb6a49dc551ad.jpg: 640x640 3 Potholes, 13.5ms Speed: 2.3ms preprocess, 13.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes509_png.rf.d3b858501176f8c258392c5d3837885a.jpg: 640x640 3 Potholes, 7.5ms Speed: 2.2ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes514_png.rf.aa0017054265e79775945c873ed6db96.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes51_png.rf.0073c9fbc0c8efd77560d58b17b0516b.jpg: 640x640 2 Potholes, 7.3ms Speed: 1.9ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes52_png.rf.cafbc702f5c745cdc981deba15108ff2.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.3ms preprocess, 7.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes537_png.rf.a234b09f3e4caa7ed1e3a4b50ec16b09.jpg: 640x640 3 Potholes, 7.3ms Speed: 2.7ms preprocess, 7.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes542_png.rf.340d23519d7b4b61d3a829704810aae5.jpg: 640x640 4 Potholes, 7.4ms Speed: 2.0ms preprocess, 7.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes555_png.rf.3aa131ec9a546941f8c9547a26410ffb.jpg: 640x640 1 Pothole, 9.7ms Speed: 2.9ms preprocess, 9.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes575_png.rf.1c4a57d4674682b6098674970aff380a.jpg: 640x640 4 Potholes, 9.2ms Speed: 3.4ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes594_png.rf.142689a9445796a2209dc82284c05e2f.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes598_png.rf.9813af02984e75d67a11048b4513654b.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.4ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes5_png_jpg.rf.f5c679b85779d9786864fa5e32e7cc4e.jpg: 640x640 2 Potholes, 7.4ms Speed: 2.5ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes650_png.rf.0102ca6b481d9c4d88efb645839201c9.jpg: 640x640 3 Potholes, 8.1ms Speed: 2.4ms preprocess, 8.1ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes68_png.rf.d13dae39e98c638a69eb1f1e7a459dd1.jpg: 640x640 15 Potholes, 7.4ms Speed: 2.6ms preprocess, 7.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes88_png.rf.d1a21d31fd7a2ab4a8c38d38968162ee.jpg: 640x640 3 Potholes, 11.6ms Speed: 2.3ms preprocess, 11.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\potholes89_png.rf.4813d756233f6624f1b01c3bd01fd1cd.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.7ms preprocess, 8.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1007_jpg.rf.9c72989e10a9ba89eac0ff3c068c52f6.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.6ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_100_jpg.rf.86f33370f5acf245d07602fc905a3e0b.jpg: 640x640 2 Potholes, 7.4ms Speed: 2.3ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1074_jpg.rf.d7b31dfb0e111e7ab1751db6ca1c50e8.jpg: 640x640 5 Potholes, 8.1ms Speed: 3.2ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1084_jpg.rf.da8369d87ae8fa059c7356cd61d1439b.jpg: 640x640 3 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 6.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1155_jpg.rf.e54c99bfaa3f005d56557754ad3d26f4.jpg: 640x640 12 Potholes, 9.7ms Speed: 3.5ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1195_jpg.rf.51efed1da44a79a27c38e94bcb9cf0ef.jpg: 640x640 1 Pothole, 14.1ms Speed: 3.0ms preprocess, 14.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1197_jpg.rf.b2c34cb684c8469f19e807414fbaf5c6.jpg: 640x640 1 Pothole, 13.8ms Speed: 3.1ms preprocess, 13.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1201_jpg.rf.ef1a0ac959ada590de9ffd75d910ce3d.jpg: 640x640 4 Potholes, 8.0ms Speed: 2.9ms preprocess, 8.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1214_jpg.rf.18b504b3d14c6b96197c306f54ba5237.jpg: 640x640 1 Pothole, 11.1ms Speed: 2.7ms preprocess, 11.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1222_jpg.rf.487a9b3881db2c78d698dc84a9b1f368.jpg: 640x640 1 Pothole, 12.3ms Speed: 2.8ms preprocess, 12.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_129_jpg.rf.dbc0fe96260d51d2472920502c515443.jpg: 640x640 1 Pothole, 11.9ms Speed: 3.1ms preprocess, 11.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1348_jpg.rf.66679b3eadffb6d635e1616745f4b4c6.jpg: 640x640 2 Potholes, 7.4ms Speed: 3.1ms preprocess, 7.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_13_jpg.rf.e1cb5d7224e29b7a4ed55c603a771764.jpg: 640x640 1 Pothole, 11.0ms Speed: 2.8ms preprocess, 11.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_141_jpg.rf.a0efe057b08dff871f65c365abd4e824.jpg: 640x640 1 Pothole, 12.3ms Speed: 3.2ms preprocess, 12.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1428_jpg.rf.86e3f8a411bbd10d1dc70169b1e03555.jpg: 640x640 1 Pothole, 13.9ms Speed: 4.6ms preprocess, 13.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1431_jpg.rf.13d164b970569bd00d3bc973cd39d7a8.jpg: 640x640 1 Pothole, 12.1ms Speed: 3.7ms preprocess, 12.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1433_jpg.rf.5570f7d3a024b4ef286bbf1759f4eeb7.jpg: 640x640 2 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1464_jpg.rf.2854d47c4437de952dc6ecec55e0e7a4.jpg: 640x640 3 Potholes, 8.5ms Speed: 3.0ms preprocess, 8.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1472_jpg.rf.aea4a2ca0e87521e63cf90ac3ed498ae.jpg: 640x640 1 Pothole, 9.9ms Speed: 4.4ms preprocess, 9.9ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1519_jpg.rf.a74f21c4941cec21d83561eeb699912b.jpg: 640x640 1 Pothole, 9.0ms Speed: 2.9ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1521_jpg.rf.b13df0837630dec600608af7f189cf89.jpg: 640x640 2 Potholes, 8.6ms Speed: 3.1ms preprocess, 8.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1523_jpg.rf.347ef3cfa4e54d194276b79d8f36777f.jpg: 640x640 1 Pothole, 8.1ms Speed: 2.6ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1560_jpg.rf.0cbb667ec0f64a59b0e003e436ec71f9.jpg: 640x640 3 Potholes, 9.1ms Speed: 2.9ms preprocess, 9.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1562_jpg.rf.3fee2caa601e40b86b228e999ac9d955.jpg: 640x640 6 Potholes, 7.7ms Speed: 2.5ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1564_jpg.rf.0dec8b0742cdde7f355ba6a6db8c6d28.jpg: 640x640 1 Pothole, 9.3ms Speed: 2.8ms preprocess, 9.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1583_jpg.rf.0f38895e8329f504b1a72a61c13f2580.jpg: 640x640 3 Potholes, 8.0ms Speed: 3.9ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1594_jpg.rf.353d468c0801e569185940db61277534.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_15_jpg.rf.848dc6ae03d6bae60ff710ed210efde0.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.4ms preprocess, 8.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1613_jpg.rf.9ce4cfdb03f6e24baf0dc84ce1efc701.jpg: 640x640 1 Pothole, 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1624_jpg.rf.66163d39685f5c4510782cb2887460bf.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.6ms preprocess, 13.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1657_jpg.rf.73b575c3b00a974d955bae636198c406.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.9ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_167_jpg.rf.0cff5d9c41c0adbd7eb1a296b956fcfa.jpg: 640x640 1 Pothole, 13.6ms Speed: 2.4ms preprocess, 13.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1686_jpg.rf.6efc9c374724f22034681163607d8ce2.jpg: 640x640 1 Pothole, 16.8ms Speed: 3.6ms preprocess, 16.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_173_jpg.rf.83f81a1d3b72f8e32fde549bead79813.jpg: 640x640 1 Pothole, 16.0ms Speed: 3.6ms preprocess, 16.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1743_jpg.rf.62ecc45d2434c4f2a81e293b6dfdda3c.jpg: 640x640 4 Potholes, 9.9ms Speed: 2.7ms preprocess, 9.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1754_jpg.rf.253a85fd785c9a2db303af67edda623c.jpg: 640x640 4 Potholes, 8.3ms Speed: 3.1ms preprocess, 8.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1771_jpg.rf.21e14568c2b55e837e88845f7478723b.jpg: 640x640 4 Potholes, 7.7ms Speed: 2.6ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1785_jpg.rf.7c5e513962cca7a6d8b00f607625d28d.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1806_jpg.rf.00f77f4cf5da599e41a26cc96ed9012e.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1810_jpg.rf.a44c44a4ebe6e18f8a61f30b7c1d3120.jpg: 640x640 3 Potholes, 8.1ms Speed: 6.0ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1836_jpg.rf.4d13b0c4bcce3480d9df527c5767fcfa.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.4ms preprocess, 8.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1869_jpg.rf.734fdcd99f0cd241d2a0e203bcf52d9f.jpg: 640x640 1 Pothole, 7.9ms Speed: 1.9ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_187_jpg.rf.9871fd7ead30d2212279f36645e0f44d.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.1ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1896_jpg.rf.a70fd2960ade0c7f1bb9434bf746b1cc.jpg: 640x640 4 Potholes, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1916_jpg.rf.edff75ef3f398941dff8b464b0c25b8e.jpg: 640x640 4 Potholes, 8.8ms Speed: 2.3ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1923_jpg.rf.4f664bc3e1c6d5de7651093ed1135f74.jpg: 640x640 6 Potholes, 8.2ms Speed: 3.3ms preprocess, 8.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1947_jpg.rf.d46fb7c9ede27bf2b4ff519c45c4f639.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.6ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_194_jpg.rf.36a65d9c285b317bdc9f03d04c091b08.jpg: 640x640 2 Potholes, 8.8ms Speed: 1.9ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1953_jpg.rf.9ab13ee6462c80b6fa4e458bff0ad228.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.2ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1982_jpg.rf.08718c3328b078c107683e0a648bbcab.jpg: 640x640 2 Potholes, 8.7ms Speed: 1.9ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_1983_jpg.rf.23dd5f84f352b7f7d89014c57e83a2e7.jpg: 640x640 1 Pothole, 7.6ms Speed: 1.9ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2024_jpg.rf.4c5b5cf97d9745f1588c926a7e2b2edf.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.2ms preprocess, 7.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2051_jpg.rf.71175e1773c7faf72fc7893e187dc1aa.jpg: 640x640 1 Pothole, 8.2ms Speed: 2.4ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2057_jpg.rf.98e25ec072c3a158fe35852bdc5c8998.jpg: 640x640 1 Pothole, 7.8ms Speed: 3.2ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2066_jpg.rf.eaac668a145b6fb3fc9095e493eee98d.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.4ms preprocess, 7.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2078_jpg.rf.d419e0183e667f688a18a10547085c4b.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2099_jpg.rf.93954e08e24bb932d9ed45f1796ad2d7.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_21_jpg.rf.5ac40501ec24ac244f38fa0abddb0160.jpg: 640x640 6 Potholes, 8.3ms Speed: 2.3ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2210_jpg.rf.7e1a368970c5d1be3eed02d673056979.jpg: 640x640 6 Potholes, 11.8ms Speed: 1.9ms preprocess, 11.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2215_jpg.rf.0f15640ffa88fb302230fb42b3896eb0.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2280_jpg.rf.4c7f18df2e471bc2081f5eb69f5fb6a5.jpg: 640x640 5 Potholes, 8.5ms Speed: 3.0ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2288_jpg.rf.f9ae0e668cbd34d2ce224b81716c88c4.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2297_jpg.rf.ecc7dad6f209437c7899927784457126.jpg: 640x640 1 Pothole, 7.9ms Speed: 2.0ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2307_jpg.rf.f4b6569cf545eabe9ed9308a0253efa6.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.3ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2318_jpg.rf.4dddda8e09e14914a2d996b2088ad6ad.jpg: 640x640 3 Potholes, 7.5ms Speed: 2.5ms preprocess, 7.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2342_jpg.rf.e86d342c7926b503f6f535ec252da368.jpg: 640x640 3 Potholes, 13.4ms Speed: 2.3ms preprocess, 13.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2379_jpg.rf.761562353d2dc38058c13c1e005d80fc.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.6ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2461_jpg.rf.08139ac6d5e2fe298805251cd2335cc3.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.9ms preprocess, 7.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2467_jpg.rf.dc04495c79ec284c5985d20679e6f973.jpg: 640x640 1 Pothole, 10.0ms Speed: 2.0ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2474_jpg.rf.2e945a83eef31456f360ac4cf08e99f5.jpg: 640x640 3 Potholes, 14.8ms Speed: 2.4ms preprocess, 14.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2490_jpg.rf.f1d1969dfebc85ffc0672f8c1dd3b1b6.jpg: 640x640 2 Potholes, 8.4ms Speed: 3.7ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2494_jpg.rf.3994901ed667c81f1c46b15f970f698c.jpg: 640x640 1 Pothole, 15.1ms Speed: 3.6ms preprocess, 15.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2514_jpg.rf.a2ac5c649c50e8e3bb9b70ef07275b10.jpg: 640x640 9 Potholes, 9.2ms Speed: 3.9ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2528_jpg.rf.b582145d939850b0b593065a26bc2291.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2534_jpg.rf.24e6438940ad95f52c20b8c6b4c945c7.jpg: 640x640 9 Potholes, 8.1ms Speed: 3.8ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_253_jpg.rf.f401c91701dd2e4d8812b65b272aff42.jpg: 640x640 6 Potholes, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_254_jpg.rf.aa2892477a3ae5fa9e84257a725bf48f.jpg: 640x640 5 Potholes, 7.9ms Speed: 2.5ms preprocess, 7.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2551_jpg.rf.d8c76249fbddf8a2c95a49ca744cbd0c.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2584_jpg.rf.34563283b159617ad7dcccb7b8866b1d.jpg: 640x640 6 Potholes, 7.5ms Speed: 2.2ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_260_jpg.rf.77989b6b8df3ff56bb7ea545b98bfbf8.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.3ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2625_jpg.rf.9005dcd8ce55d3669f02b25e6f21abe8.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2647_jpg.rf.1bfe2b42b5d77e277ea752e38748642a.jpg: 640x640 4 Potholes, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2677_jpg.rf.0298583a9eeeb1c0f325eb4b00fcceca.jpg: 640x640 2 Potholes, 13.4ms Speed: 7.0ms preprocess, 13.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2716_jpg.rf.26a081fc7ed8881bf798bd62324bc6e3.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.4ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2724_jpg.rf.ceb07a34af078118abad215583ed14f6.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2753_jpg.rf.31ae731866ccca82f974a4a2d290603b.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_276_jpg.rf.699ef4375be9d67c693601cb3c976292.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2827_jpg.rf.e13f4110b07a9efa140d09d72a642dca.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.3ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2855_jpg.rf.9883d934c6526944ca27eea9307e64b4.jpg: 640x640 2 Potholes, 8.9ms Speed: 2.2ms preprocess, 8.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2871_jpg.rf.f03c648aa002b9df5925c3bcf2c565d1.jpg: 640x640 1 Pothole, 7.8ms Speed: 3.0ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_289_jpg.rf.9165cd30ae4b7f1d444bee6da38dbbb0.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_2952_jpg.rf.22d2587c6097eed0012e782a2b36d1ec.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.3ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3004_jpg.rf.3753769583a0f222d0007b93b6e1e8ee.jpg: 640x640 2 Potholes, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3023_jpg.rf.10bee3351421af79bb1feeee54f82f35.jpg: 640x640 4 Potholes, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3044_jpg.rf.12c6afab7348577eef03908bab5db1d2.jpg: 640x640 1 Pothole, 13.0ms Speed: 2.6ms preprocess, 13.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3077_jpg.rf.7007c2de9cab1c94bffec6be3fba0a5f.jpg: 640x640 4 Potholes, 9.6ms Speed: 2.5ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_317_jpg.rf.c40997025413b26b24743a0f0e16a179.jpg: 640x640 14 Potholes, 9.9ms Speed: 3.7ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_321_jpg.rf.bdfc389e89fb148d051075f294fdd952.jpg: 640x640 4 Potholes, 7.7ms Speed: 2.8ms preprocess, 7.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3255_jpg.rf.477f29300efb3d1d05d1c42127b3fa58.jpg: 640x640 1 Pothole, 10.8ms Speed: 2.5ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3292_jpg.rf.60e69d0040f46ebff60a4b15c8731894.jpg: 640x640 9 Potholes, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3301_jpg.rf.7fbeb4234b1db8ee5cb4452e20458a71.jpg: 640x640 1 Pothole, 13.2ms Speed: 3.4ms preprocess, 13.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3385_jpg.rf.3146428fc4cff6796d3913d18daabae8.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.2ms preprocess, 13.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3487_jpg.rf.bb6a83dd239a5f1debfc80613f9917c7.jpg: 640x640 2 Potholes, 7.5ms Speed: 2.5ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3506_jpg.rf.1175eaec5245cbfd148cf47930d41ff4.jpg: 640x640 3 Potholes, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_361_jpg.rf.456dee28a10caff9a8ac36dad7e2edc4.jpg: 640x640 6 Potholes, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3667_jpg.rf.f38e40ccfb24eb62537bd2e07deaa16b.jpg: 640x640 1 Pothole, 12.0ms Speed: 2.9ms preprocess, 12.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3746_jpg.rf.92793b26736d4676059541ee0b8e6015.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_37_jpg.rf.71980a5f489290f3a36121eff6ae12aa.jpg: 640x640 6 Potholes, 7.5ms Speed: 2.2ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3828_jpg.rf.cb0900691565c525e4d7b900957c2212.jpg: 640x640 1 Pothole, 7.4ms Speed: 2.4ms preprocess, 7.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3856_jpg.rf.c90f4c47b1fd5fe503b931dde9c5c5fe.jpg: 640x640 2 Potholes, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_3868_jpg.rf.fa68a9e7eb12f32e4bd742d05b9a597a.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_389_jpg.rf.91adc5ab8d236c3ce354aaf38a9efeb1.jpg: 640x640 2 Potholes, 12.1ms Speed: 2.0ms preprocess, 12.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_391_jpg.rf.fcd76e54d37f7b362c4b115311261b8b.jpg: 640x640 2 Potholes, 7.5ms Speed: 1.9ms preprocess, 7.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_409_jpg.rf.ddf4df0e68c471f39524c8001ce35146.jpg: 640x640 4 Potholes, 7.5ms Speed: 2.6ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_415_jpg.rf.c6c2c493414d7a6d6311f4c7396e6174.jpg: 640x640 8 Potholes, 7.5ms Speed: 2.3ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_443_jpg.rf.3f18753bb6ebbb88d64024ab86a99925.jpg: 640x640 5 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_452_jpg.rf.7d62c0880c024c300dd295fd4018b5a4.jpg: 640x640 2 Potholes, 13.2ms Speed: 2.2ms preprocess, 13.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_504_jpg.rf.f12bba316cc4cfb7f0256414dbf5fb27.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.6ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_515_jpg.rf.5194dd7874735e0553341f5ca4d14d8c.jpg: 640x640 3 Potholes, 7.5ms Speed: 2.8ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_518_jpg.rf.20e60c88d216b0f257a1f1ccaa716d73.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_520_jpg.rf.a77300c32da05de3ef062cf3956f1305.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_529_jpg.rf.cced219765e4c7a3ee0ffab629c44ac8.jpg: 640x640 5 Potholes, 9.9ms Speed: 2.2ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_544_jpg.rf.5120463bc8c64c974066a44e9fa99c17.jpg: 640x640 2 Potholes, 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_551_jpg.rf.ca2c33dc0e66c50c1168b57993b1acb9.jpg: 640x640 3 Potholes, 7.5ms Speed: 2.2ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_55_jpg.rf.05a9a93cfa9e415449182bda0111d5d9.jpg: 640x640 2 Potholes, 9.9ms Speed: 2.4ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_578_jpg.rf.8adcca813c506474c7aa7e277b02b368.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_5_jpg.rf.f0e51b6d6b9572c22f8f676ea7e3d91a.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_652_jpg.rf.5c7570183b50dcc52b6171d22bfd8671.jpg: 640x640 1 Pothole, 14.0ms Speed: 2.3ms preprocess, 14.0ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_666_jpg.rf.68f83f0cfc183d40c4659070bead04c4.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_668_jpg.rf.beabdfb2ad0befc73e393e40c7c8ddfd.jpg: 640x640 6 Potholes, 9.1ms Speed: 3.2ms preprocess, 9.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_677_jpg.rf.2088e6c50ad1261149c0174dd6dbcbea.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_681_jpg.rf.a8076b1a10a1325551b1e247c3c7cfea.jpg: 640x640 1 Pothole, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_698_jpg.rf.2fd73dfb59098b231610096f48525129.jpg: 640x640 1 Pothole, 8.5ms Speed: 2.8ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_707_jpg.rf.d5643787e7a1ac69a9514634de7ed71c.jpg: 640x640 4 Potholes, 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_725_jpg.rf.2c72b393ccbc1ba98cc6eb5d71d7b21f.jpg: 640x640 4 Potholes, 7.5ms Speed: 2.3ms preprocess, 7.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_739_jpg.rf.bf60c71e5f79eabc689857699ebdd907.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.0ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_754_jpg.rf.92ce797c705b60721c98405992d27057.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.4ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_763_jpg.rf.24b59f26b375d1f5735c6befba7646be.jpg: 640x640 1 Pothole, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_784_jpg.rf.6dd60a1f98af8f3f495155a771457302.jpg: 640x640 1 Pothole, 13.3ms Speed: 2.3ms preprocess, 13.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_785_jpg.rf.23061fc822f53d2ba1aee7f1630154d6.jpg: 640x640 4 Potholes, 7.4ms Speed: 2.3ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_789_jpg.rf.665905db4f2da70d43e731f5ebce29dd.jpg: 640x640 3 Potholes, 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_7_jpg.rf.fda98dad9308f51882cadd39a76462df.jpg: 640x640 1 Pothole, 13.4ms Speed: 2.7ms preprocess, 13.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_81_jpg.rf.2d33f58d1e17e5dc82490631d7fe8b3a.jpg: 640x640 3 Potholes, 7.6ms Speed: 2.3ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_827_jpg.rf.dec7997857839403a6a561ebee57c791.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_84_jpg.rf.133e40153438b0326336e4350a6d87d4.jpg: 640x640 1 Pothole, 8.5ms Speed: 4.2ms preprocess, 8.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_861_jpg.rf.bf848a0ed8939ffaf94866737f478a43.jpg: 640x640 1 Pothole, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_872_jpg.rf.7a7a6cd6c47f518e70d610e52eec37a3.jpg: 640x640 11 Potholes, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_882_jpg.rf.f65e8ee94f23b014b613273558de6d7c.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.2ms preprocess, 7.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_925_jpg.rf.160dd34793e985356e9b3581c03933a0.jpg: 640x640 1 Pothole, 7.5ms Speed: 2.1ms preprocess, 7.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_940_jpg.rf.be189c4f115467d5a8bba8a56eaccf04.jpg: 640x640 5 Potholes, 7.5ms Speed: 2.2ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_941_jpg.rf.875532c25617cbaa9515044df1667934.jpg: 640x640 3 Potholes, 12.3ms Speed: 2.5ms preprocess, 12.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_943_jpg.rf.f8cdb8f0550316687aa54dfa66132159.jpg: 640x640 6 Potholes, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\po_9_jpg.rf.7a1211cc8eff2e06c961ef2b2bfe426d.jpg: 640x640 2 Potholes, 7.6ms Speed: 2.4ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0B_HY_4394_20210108_093738_E_CH0_Busan_Sun_Mainroad_Day_36841_png.rf.1a6a302c17ad39cd08daecb130fb7a11.jpg: 640x640 2 Potholes, 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0B_HY_4782_20210108_091516_E_CH2_Busan_Sun_Mainroad_Day_60033_png.rf.16bd3b295a7997555b8df0debc742941.jpg: 640x640 1 Pothole, 9.5ms Speed: 2.3ms preprocess, 9.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0B_HY_4811_20210108_091837_E_CH2_Busan_Sun_Mainroad_Day_84246_png.rf.83ac02a8cb091de33adfc12cd1e57596.jpg: 640x640 1 Pothole, 7.8ms Speed: 2.6ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_0827_20210105_083450_E_CH0_Busan_Sun_Mainroad_Sunrise_10695_png.rf.84b90e328c0863d5adad54d2fbab1221.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.6ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_1506_20210107_110348_N_CH0_Busan_Sun_Mainroad_Day_28567_png.rf.eebb8e7724c227fcdeda8bfa2647195f.jpg: 640x640 1 Pothole, 16.2ms Speed: 3.2ms preprocess, 16.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_1864_20210113_105427_E_CH0_Busan_Sun_Mainroad_Day_56476_png.rf.f46f979dbae0c480b137d83a81cf2648.jpg: 640x640 2 Potholes, 11.9ms Speed: 3.0ms preprocess, 11.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_1923_20210128_110612_E_CH2_Busan_Sun_Mainroad_Day_22549_png.rf.e7869c6c4b3ffae5332bb1fa9a7e2794.jpg: 640x640 4 Potholes, 10.2ms Speed: 2.5ms preprocess, 10.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_1967_20210113_103927_E_CH0_Busan_Sun_Mainroad_Day_97733_png.rf.710527f353ca50c932bc02dfeb435a61.jpg: 640x640 2 Potholes, 13.3ms Speed: 2.9ms preprocess, 13.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2011_20210114_140424_N_CH2_Busan_Sun_Mainroad_Day_10985_png.rf.776380fc62bb4725aafa40052f81fca0.jpg: 640x640 1 Pothole, 16.7ms Speed: 3.2ms preprocess, 16.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2016_20210107_103534_E_CH2_Busan_Sun_Mainroad_Day_93511_png.rf.133404a6b9e1946f5a33341425392e19.jpg: 640x640 (no detections), 20.8ms Speed: 2.6ms preprocess, 20.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2022_20201123_143340_N_CH0_Busan_Sun_Mainroad_Day_24718_png.rf.21135b2e3e5f52ce49d81477e38dd46b.jpg: 640x640 (no detections), 7.7ms Speed: 2.5ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2139_20210114_161532_E_CH2_Busan_Sun_Mainroad_Sunset_80300_png.rf.c4e783108bb161d818592357549431c4.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.9ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2561_20210111_141923_E_CH2_Busan_Sun_Mainroad_Day_37639_png.rf.7fc8f483500c0bc3ebadee6633727d89.jpg: 640x640 3 Potholes, 7.7ms Speed: 2.1ms preprocess, 7.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2649_20210111_114444_E_CH0_Busan_Sun_Mainroad_Day_83122_png.rf.eed9f9a1c31e51f01473a6e2ace8c266.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.6ms preprocess, 13.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2688_20201223_144038_E_CH2_Busan_Sun_Mainroad_Day_88306_png.rf.e8f4c46cc437f9bbf34fc4478f267f0c.jpg: 640x640 (no detections), 13.2ms Speed: 2.3ms preprocess, 13.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2770_20210119_080247_N_CH2_Busan_Cloud_Mainroad_Sunrise_26738_png.rf.0f7fb6e41a278e733a6f48b2e2b6826d.jpg: 640x640 1 Pothole, 11.7ms Speed: 2.3ms preprocess, 11.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2815_20201214_110032_N_CH2_Busan_Sun_Mainroad_Day_37322_png.rf.8d3ea930ed82ded919411fb01162d184.jpg: 640x640 1 Pothole, 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2888_20210113_132412_N_CH2_Busan_Sun_Mainroad_Day_68777_png.rf.695699d9db99ee9b27c4cb404e3303c9.jpg: 640x640 2 Potholes, 13.4ms Speed: 2.5ms preprocess, 13.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_2913_20210113_103927_E_CH2_Busan_Sun_Mainroad_Day_40104_png.rf.1a6630ab0c6293883788ec646aace104.jpg: 640x640 2 Potholes, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_3080_20210120_143852_E_CH2_Busan_Sun_Mainroad_Day_67122_png.rf.7df1046d42dae138af2e09c4b81bf1dc.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_3227_20210120_143852_E_CH2_Busan_Sun_Mainroad_Day_40446_png.rf.1123c4387819bc89579d37c7b9e1c9ef.jpg: 640x640 2 Potholes, 12.7ms Speed: 3.4ms preprocess, 12.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_3333_20210111_112757_N_CH0_Busan_Sun_Mainroad_Day_51508_png.rf.75dabc1b889de78b676e6e6b8eadd4d4.jpg: 640x640 2 Potholes, 8.0ms Speed: 2.5ms preprocess, 8.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_3399_20210111_113157_E_CH0_Busan_Sun_Frontback_Day_56440_png.rf.59f243388810c1922b3181ee892a00aa.jpg: 640x640 2 Potholes, 11.3ms Speed: 3.3ms preprocess, 11.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_3434_20210111_113157_E_CH2_Busan_Sun_Frontback_Day_18552_png.rf.78db34d94b0f8d317fe3ea69258a9203.jpg: 640x640 1 Pothole, 15.1ms Speed: 4.1ms preprocess, 15.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_3613_20210120_143852_E_CH2_Busan_Sun_Mainroad_Day_81413_png.rf.eafed6831e19eda4f6c12667cb7364ef.jpg: 640x640 2 Potholes, 9.7ms Speed: 4.1ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_7095_20210114_143638_E_CH2_Busan_Sun_Mainroad_Day_07452_png.rf.2342a7cba1ac3213e828190099147253.jpg: 640x640 1 Pothole, 10.0ms Speed: 3.4ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_7206_20210114_155931_N_CH2_Busan_Sun_Mainroad_Day_40457_png.rf.a1516ef9ff3a8e9f5c053ef3be595df7.jpg: 640x640 1 Pothole, 8.9ms Speed: 2.1ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_7288_20201125_152341_E_CH1_Busan_Sun_Mainroad_Day_14968_png.rf.056c7d749d140f8f12bd2d6819fc95c5.jpg: 640x640 1 Pothole, 11.3ms Speed: 2.3ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_7892_20210125_160626_E_CH0_Busan_Sun_Mainroad_Sunset_99399_png.rf.e727bbc5456f83bffe661c8aca20cdc9.jpg: 640x640 1 Pothole, 8.0ms Speed: 2.7ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V0F_HY_8361_20210113_103927_E_CH2_Busan_Sun_Mainroad_Day_45201_png.rf.cf1cbe587967e23f1377ef6bb993d1b8.jpg: 640x640 (no detections), 7.9ms Speed: 3.4ms preprocess, 7.9ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\V1F_HY_0027_20201124_112010_N_CH1_Busan_Sun_Mainroad_Day_20960_png.rf.6e67fd0a89eb97c611e817b060cafa5e.jpg: 640x640 1 Pothole, 8.1ms Speed: 3.5ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\vlcsnap-2020-04-08-13h32m25s685_jpg.rf.c1b154449e0b1458cf917131f6f989a5.jpg: 640x640 1 Pothole, 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\vlcsnap-2020-04-08-13h54m02s006_jpg.rf.b7b5ca4e63721360d811dd3bee463acf.jpg: 640x640 2 Potholes, 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\vlcsnap-2020-04-08-22h51m34s006_jpg.rf.f565693be17c40e3610ba27c6740fb66.jpg: 640x640 1 Pothole, 12.7ms Speed: 2.7ms preprocess, 12.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\vlcsnap-2020-04-08-23h38m43s197_jpg.rf.9ef568f86a85dca0268b4c04ff5ad215.jpg: 640x640 2 Potholes, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8 image 1/1 D:\ASTC project\New-pothole-detection-2\test\images\vlcsnap-2020-04-12-01h08m47s479_jpg.rf.1af176a31690b2f3d12de4b9504d3a50.jpg: 640x640 (no detections), 11.6ms Speed: 3.5ms preprocess, 11.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 640) Results saved to runs\detect\predict8
InΒ [5]:
import os
import shutil
label = r"D:\ASTC project\Dataset 3\Data\labels"
images =r"D:\ASTC project\Dataset 3\Data\images"
folder_name = r"D:\ASTC project\Dataset 3\Data"
for filename in os.listdir(folder_name):
if filename.endswith(".txt"):
shutil.move(os.path.join(folder_name, filename), os.path.join(label, filename))
if filename.endswith(".jpg"):
shutil.move(os.path.join(folder_name, filename), os.path.join(images, filename))
InΒ [8]:
import os
Five_weather_data = r"D:\ASTC project\Dataset 3\Data\images"
for files in os.listdir(Five_weather_data):
image_path = os.path.join(Five_weather_data,files)
result = inference_Combined_nano_model.predict(image_path ,conf = 0.25 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000000.jpg: 384x640 1 Pothole, 60.1ms Speed: 3.4ms preprocess, 60.1ms inference, 87.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000001.jpg: 384x640 1 Pothole, 7.3ms Speed: 1.7ms preprocess, 7.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000002.jpg: 384x640 1 Pothole, 14.0ms Speed: 1.5ms preprocess, 14.0ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000003.jpg: 384x640 1 Pothole, 13.7ms Speed: 2.3ms preprocess, 13.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000004.jpg: 384x640 1 Pothole, 8.1ms Speed: 1.6ms preprocess, 8.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000005.jpg: 384x640 1 Pothole, 8.1ms Speed: 1.2ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000006.jpg: 384x640 1 Pothole, 7.3ms Speed: 1.3ms preprocess, 7.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000007.jpg: 384x640 1 Pothole, 7.8ms Speed: 1.3ms preprocess, 7.8ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000008.jpg: 384x640 1 Pothole, 7.6ms Speed: 1.3ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000009.jpg: 384x640 1 Pothole, 9.4ms Speed: 1.3ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000010.jpg: 384x640 1 Pothole, 6.7ms Speed: 1.3ms preprocess, 6.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000011.jpg: 384x640 (no detections), 8.4ms Speed: 1.3ms preprocess, 8.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000012.jpg: 384x640 (no detections), 7.0ms Speed: 1.7ms preprocess, 7.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000013.jpg: 384x640 (no detections), 7.7ms Speed: 1.4ms preprocess, 7.7ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000014.jpg: 384x640 1 Pothole, 9.1ms Speed: 1.4ms preprocess, 9.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000015.jpg: 384x640 1 Pothole, 11.0ms Speed: 1.3ms preprocess, 11.0ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000016.jpg: 384x640 (no detections), 9.5ms Speed: 1.7ms preprocess, 9.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000017.jpg: 384x640 1 Pothole, 7.4ms Speed: 1.5ms preprocess, 7.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000018.jpg: 384x640 1 Pothole, 7.4ms Speed: 1.3ms preprocess, 7.4ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000019.jpg: 384x640 1 Pothole, 8.3ms Speed: 1.3ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000020.jpg: 384x640 (no detections), 7.9ms Speed: 1.3ms preprocess, 7.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000021.jpg: 384x640 (no detections), 10.8ms Speed: 1.2ms preprocess, 10.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000022.jpg: 384x640 (no detections), 8.7ms Speed: 1.4ms preprocess, 8.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000023.jpg: 384x640 (no detections), 7.8ms Speed: 1.3ms preprocess, 7.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000024.jpg: 384x640 (no detections), 8.5ms Speed: 1.5ms preprocess, 8.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000025.jpg: 384x640 (no detections), 7.5ms Speed: 1.2ms preprocess, 7.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000026.jpg: 384x640 (no detections), 9.0ms Speed: 2.1ms preprocess, 9.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000027.jpg: 384x640 (no detections), 7.3ms Speed: 1.2ms preprocess, 7.3ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000028.jpg: 384x640 (no detections), 7.3ms Speed: 1.7ms preprocess, 7.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000029.jpg: 384x640 (no detections), 7.5ms Speed: 1.3ms preprocess, 7.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000030.jpg: 384x640 (no detections), 7.5ms Speed: 1.2ms preprocess, 7.5ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000031.jpg: 384x640 (no detections), 7.0ms Speed: 1.4ms preprocess, 7.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000032.jpg: 384x640 (no detections), 6.9ms Speed: 1.2ms preprocess, 6.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000033.jpg: 384x640 1 Pothole, 6.7ms Speed: 1.4ms preprocess, 6.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000034.jpg: 384x640 (no detections), 6.7ms Speed: 1.2ms preprocess, 6.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000035.jpg: 384x640 (no detections), 7.9ms Speed: 1.6ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000036.jpg: 384x640 (no detections), 6.9ms Speed: 1.4ms preprocess, 6.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000037.jpg: 384x640 (no detections), 8.7ms Speed: 1.4ms preprocess, 8.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000038.jpg: 384x640 1 Pothole, 7.5ms Speed: 1.5ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000039.jpg: 384x640 (no detections), 7.6ms Speed: 1.2ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000040.jpg: 384x640 1 Pothole, 6.6ms Speed: 1.3ms preprocess, 6.6ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000041.jpg: 384x640 (no detections), 6.8ms Speed: 1.3ms preprocess, 6.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000042.jpg: 384x640 1 Pothole, 7.0ms Speed: 1.3ms preprocess, 7.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000043.jpg: 384x640 2 Potholes, 8.3ms Speed: 1.2ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000044.jpg: 384x640 1 Pothole, 6.1ms Speed: 1.9ms preprocess, 6.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000045.jpg: 384x640 1 Pothole, 7.0ms Speed: 1.2ms preprocess, 7.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000046.jpg: 384x640 1 Pothole, 7.7ms Speed: 1.3ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000047.jpg: 384x640 1 Pothole, 7.0ms Speed: 1.3ms preprocess, 7.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000048.jpg: 384x640 1 Pothole, 7.4ms Speed: 1.3ms preprocess, 7.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000049.jpg: 384x640 (no detections), 7.0ms Speed: 1.3ms preprocess, 7.0ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000050.jpg: 384x640 1 Pothole, 7.0ms Speed: 1.3ms preprocess, 7.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000051.jpg: 384x640 (no detections), 6.5ms Speed: 1.2ms preprocess, 6.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000052.jpg: 384x640 (no detections), 7.0ms Speed: 1.4ms preprocess, 7.0ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000053.jpg: 384x640 (no detections), 8.4ms Speed: 1.3ms preprocess, 8.4ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000054.jpg: 384x640 (no detections), 7.2ms Speed: 1.3ms preprocess, 7.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000055.jpg: 384x640 (no detections), 7.0ms Speed: 2.0ms preprocess, 7.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000056.jpg: 384x640 (no detections), 11.8ms Speed: 1.2ms preprocess, 11.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000057.jpg: 384x640 (no detections), 7.5ms Speed: 1.2ms preprocess, 7.5ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000058.jpg: 384x640 (no detections), 6.8ms Speed: 1.4ms preprocess, 6.8ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000059.jpg: 384x640 (no detections), 6.9ms Speed: 1.4ms preprocess, 6.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000060.jpg: 384x640 (no detections), 7.0ms Speed: 1.3ms preprocess, 7.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000061.jpg: 384x640 (no detections), 6.4ms Speed: 1.5ms preprocess, 6.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000062.jpg: 384x640 1 Pothole, 8.7ms Speed: 1.4ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000063.jpg: 384x640 (no detections), 7.6ms Speed: 1.4ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000064.jpg: 384x640 1 Pothole, 12.2ms Speed: 1.7ms preprocess, 12.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000065.jpg: 384x640 1 Pothole, 7.3ms Speed: 1.6ms preprocess, 7.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000066.jpg: 384x640 1 Pothole, 9.0ms Speed: 1.4ms preprocess, 9.0ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000067.jpg: 384x640 1 Pothole, 6.7ms Speed: 1.3ms preprocess, 6.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000068.jpg: 384x640 (no detections), 6.3ms Speed: 1.2ms preprocess, 6.3ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000069.jpg: 384x640 (no detections), 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000070.jpg: 384x640 (no detections), 6.9ms Speed: 1.7ms preprocess, 6.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000071.jpg: 384x640 (no detections), 7.4ms Speed: 1.1ms preprocess, 7.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000072.jpg: 384x640 (no detections), 7.5ms Speed: 1.8ms preprocess, 7.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000073.jpg: 384x640 (no detections), 7.8ms Speed: 1.4ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000074.jpg: 384x640 1 Pothole, 6.8ms Speed: 1.4ms preprocess, 6.8ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000075.jpg: 384x640 1 Pothole, 7.0ms Speed: 1.3ms preprocess, 7.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000076.jpg: 384x640 1 Pothole, 7.0ms Speed: 1.5ms preprocess, 7.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000077.jpg: 384x640 2 Potholes, 7.6ms Speed: 1.3ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000078.jpg: 384x640 1 Pothole, 7.8ms Speed: 1.3ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000079.jpg: 384x640 1 Pothole, 14.8ms Speed: 1.6ms preprocess, 14.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000080.jpg: 384x640 1 Pothole, 8.0ms Speed: 1.3ms preprocess, 8.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000081.jpg: 384x640 1 Pothole, 8.1ms Speed: 1.2ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000082.jpg: 384x640 (no detections), 7.5ms Speed: 1.5ms preprocess, 7.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000083.jpg: 384x640 (no detections), 8.7ms Speed: 1.5ms preprocess, 8.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000084.jpg: 384x640 1 Pothole, 7.1ms Speed: 1.8ms preprocess, 7.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000085.jpg: 384x640 (no detections), 7.0ms Speed: 1.4ms preprocess, 7.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000086.jpg: 384x640 (no detections), 7.0ms Speed: 1.8ms preprocess, 7.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000087.jpg: 384x640 (no detections), 7.6ms Speed: 1.4ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000088.jpg: 384x640 (no detections), 7.1ms Speed: 1.3ms preprocess, 7.1ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000089.jpg: 384x640 (no detections), 7.1ms Speed: 1.8ms preprocess, 7.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000090.jpg: 384x640 (no detections), 8.0ms Speed: 1.3ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000091.jpg: 384x640 (no detections), 8.2ms Speed: 1.3ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000092.jpg: 384x640 1 Pothole, 7.1ms Speed: 1.3ms preprocess, 7.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000093.jpg: 384x640 3 Potholes, 7.3ms Speed: 1.4ms preprocess, 7.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000094.jpg: 384x640 1 Pothole, 7.7ms Speed: 1.3ms preprocess, 7.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000095.jpg: 384x640 1 Pothole, 8.0ms Speed: 1.6ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000096.jpg: 384x640 2 Potholes, 7.5ms Speed: 1.3ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000097.jpg: 384x640 1 Pothole, 7.2ms Speed: 1.3ms preprocess, 7.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000098.jpg: 384x640 1 Pothole, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000099.jpg: 384x640 1 Pothole, 9.0ms Speed: 1.2ms preprocess, 9.0ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000100.jpg: 384x640 1 Pothole, 8.3ms Speed: 1.3ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000101.jpg: 384x640 1 Pothole, 6.7ms Speed: 1.6ms preprocess, 6.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000102.jpg: 384x640 1 Pothole, 8.0ms Speed: 1.2ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000103.jpg: 384x640 (no detections), 7.0ms Speed: 1.3ms preprocess, 7.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000104.jpg: 384x640 (no detections), 8.0ms Speed: 1.5ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000105.jpg: 384x640 (no detections), 7.2ms Speed: 1.3ms preprocess, 7.2ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000106.jpg: 384x640 1 Pothole, 7.3ms Speed: 1.7ms preprocess, 7.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000107.jpg: 384x640 (no detections), 7.6ms Speed: 1.3ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000108.jpg: 384x640 2 Potholes, 7.5ms Speed: 1.3ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000109.jpg: 384x640 3 Potholes, 7.6ms Speed: 1.5ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000110.jpg: 384x640 3 Potholes, 8.2ms Speed: 1.9ms preprocess, 8.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000111.jpg: 384x640 2 Potholes, 7.3ms Speed: 1.4ms preprocess, 7.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000112.jpg: 384x640 3 Potholes, 6.5ms Speed: 1.3ms preprocess, 6.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000113.jpg: 384x640 2 Potholes, 6.2ms Speed: 2.1ms preprocess, 6.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000114.jpg: 384x640 2 Potholes, 7.4ms Speed: 1.3ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000115.jpg: 384x640 2 Potholes, 6.4ms Speed: 1.8ms preprocess, 6.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000116.jpg: 384x640 3 Potholes, 6.4ms Speed: 1.3ms preprocess, 6.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000117.jpg: 384x640 2 Potholes, 10.0ms Speed: 1.2ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000118.jpg: 384x640 2 Potholes, 7.1ms Speed: 1.3ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000119.jpg: 384x640 2 Potholes, 6.4ms Speed: 1.9ms preprocess, 6.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000120.jpg: 384x640 3 Potholes, 6.5ms Speed: 1.2ms preprocess, 6.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000121.jpg: 384x640 2 Potholes, 6.8ms Speed: 1.2ms preprocess, 6.8ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000122.jpg: 384x640 (no detections), 6.9ms Speed: 1.5ms preprocess, 6.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000123.jpg: 384x640 (no detections), 7.9ms Speed: 1.2ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000124.jpg: 384x640 (no detections), 7.4ms Speed: 1.5ms preprocess, 7.4ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000125.jpg: 384x640 (no detections), 7.2ms Speed: 1.2ms preprocess, 7.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000126.jpg: 384x640 (no detections), 8.4ms Speed: 1.2ms preprocess, 8.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000127.jpg: 384x640 (no detections), 7.4ms Speed: 1.7ms preprocess, 7.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000128.jpg: 384x640 (no detections), 6.7ms Speed: 1.3ms preprocess, 6.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000129.jpg: 384x640 (no detections), 7.2ms Speed: 1.3ms preprocess, 7.2ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000130.jpg: 384x640 (no detections), 12.4ms Speed: 1.8ms preprocess, 12.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000131.jpg: 384x640 (no detections), 6.1ms Speed: 1.9ms preprocess, 6.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000132.jpg: 384x640 1 Pothole, 7.1ms Speed: 1.4ms preprocess, 7.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000133.jpg: 384x640 1 Pothole, 6.2ms Speed: 1.4ms preprocess, 6.2ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000134.jpg: 384x640 2 Potholes, 7.7ms Speed: 1.2ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000135.jpg: 384x640 3 Potholes, 6.4ms Speed: 1.6ms preprocess, 6.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000136.jpg: 384x640 5 Potholes, 7.4ms Speed: 1.1ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000137.jpg: 384x640 1 Pothole, 7.3ms Speed: 2.1ms preprocess, 7.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000138.jpg: 384x640 1 Pothole, 6.6ms Speed: 1.3ms preprocess, 6.6ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000139.jpg: 384x640 1 Pothole, 8.1ms Speed: 2.1ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000140.jpg: 384x640 1 Pothole, 6.9ms Speed: 1.2ms preprocess, 6.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000141.jpg: 384x640 1 Pothole, 6.8ms Speed: 1.6ms preprocess, 6.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000142.jpg: 384x640 2 Potholes, 7.7ms Speed: 1.3ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000143.jpg: 384x640 1 Pothole, 7.4ms Speed: 1.3ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000144.jpg: 384x640 1 Pothole, 6.5ms Speed: 1.3ms preprocess, 6.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000145.jpg: 384x640 3 Potholes, 7.9ms Speed: 1.3ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000146.jpg: 384x640 2 Potholes, 6.5ms Speed: 1.3ms preprocess, 6.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000147.jpg: 384x640 1 Pothole, 7.6ms Speed: 1.3ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000148.jpg: 384x640 1 Pothole, 7.7ms Speed: 1.3ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000149.jpg: 384x640 1 Pothole, 9.3ms Speed: 1.3ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000150.jpg: 384x640 1 Pothole, 7.7ms Speed: 1.2ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000151.jpg: 384x640 1 Pothole, 7.1ms Speed: 1.1ms preprocess, 7.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000152.jpg: 384x640 2 Potholes, 9.3ms Speed: 1.7ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000153.jpg: 384x640 3 Potholes, 6.8ms Speed: 1.5ms preprocess, 6.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000154.jpg: 384x640 3 Potholes, 6.9ms Speed: 1.2ms preprocess, 6.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000155.jpg: 384x640 2 Potholes, 6.5ms Speed: 1.4ms preprocess, 6.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000156.jpg: 384x640 1 Pothole, 8.1ms Speed: 1.3ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000157.jpg: 384x640 1 Pothole, 6.8ms Speed: 1.5ms preprocess, 6.8ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000158.jpg: 384x640 1 Pothole, 7.3ms Speed: 1.3ms preprocess, 7.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000159.jpg: 384x640 (no detections), 6.6ms Speed: 2.2ms preprocess, 6.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000160.jpg: 384x640 (no detections), 7.1ms Speed: 1.3ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000161.jpg: 384x640 1 Pothole, 6.7ms Speed: 1.3ms preprocess, 6.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000162.jpg: 384x640 (no detections), 6.5ms Speed: 1.4ms preprocess, 6.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000163.jpg: 384x640 (no detections), 6.9ms Speed: 1.4ms preprocess, 6.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000164.jpg: 384x640 1 Pothole, 6.4ms Speed: 1.8ms preprocess, 6.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000165.jpg: 384x640 1 Pothole, 8.0ms Speed: 1.4ms preprocess, 8.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000166.jpg: 384x640 1 Pothole, 7.7ms Speed: 1.3ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000167.jpg: 384x640 1 Pothole, 6.5ms Speed: 1.4ms preprocess, 6.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000168.jpg: 384x640 2 Potholes, 6.8ms Speed: 1.6ms preprocess, 6.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000169.jpg: 384x640 2 Potholes, 6.7ms Speed: 1.5ms preprocess, 6.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000170.jpg: 384x640 4 Potholes, 9.1ms Speed: 1.4ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000171.jpg: 384x640 3 Potholes, 8.3ms Speed: 1.3ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000172.jpg: 384x640 1 Pothole, 12.4ms Speed: 1.3ms preprocess, 12.4ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000173.jpg: 384x640 2 Potholes, 7.4ms Speed: 2.5ms preprocess, 7.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000174.jpg: 384x640 1 Pothole, 7.2ms Speed: 1.2ms preprocess, 7.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000175.jpg: 384x640 2 Potholes, 7.1ms Speed: 2.0ms preprocess, 7.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000176.jpg: 384x640 1 Pothole, 6.9ms Speed: 1.4ms preprocess, 6.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000177.jpg: 384x640 2 Potholes, 7.4ms Speed: 1.3ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000178.jpg: 384x640 2 Potholes, 7.4ms Speed: 1.3ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000179.jpg: 384x640 2 Potholes, 7.5ms Speed: 1.6ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000180.jpg: 384x640 2 Potholes, 7.8ms Speed: 1.6ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000181.jpg: 384x640 2 Potholes, 6.6ms Speed: 1.3ms preprocess, 6.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000182.jpg: 384x640 (no detections), 6.8ms Speed: 1.9ms preprocess, 6.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000183.jpg: 384x640 (no detections), 7.5ms Speed: 1.4ms preprocess, 7.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000184.jpg: 384x640 (no detections), 7.0ms Speed: 1.5ms preprocess, 7.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000185.jpg: 384x640 (no detections), 8.0ms Speed: 1.3ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000186.jpg: 384x640 (no detections), 8.2ms Speed: 1.2ms preprocess, 8.2ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000187.jpg: 384x640 (no detections), 7.8ms Speed: 1.3ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000188.jpg: 384x640 1 Pothole, 7.5ms Speed: 1.4ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000189.jpg: 384x640 1 Pothole, 7.4ms Speed: 1.5ms preprocess, 7.4ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000190.jpg: 384x640 (no detections), 7.1ms Speed: 1.7ms preprocess, 7.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000191.jpg: 384x640 (no detections), 7.4ms Speed: 1.3ms preprocess, 7.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000192.jpg: 384x640 (no detections), 13.5ms Speed: 1.2ms preprocess, 13.5ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000193.jpg: 384x640 2 Potholes, 8.4ms Speed: 1.2ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000194.jpg: 384x640 (no detections), 8.3ms Speed: 1.2ms preprocess, 8.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000195.jpg: 384x640 (no detections), 7.8ms Speed: 1.2ms preprocess, 7.8ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000196.jpg: 384x640 1 Pothole, 8.3ms Speed: 1.3ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000197.jpg: 384x640 1 Pothole, 7.0ms Speed: 1.9ms preprocess, 7.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000198.jpg: 384x640 1 Pothole, 9.1ms Speed: 1.4ms preprocess, 9.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000199.jpg: 384x640 1 Pothole, 6.8ms Speed: 1.2ms preprocess, 6.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000200.jpg: 384x640 1 Pothole, 7.6ms Speed: 1.2ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000201.jpg: 384x640 1 Pothole, 7.3ms Speed: 1.4ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000202.jpg: 384x640 (no detections), 7.0ms Speed: 1.2ms preprocess, 7.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000203.jpg: 384x640 (no detections), 6.8ms Speed: 1.7ms preprocess, 6.8ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000204.jpg: 384x640 (no detections), 7.5ms Speed: 2.0ms preprocess, 7.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000205.jpg: 384x640 (no detections), 7.8ms Speed: 1.2ms preprocess, 7.8ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000206.jpg: 384x640 (no detections), 7.4ms Speed: 1.5ms preprocess, 7.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000207.jpg: 384x640 (no detections), 8.9ms Speed: 1.5ms preprocess, 8.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000208.jpg: 384x640 2 Potholes, 7.9ms Speed: 1.5ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000209.jpg: 384x640 (no detections), 8.4ms Speed: 1.3ms preprocess, 8.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000210.jpg: 384x640 2 Potholes, 7.6ms Speed: 1.7ms preprocess, 7.6ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000211.jpg: 384x640 2 Potholes, 7.3ms Speed: 1.8ms preprocess, 7.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000212.jpg: 384x640 3 Potholes, 7.1ms Speed: 1.4ms preprocess, 7.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000213.jpg: 384x640 3 Potholes, 7.3ms Speed: 1.3ms preprocess, 7.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000214.jpg: 384x640 6 Potholes, 7.8ms Speed: 1.2ms preprocess, 7.8ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000215.jpg: 384x640 8 Potholes, 8.0ms Speed: 1.2ms preprocess, 8.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000216.jpg: 384x640 3 Potholes, 7.3ms Speed: 1.5ms preprocess, 7.3ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000217.jpg: 384x640 3 Potholes, 8.3ms Speed: 1.2ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000218.jpg: 384x640 2 Potholes, 8.0ms Speed: 1.9ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000219.jpg: 384x640 2 Potholes, 7.0ms Speed: 1.3ms preprocess, 7.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000220.jpg: 384x640 1 Pothole, 14.8ms Speed: 1.2ms preprocess, 14.8ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000221.jpg: 384x640 (no detections), 9.1ms Speed: 1.3ms preprocess, 9.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000222.jpg: 384x640 2 Potholes, 8.0ms Speed: 1.4ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000223.jpg: 384x640 1 Pothole, 7.4ms Speed: 1.2ms preprocess, 7.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000224.jpg: 384x640 2 Potholes, 7.0ms Speed: 1.4ms preprocess, 7.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000225.jpg: 384x640 1 Pothole, 6.6ms Speed: 1.5ms preprocess, 6.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000226.jpg: 384x640 1 Pothole, 7.1ms Speed: 1.3ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000227.jpg: 384x640 1 Pothole, 7.7ms Speed: 1.6ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000228.jpg: 384x640 1 Pothole, 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000000.jpg: 384x640 1 Pothole, 12.0ms Speed: 2.3ms preprocess, 12.0ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000001.jpg: 384x640 1 Pothole, 7.5ms Speed: 1.6ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000002.jpg: 384x640 1 Pothole, 10.9ms Speed: 1.9ms preprocess, 10.9ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000003.jpg: 384x640 2 Potholes, 7.8ms Speed: 2.4ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000004.jpg: 384x640 (no detections), 6.5ms Speed: 1.2ms preprocess, 6.5ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000005.jpg: 384x640 3 Potholes, 7.0ms Speed: 1.3ms preprocess, 7.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000006.jpg: 384x640 4 Potholes, 7.7ms Speed: 1.3ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000007.jpg: 384x640 5 Potholes, 7.6ms Speed: 1.7ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000008.jpg: 384x640 3 Potholes, 7.8ms Speed: 1.3ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000009.jpg: 384x640 5 Potholes, 6.9ms Speed: 1.3ms preprocess, 6.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000010.jpg: 384x640 4 Potholes, 11.0ms Speed: 1.7ms preprocess, 11.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000011.jpg: 384x640 3 Potholes, 6.9ms Speed: 1.5ms preprocess, 6.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000012.jpg: 384x640 2 Potholes, 7.5ms Speed: 1.1ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000013.jpg: 384x640 3 Potholes, 9.0ms Speed: 1.6ms preprocess, 9.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000014.jpg: 384x640 2 Potholes, 7.0ms Speed: 1.2ms preprocess, 7.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000015.jpg: 384x640 2 Potholes, 8.3ms Speed: 1.3ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000016.jpg: 384x640 5 Potholes, 7.5ms Speed: 1.4ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000017.jpg: 384x640 2 Potholes, 7.2ms Speed: 1.6ms preprocess, 7.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000018.jpg: 384x640 3 Potholes, 7.4ms Speed: 1.2ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000019.jpg: 384x640 5 Potholes, 7.5ms Speed: 1.3ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000020.jpg: 384x640 5 Potholes, 6.2ms Speed: 1.3ms preprocess, 6.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000021.jpg: 384x640 4 Potholes, 6.7ms Speed: 1.4ms preprocess, 6.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000022.jpg: 384x640 3 Potholes, 6.2ms Speed: 1.8ms preprocess, 6.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000023.jpg: 384x640 6 Potholes, 6.9ms Speed: 1.3ms preprocess, 6.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000024.jpg: 384x640 2 Potholes, 7.4ms Speed: 2.1ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000025.jpg: 384x640 3 Potholes, 7.9ms Speed: 1.2ms preprocess, 7.9ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000026.jpg: 384x640 3 Potholes, 7.6ms Speed: 1.4ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000027.jpg: 384x640 3 Potholes, 6.7ms Speed: 1.3ms preprocess, 6.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000028.jpg: 384x640 2 Potholes, 6.5ms Speed: 1.7ms preprocess, 6.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000029.jpg: 384x640 1 Pothole, 7.5ms Speed: 1.4ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000030.jpg: 384x640 (no detections), 7.2ms Speed: 1.7ms preprocess, 7.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000031.jpg: 384x640 (no detections), 7.6ms Speed: 1.3ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000032.jpg: 384x640 (no detections), 8.0ms Speed: 1.3ms preprocess, 8.0ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000033.jpg: 384x640 1 Pothole, 7.7ms Speed: 1.2ms preprocess, 7.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000034.jpg: 384x640 1 Pothole, 6.1ms Speed: 1.6ms preprocess, 6.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000035.jpg: 384x640 1 Pothole, 7.6ms Speed: 1.4ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000036.jpg: 384x640 (no detections), 8.4ms Speed: 1.8ms preprocess, 8.4ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000037.jpg: 384x640 1 Pothole, 6.5ms Speed: 1.2ms preprocess, 6.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000038.jpg: 384x640 2 Potholes, 6.8ms Speed: 1.4ms preprocess, 6.8ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000039.jpg: 384x640 1 Pothole, 7.4ms Speed: 1.3ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000040.jpg: 384x640 1 Pothole, 9.2ms Speed: 1.4ms preprocess, 9.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000041.jpg: 384x640 1 Pothole, 7.2ms Speed: 1.3ms preprocess, 7.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000042.jpg: 384x640 1 Pothole, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000043.jpg: 384x640 1 Pothole, 6.8ms Speed: 1.2ms preprocess, 6.8ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000044.jpg: 384x640 (no detections), 10.1ms Speed: 1.4ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000045.jpg: 384x640 (no detections), 6.5ms Speed: 1.7ms preprocess, 6.5ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000046.jpg: 384x640 1 Pothole, 7.9ms Speed: 1.3ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000047.jpg: 384x640 1 Pothole, 7.1ms Speed: 1.7ms preprocess, 7.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000048.jpg: 384x640 1 Pothole, 9.6ms Speed: 1.4ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000049.jpg: 384x640 1 Pothole, 9.0ms Speed: 1.3ms preprocess, 9.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000050.jpg: 384x640 (no detections), 7.9ms Speed: 1.2ms preprocess, 7.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000051.jpg: 384x640 1 Pothole, 7.1ms Speed: 1.4ms preprocess, 7.1ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000052.jpg: 384x640 2 Potholes, 7.1ms Speed: 1.5ms preprocess, 7.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000053.jpg: 384x640 2 Potholes, 6.9ms Speed: 1.3ms preprocess, 6.9ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000054.jpg: 384x640 1 Pothole, 7.1ms Speed: 1.5ms preprocess, 7.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000055.jpg: 384x640 (no detections), 6.4ms Speed: 1.3ms preprocess, 6.4ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000056.jpg: 384x640 1 Pothole, 6.6ms Speed: 1.3ms preprocess, 6.6ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000057.jpg: 384x640 5 Potholes, 7.1ms Speed: 1.3ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000058.jpg: 384x640 1 Pothole, 6.7ms Speed: 1.4ms preprocess, 6.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000059.jpg: 384x640 4 Potholes, 7.2ms Speed: 1.4ms preprocess, 7.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000060.jpg: 384x640 (no detections), 6.9ms Speed: 1.2ms preprocess, 6.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000061.jpg: 384x640 (no detections), 9.6ms Speed: 1.3ms preprocess, 9.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000062.jpg: 384x640 2 Potholes, 7.9ms Speed: 1.4ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000063.jpg: 384x640 5 Potholes, 7.1ms Speed: 1.2ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000064.jpg: 384x640 3 Potholes, 6.7ms Speed: 1.3ms preprocess, 6.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000065.jpg: 384x640 2 Potholes, 6.6ms Speed: 1.7ms preprocess, 6.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000066.jpg: 384x640 2 Potholes, 7.8ms Speed: 1.9ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000067.jpg: 384x640 2 Potholes, 8.0ms Speed: 1.9ms preprocess, 8.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000068.jpg: 384x640 1 Pothole, 7.9ms Speed: 1.8ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000069.jpg: 384x640 (no detections), 7.8ms Speed: 1.6ms preprocess, 7.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000070.jpg: 384x640 3 Potholes, 6.7ms Speed: 1.3ms preprocess, 6.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000071.jpg: 384x640 4 Potholes, 7.5ms Speed: 1.3ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000072.jpg: 384x640 3 Potholes, 7.6ms Speed: 1.4ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000073.jpg: 384x640 2 Potholes, 7.2ms Speed: 1.4ms preprocess, 7.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000074.jpg: 384x640 2 Potholes, 7.1ms Speed: 1.6ms preprocess, 7.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000075.jpg: 384x640 1 Pothole, 7.1ms Speed: 1.5ms preprocess, 7.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000076.jpg: 384x640 2 Potholes, 7.3ms Speed: 1.2ms preprocess, 7.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000077.jpg: 384x640 2 Potholes, 7.5ms Speed: 1.8ms preprocess, 7.5ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000078.jpg: 384x640 3 Potholes, 7.4ms Speed: 1.3ms preprocess, 7.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000079.jpg: 384x640 3 Potholes, 7.7ms Speed: 1.3ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000080.jpg: 384x640 2 Potholes, 7.2ms Speed: 1.2ms preprocess, 7.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000081.jpg: 384x640 4 Potholes, 8.6ms Speed: 1.2ms preprocess, 8.6ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000082.jpg: 384x640 1 Pothole, 6.9ms Speed: 1.2ms preprocess, 6.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000083.jpg: 384x640 3 Potholes, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000084.jpg: 384x640 1 Pothole, 7.0ms Speed: 1.2ms preprocess, 7.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000085.jpg: 384x640 3 Potholes, 6.9ms Speed: 1.2ms preprocess, 6.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000086.jpg: 384x640 (no detections), 6.9ms Speed: 1.4ms preprocess, 6.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000087.jpg: 384x640 (no detections), 6.9ms Speed: 1.3ms preprocess, 6.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000088.jpg: 384x640 (no detections), 7.6ms Speed: 1.2ms preprocess, 7.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000089.jpg: 384x640 (no detections), 7.2ms Speed: 1.5ms preprocess, 7.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000090.jpg: 384x640 (no detections), 7.4ms Speed: 1.2ms preprocess, 7.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000091.jpg: 384x640 (no detections), 6.9ms Speed: 1.3ms preprocess, 6.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000092.jpg: 384x640 (no detections), 10.3ms Speed: 1.3ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000093.jpg: 384x640 (no detections), 7.1ms Speed: 1.2ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000094.jpg: 384x640 (no detections), 7.0ms Speed: 1.3ms preprocess, 7.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000095.jpg: 384x640 (no detections), 7.5ms Speed: 1.3ms preprocess, 7.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000096.jpg: 384x640 (no detections), 7.2ms Speed: 1.4ms preprocess, 7.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000097.jpg: 384x640 (no detections), 7.1ms Speed: 1.5ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000098.jpg: 384x640 (no detections), 8.2ms Speed: 1.6ms preprocess, 8.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000099.jpg: 384x640 1 Pothole, 7.8ms Speed: 1.3ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000100.jpg: 384x640 2 Potholes, 7.4ms Speed: 1.3ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000101.jpg: 384x640 1 Pothole, 7.3ms Speed: 1.3ms preprocess, 7.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000102.jpg: 384x640 2 Potholes, 8.1ms Speed: 1.3ms preprocess, 8.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000103.jpg: 384x640 1 Pothole, 7.5ms Speed: 1.3ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000104.jpg: 384x640 1 Pothole, 7.7ms Speed: 1.2ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000105.jpg: 384x640 1 Pothole, 7.3ms Speed: 1.3ms preprocess, 7.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000106.jpg: 384x640 2 Potholes, 7.5ms Speed: 1.8ms preprocess, 7.5ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000107.jpg: 384x640 1 Pothole, 8.6ms Speed: 1.5ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000108.jpg: 384x640 4 Potholes, 7.5ms Speed: 1.5ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000109.jpg: 384x640 1 Pothole, 8.4ms Speed: 1.5ms preprocess, 8.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000110.jpg: 384x640 (no detections), 7.5ms Speed: 1.4ms preprocess, 7.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000111.jpg: 384x640 1 Pothole, 7.4ms Speed: 2.1ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000112.jpg: 384x640 1 Pothole, 8.0ms Speed: 1.8ms preprocess, 8.0ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000113.jpg: 384x640 (no detections), 7.7ms Speed: 1.6ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000114.jpg: 384x640 2 Potholes, 7.7ms Speed: 1.6ms preprocess, 7.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000115.jpg: 384x640 3 Potholes, 7.6ms Speed: 1.5ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000116.jpg: 384x640 3 Potholes, 7.7ms Speed: 1.6ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000117.jpg: 384x640 2 Potholes, 7.6ms Speed: 1.8ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000118.jpg: 384x640 1 Pothole, 12.5ms Speed: 1.8ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000119.jpg: 384x640 1 Pothole, 9.0ms Speed: 1.7ms preprocess, 9.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000120.jpg: 384x640 (no detections), 7.9ms Speed: 1.4ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000121.jpg: 384x640 2 Potholes, 7.8ms Speed: 1.9ms preprocess, 7.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000122.jpg: 384x640 (no detections), 9.1ms Speed: 3.1ms preprocess, 9.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000123.jpg: 384x640 1 Pothole, 7.8ms Speed: 1.5ms preprocess, 7.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000124.jpg: 384x640 (no detections), 8.0ms Speed: 1.4ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000125.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000126.jpg: 384x640 (no detections), 8.0ms Speed: 1.4ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000127.jpg: 384x640 1 Pothole, 8.0ms Speed: 1.5ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000128.jpg: 384x640 (no detections), 10.3ms Speed: 1.6ms preprocess, 10.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000129.jpg: 384x640 1 Pothole, 8.0ms Speed: 1.8ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000130.jpg: 384x640 (no detections), 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000131.jpg: 384x640 1 Pothole, 8.3ms Speed: 1.5ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000132.jpg: 384x640 2 Potholes, 8.2ms Speed: 1.4ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000133.jpg: 384x640 3 Potholes, 8.3ms Speed: 1.7ms preprocess, 8.3ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000134.jpg: 384x640 1 Pothole, 9.4ms Speed: 1.7ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000135.jpg: 384x640 2 Potholes, 8.2ms Speed: 1.8ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000136.jpg: 384x640 1 Pothole, 8.4ms Speed: 1.6ms preprocess, 8.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000137.jpg: 384x640 4 Potholes, 8.6ms Speed: 1.7ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000138.jpg: 384x640 2 Potholes, 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 5.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000139.jpg: 384x640 1 Pothole, 8.4ms Speed: 1.8ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000140.jpg: 384x640 (no detections), 9.4ms Speed: 1.9ms preprocess, 9.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000141.jpg: 384x640 2 Potholes, 11.7ms Speed: 2.5ms preprocess, 11.7ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000142.jpg: 384x640 1 Pothole, 9.2ms Speed: 1.9ms preprocess, 9.2ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000143.jpg: 384x640 (no detections), 8.6ms Speed: 2.1ms preprocess, 8.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000144.jpg: 384x640 1 Pothole, 8.7ms Speed: 2.0ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000145.jpg: 384x640 (no detections), 8.6ms Speed: 1.5ms preprocess, 8.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000146.jpg: 384x640 (no detections), 11.2ms Speed: 1.9ms preprocess, 11.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000147.jpg: 384x640 1 Pothole, 9.5ms Speed: 3.9ms preprocess, 9.5ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000148.jpg: 384x640 1 Pothole, 9.5ms Speed: 2.5ms preprocess, 9.5ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000149.jpg: 384x640 (no detections), 9.4ms Speed: 1.5ms preprocess, 9.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000150.jpg: 384x640 (no detections), 8.8ms Speed: 1.6ms preprocess, 8.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000151.jpg: 384x640 (no detections), 9.4ms Speed: 1.6ms preprocess, 9.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000152.jpg: 384x640 (no detections), 9.0ms Speed: 1.4ms preprocess, 9.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000153.jpg: 384x640 (no detections), 9.2ms Speed: 1.5ms preprocess, 9.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000154.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000155.jpg: 384x640 (no detections), 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000156.jpg: 384x640 (no detections), 9.0ms Speed: 1.8ms preprocess, 9.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000157.jpg: 384x640 (no detections), 9.0ms Speed: 1.4ms preprocess, 9.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000158.jpg: 384x640 (no detections), 9.4ms Speed: 1.7ms preprocess, 9.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000159.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000160.jpg: 384x640 (no detections), 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000161.jpg: 384x640 (no detections), 9.5ms Speed: 1.6ms preprocess, 9.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000162.jpg: 384x640 1 Pothole, 9.6ms Speed: 1.7ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000163.jpg: 384x640 (no detections), 9.4ms Speed: 1.4ms preprocess, 9.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000164.jpg: 384x640 2 Potholes, 9.6ms Speed: 1.5ms preprocess, 9.6ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000165.jpg: 384x640 (no detections), 11.1ms Speed: 1.7ms preprocess, 11.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000166.jpg: 384x640 (no detections), 9.4ms Speed: 2.1ms preprocess, 9.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000167.jpg: 384x640 (no detections), 9.6ms Speed: 1.8ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000168.jpg: 384x640 (no detections), 9.4ms Speed: 1.6ms preprocess, 9.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000169.jpg: 384x640 (no detections), 9.7ms Speed: 1.7ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000170.jpg: 384x640 (no detections), 12.9ms Speed: 2.9ms preprocess, 12.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000171.jpg: 384x640 1 Pothole, 9.6ms Speed: 1.7ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000172.jpg: 384x640 1 Pothole, 9.6ms Speed: 1.6ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000173.jpg: 384x640 2 Potholes, 9.6ms Speed: 1.8ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000174.jpg: 384x640 2 Potholes, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000175.jpg: 384x640 1 Pothole, 10.3ms Speed: 1.4ms preprocess, 10.3ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000176.jpg: 384x640 3 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000177.jpg: 384x640 1 Pothole, 17.2ms Speed: 2.1ms preprocess, 17.2ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000178.jpg: 384x640 2 Potholes, 10.5ms Speed: 2.7ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000179.jpg: 384x640 1 Pothole, 12.6ms Speed: 3.1ms preprocess, 12.6ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000180.jpg: 384x640 1 Pothole, 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000181.jpg: 384x640 3 Potholes, 14.3ms Speed: 2.0ms preprocess, 14.3ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000182.jpg: 384x640 2 Potholes, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000183.jpg: 384x640 (no detections), 10.4ms Speed: 2.2ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000184.jpg: 384x640 1 Pothole, 10.5ms Speed: 2.0ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000185.jpg: 384x640 1 Pothole, 10.5ms Speed: 2.3ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000186.jpg: 384x640 1 Pothole, 10.5ms Speed: 1.7ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000187.jpg: 384x640 1 Pothole, 10.5ms Speed: 1.6ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000188.jpg: 384x640 1 Pothole, 10.6ms Speed: 1.6ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000189.jpg: 384x640 1 Pothole, 13.2ms Speed: 2.3ms preprocess, 13.2ms inference, 4.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000190.jpg: 384x640 2 Potholes, 14.5ms Speed: 2.0ms preprocess, 14.5ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000191.jpg: 384x640 2 Potholes, 10.5ms Speed: 3.0ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000192.jpg: 384x640 3 Potholes, 12.5ms Speed: 1.8ms preprocess, 12.5ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000193.jpg: 384x640 1 Pothole, 10.6ms Speed: 1.6ms preprocess, 10.6ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000194.jpg: 384x640 1 Pothole, 19.2ms Speed: 2.6ms preprocess, 19.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000195.jpg: 384x640 2 Potholes, 19.1ms Speed: 2.6ms preprocess, 19.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000196.jpg: 384x640 (no detections), 19.2ms Speed: 2.8ms preprocess, 19.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000197.jpg: 384x640 (no detections), 19.1ms Speed: 3.2ms preprocess, 19.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000198.jpg: 384x640 (no detections), 19.0ms Speed: 2.8ms preprocess, 19.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000199.jpg: 384x640 (no detections), 18.3ms Speed: 3.3ms preprocess, 18.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000200.jpg: 384x640 (no detections), 18.3ms Speed: 3.3ms preprocess, 18.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000201.jpg: 384x640 (no detections), 18.8ms Speed: 3.2ms preprocess, 18.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000000.jpg: 384x640 2 Potholes, 18.5ms Speed: 2.8ms preprocess, 18.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000001.jpg: 384x640 (no detections), 17.9ms Speed: 2.5ms preprocess, 17.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000002.jpg: 384x640 2 Potholes, 17.8ms Speed: 3.0ms preprocess, 17.8ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000003.jpg: 384x640 1 Pothole, 18.0ms Speed: 2.5ms preprocess, 18.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000004.jpg: 384x640 (no detections), 17.8ms Speed: 2.8ms preprocess, 17.8ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000005.jpg: 384x640 1 Pothole, 17.7ms Speed: 2.5ms preprocess, 17.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000006.jpg: 384x640 2 Potholes, 17.2ms Speed: 2.4ms preprocess, 17.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000007.jpg: 384x640 (no detections), 17.4ms Speed: 2.6ms preprocess, 17.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000008.jpg: 384x640 (no detections), 17.3ms Speed: 2.3ms preprocess, 17.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000009.jpg: 384x640 (no detections), 18.0ms Speed: 2.5ms preprocess, 18.0ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000010.jpg: 384x640 (no detections), 18.0ms Speed: 2.3ms preprocess, 18.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000011.jpg: 384x640 (no detections), 17.2ms Speed: 2.6ms preprocess, 17.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000012.jpg: 384x640 (no detections), 18.0ms Speed: 2.8ms preprocess, 18.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000013.jpg: 384x640 (no detections), 17.4ms Speed: 2.4ms preprocess, 17.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000014.jpg: 384x640 (no detections), 17.1ms Speed: 2.5ms preprocess, 17.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000015.jpg: 384x640 (no detections), 16.8ms Speed: 2.4ms preprocess, 16.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000016.jpg: 384x640 (no detections), 16.7ms Speed: 2.6ms preprocess, 16.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000017.jpg: 384x640 (no detections), 16.8ms Speed: 2.9ms preprocess, 16.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000018.jpg: 384x640 1 Pothole, 16.8ms Speed: 2.4ms preprocess, 16.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000019.jpg: 384x640 1 Pothole, 16.7ms Speed: 2.7ms preprocess, 16.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000020.jpg: 384x640 1 Pothole, 16.5ms Speed: 2.5ms preprocess, 16.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000021.jpg: 384x640 1 Pothole, 16.5ms Speed: 2.4ms preprocess, 16.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000022.jpg: 384x640 (no detections), 16.6ms Speed: 2.3ms preprocess, 16.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000023.jpg: 384x640 (no detections), 16.6ms Speed: 2.5ms preprocess, 16.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000024.jpg: 384x640 (no detections), 16.4ms Speed: 2.5ms preprocess, 16.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000025.jpg: 384x640 (no detections), 16.4ms Speed: 2.6ms preprocess, 16.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000026.jpg: 384x640 (no detections), 16.2ms Speed: 2.6ms preprocess, 16.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000027.jpg: 384x640 (no detections), 16.4ms Speed: 2.5ms preprocess, 16.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000028.jpg: 384x640 (no detections), 16.4ms Speed: 2.5ms preprocess, 16.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000029.jpg: 384x640 (no detections), 16.5ms Speed: 2.4ms preprocess, 16.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000030.jpg: 384x640 1 Pothole, 16.2ms Speed: 2.4ms preprocess, 16.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000031.jpg: 384x640 1 Pothole, 16.2ms Speed: 2.5ms preprocess, 16.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000032.jpg: 384x640 (no detections), 16.2ms Speed: 2.4ms preprocess, 16.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000033.jpg: 384x640 (no detections), 16.3ms Speed: 2.6ms preprocess, 16.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000034.jpg: 384x640 (no detections), 16.9ms Speed: 2.6ms preprocess, 16.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000035.jpg: 384x640 1 Pothole, 16.2ms Speed: 2.6ms preprocess, 16.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000036.jpg: 384x640 1 Pothole, 16.0ms Speed: 2.6ms preprocess, 16.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000037.jpg: 384x640 1 Pothole, 16.1ms Speed: 2.7ms preprocess, 16.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000038.jpg: 384x640 (no detections), 16.5ms Speed: 2.5ms preprocess, 16.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000039.jpg: 384x640 (no detections), 16.0ms Speed: 2.3ms preprocess, 16.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000040.jpg: 384x640 (no detections), 15.9ms Speed: 2.5ms preprocess, 15.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000041.jpg: 384x640 (no detections), 16.0ms Speed: 2.5ms preprocess, 16.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000042.jpg: 384x640 (no detections), 16.1ms Speed: 3.0ms preprocess, 16.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000043.jpg: 384x640 (no detections), 16.1ms Speed: 2.7ms preprocess, 16.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000044.jpg: 384x640 (no detections), 16.3ms Speed: 2.8ms preprocess, 16.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000045.jpg: 384x640 1 Pothole, 7.0ms Speed: 1.4ms preprocess, 7.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000046.jpg: 384x640 (no detections), 6.9ms Speed: 1.4ms preprocess, 6.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000047.jpg: 384x640 1 Pothole, 6.5ms Speed: 1.9ms preprocess, 6.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000048.jpg: 384x640 1 Pothole, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000049.jpg: 384x640 1 Pothole, 6.7ms Speed: 1.6ms preprocess, 6.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000050.jpg: 384x640 1 Pothole, 7.1ms Speed: 1.6ms preprocess, 7.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000051.jpg: 384x640 1 Pothole, 7.2ms Speed: 1.6ms preprocess, 7.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000052.jpg: 384x640 1 Pothole, 6.8ms Speed: 1.7ms preprocess, 6.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000053.jpg: 384x640 2 Potholes, 6.4ms Speed: 1.6ms preprocess, 6.4ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000054.jpg: 384x640 3 Potholes, 6.3ms Speed: 1.4ms preprocess, 6.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000055.jpg: 384x640 (no detections), 9.5ms Speed: 1.5ms preprocess, 9.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000056.jpg: 384x640 1 Pothole, 6.3ms Speed: 1.4ms preprocess, 6.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000057.jpg: 384x640 1 Pothole, 7.8ms Speed: 1.5ms preprocess, 7.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000058.jpg: 384x640 1 Pothole, 8.3ms Speed: 1.7ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000059.jpg: 384x640 (no detections), 6.3ms Speed: 1.4ms preprocess, 6.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000060.jpg: 384x640 (no detections), 6.6ms Speed: 1.7ms preprocess, 6.6ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000061.jpg: 384x640 (no detections), 6.2ms Speed: 1.5ms preprocess, 6.2ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000062.jpg: 384x640 (no detections), 7.1ms Speed: 2.2ms preprocess, 7.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000063.jpg: 384x640 (no detections), 5.9ms Speed: 1.5ms preprocess, 5.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000064.jpg: 384x640 1 Pothole, 6.7ms Speed: 1.7ms preprocess, 6.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000065.jpg: 384x640 3 Potholes, 6.3ms Speed: 1.6ms preprocess, 6.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000066.jpg: 384x640 (no detections), 6.2ms Speed: 1.6ms preprocess, 6.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000067.jpg: 384x640 2 Potholes, 7.0ms Speed: 1.6ms preprocess, 7.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000068.jpg: 384x640 (no detections), 6.7ms Speed: 1.5ms preprocess, 6.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000069.jpg: 384x640 1 Pothole, 7.1ms Speed: 1.5ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000070.jpg: 384x640 3 Potholes, 6.5ms Speed: 1.4ms preprocess, 6.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000071.jpg: 384x640 1 Pothole, 6.2ms Speed: 1.6ms preprocess, 6.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000072.jpg: 384x640 1 Pothole, 5.9ms Speed: 1.5ms preprocess, 5.9ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000073.jpg: 384x640 1 Pothole, 6.5ms Speed: 1.6ms preprocess, 6.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000074.jpg: 384x640 2 Potholes, 6.4ms Speed: 1.5ms preprocess, 6.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000075.jpg: 384x640 1 Pothole, 7.5ms Speed: 1.5ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000076.jpg: 384x640 (no detections), 7.1ms Speed: 1.4ms preprocess, 7.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000077.jpg: 384x640 2 Potholes, 7.6ms Speed: 1.4ms preprocess, 7.6ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000078.jpg: 384x640 2 Potholes, 6.7ms Speed: 1.6ms preprocess, 6.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000079.jpg: 384x640 2 Potholes, 6.5ms Speed: 2.0ms preprocess, 6.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000080.jpg: 384x640 4 Potholes, 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000081.jpg: 384x640 (no detections), 7.8ms Speed: 1.6ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000082.jpg: 384x640 (no detections), 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000083.jpg: 384x640 (no detections), 6.3ms Speed: 1.4ms preprocess, 6.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000084.jpg: 384x640 (no detections), 6.3ms Speed: 1.5ms preprocess, 6.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000085.jpg: 384x640 (no detections), 7.1ms Speed: 1.4ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000086.jpg: 384x640 (no detections), 9.1ms Speed: 2.1ms preprocess, 9.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000087.jpg: 384x640 (no detections), 6.0ms Speed: 1.6ms preprocess, 6.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000088.jpg: 384x640 (no detections), 6.3ms Speed: 1.8ms preprocess, 6.3ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000089.jpg: 384x640 (no detections), 9.7ms Speed: 1.4ms preprocess, 9.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000090.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000091.jpg: 384x640 (no detections), 5.9ms Speed: 1.4ms preprocess, 5.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000092.jpg: 384x640 (no detections), 5.9ms Speed: 1.6ms preprocess, 5.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000093.jpg: 384x640 3 Potholes, 10.9ms Speed: 1.5ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000094.jpg: 384x640 2 Potholes, 6.5ms Speed: 1.9ms preprocess, 6.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000095.jpg: 384x640 4 Potholes, 7.6ms Speed: 1.4ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000096.jpg: 384x640 5 Potholes, 7.2ms Speed: 1.5ms preprocess, 7.2ms inference, 3.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000097.jpg: 384x640 2 Potholes, 7.5ms Speed: 1.8ms preprocess, 7.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000098.jpg: 384x640 (no detections), 6.3ms Speed: 1.6ms preprocess, 6.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000099.jpg: 384x640 1 Pothole, 6.6ms Speed: 1.4ms preprocess, 6.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000100.jpg: 384x640 2 Potholes, 7.0ms Speed: 1.4ms preprocess, 7.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000101.jpg: 384x640 1 Pothole, 7.8ms Speed: 1.5ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000102.jpg: 384x640 1 Pothole, 7.7ms Speed: 1.7ms preprocess, 7.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000000.jpg: 384x640 3 Potholes, 7.8ms Speed: 1.6ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000001.jpg: 384x640 4 Potholes, 7.9ms Speed: 1.4ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000002.jpg: 384x640 3 Potholes, 8.1ms Speed: 1.6ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000003.jpg: 384x640 3 Potholes, 9.2ms Speed: 1.8ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000004.jpg: 384x640 5 Potholes, 7.9ms Speed: 1.7ms preprocess, 7.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000005.jpg: 384x640 5 Potholes, 8.8ms Speed: 1.8ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000006.jpg: 384x640 2 Potholes, 8.0ms Speed: 2.0ms preprocess, 8.0ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000007.jpg: 384x640 4 Potholes, 8.0ms Speed: 3.1ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000008.jpg: 384x640 2 Potholes, 8.0ms Speed: 1.8ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000009.jpg: 384x640 3 Potholes, 12.7ms Speed: 1.7ms preprocess, 12.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000010.jpg: 384x640 4 Potholes, 8.5ms Speed: 1.4ms preprocess, 8.5ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000011.jpg: 384x640 3 Potholes, 8.2ms Speed: 1.6ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000012.jpg: 384x640 6 Potholes, 8.1ms Speed: 1.7ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000013.jpg: 384x640 5 Potholes, 9.5ms Speed: 1.5ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000014.jpg: 384x640 4 Potholes, 8.1ms Speed: 1.5ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000015.jpg: 384x640 2 Potholes, 8.4ms Speed: 1.4ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000016.jpg: 384x640 4 Potholes, 8.3ms Speed: 1.4ms preprocess, 8.3ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000017.jpg: 384x640 3 Potholes, 8.3ms Speed: 1.5ms preprocess, 8.3ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000018.jpg: 384x640 1 Pothole, 8.4ms Speed: 1.5ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000019.jpg: 384x640 1 Pothole, 8.2ms Speed: 1.4ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000020.jpg: 384x640 (no detections), 8.8ms Speed: 1.9ms preprocess, 8.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000021.jpg: 384x640 1 Pothole, 8.7ms Speed: 1.4ms preprocess, 8.7ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000022.jpg: 384x640 1 Pothole, 8.8ms Speed: 2.4ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000023.jpg: 384x640 (no detections), 8.5ms Speed: 1.8ms preprocess, 8.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000024.jpg: 384x640 1 Pothole, 8.6ms Speed: 1.7ms preprocess, 8.6ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000025.jpg: 384x640 1 Pothole, 8.8ms Speed: 1.6ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000026.jpg: 384x640 (no detections), 8.8ms Speed: 1.6ms preprocess, 8.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000027.jpg: 384x640 1 Pothole, 8.8ms Speed: 1.5ms preprocess, 8.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000028.jpg: 384x640 1 Pothole, 8.8ms Speed: 1.6ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000029.jpg: 384x640 (no detections), 9.7ms Speed: 1.5ms preprocess, 9.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000030.jpg: 384x640 (no detections), 8.9ms Speed: 1.6ms preprocess, 8.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000031.jpg: 384x640 (no detections), 8.9ms Speed: 1.5ms preprocess, 8.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000032.jpg: 384x640 (no detections), 9.7ms Speed: 1.6ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000033.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000034.jpg: 384x640 1 Pothole, 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000035.jpg: 384x640 (no detections), 8.9ms Speed: 1.6ms preprocess, 8.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000036.jpg: 384x640 1 Pothole, 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000037.jpg: 384x640 2 Potholes, 13.4ms Speed: 1.8ms preprocess, 13.4ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000038.jpg: 384x640 1 Pothole, 9.1ms Speed: 1.4ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000039.jpg: 384x640 (no detections), 9.5ms Speed: 1.6ms preprocess, 9.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000040.jpg: 384x640 1 Pothole, 9.2ms Speed: 1.6ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000041.jpg: 384x640 (no detections), 11.6ms Speed: 1.5ms preprocess, 11.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000042.jpg: 384x640 3 Potholes, 9.2ms Speed: 2.1ms preprocess, 9.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000043.jpg: 384x640 2 Potholes, 9.7ms Speed: 1.5ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000044.jpg: 384x640 2 Potholes, 9.4ms Speed: 1.5ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000045.jpg: 384x640 1 Pothole, 9.6ms Speed: 1.5ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000046.jpg: 384x640 1 Pothole, 9.4ms Speed: 1.5ms preprocess, 9.4ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000047.jpg: 384x640 1 Pothole, 9.4ms Speed: 1.9ms preprocess, 9.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000048.jpg: 384x640 2 Potholes, 9.4ms Speed: 1.8ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000049.jpg: 384x640 (no detections), 12.4ms Speed: 1.9ms preprocess, 12.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000050.jpg: 384x640 1 Pothole, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000051.jpg: 384x640 1 Pothole, 9.7ms Speed: 1.6ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000052.jpg: 384x640 2 Potholes, 9.6ms Speed: 1.5ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000053.jpg: 384x640 3 Potholes, 9.9ms Speed: 1.5ms preprocess, 9.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000054.jpg: 384x640 2 Potholes, 9.5ms Speed: 2.0ms preprocess, 9.5ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000055.jpg: 384x640 2 Potholes, 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000056.jpg: 384x640 3 Potholes, 9.7ms Speed: 1.6ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000057.jpg: 384x640 2 Potholes, 9.6ms Speed: 1.5ms preprocess, 9.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000058.jpg: 384x640 2 Potholes, 9.7ms Speed: 1.7ms preprocess, 9.7ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000059.jpg: 384x640 2 Potholes, 9.7ms Speed: 1.7ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000060.jpg: 384x640 (no detections), 10.2ms Speed: 1.6ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000061.jpg: 384x640 (no detections), 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000062.jpg: 384x640 (no detections), 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000063.jpg: 384x640 (no detections), 14.9ms Speed: 1.5ms preprocess, 14.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000064.jpg: 384x640 (no detections), 10.2ms Speed: 1.8ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000065.jpg: 384x640 (no detections), 10.1ms Speed: 1.6ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000066.jpg: 384x640 (no detections), 10.2ms Speed: 1.5ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000067.jpg: 384x640 (no detections), 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000068.jpg: 384x640 1 Pothole, 10.1ms Speed: 1.5ms preprocess, 10.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000069.jpg: 384x640 3 Potholes, 10.2ms Speed: 1.4ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000070.jpg: 384x640 1 Pothole, 10.4ms Speed: 1.5ms preprocess, 10.4ms inference, 4.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000071.jpg: 384x640 2 Potholes, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000072.jpg: 384x640 1 Pothole, 10.4ms Speed: 1.5ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000073.jpg: 384x640 1 Pothole, 10.3ms Speed: 1.5ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000074.jpg: 384x640 1 Pothole, 10.5ms Speed: 1.6ms preprocess, 10.5ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000075.jpg: 384x640 1 Pothole, 10.3ms Speed: 1.7ms preprocess, 10.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000076.jpg: 384x640 1 Pothole, 10.4ms Speed: 1.5ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000077.jpg: 384x640 2 Potholes, 10.5ms Speed: 1.8ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000078.jpg: 384x640 1 Pothole, 10.4ms Speed: 1.4ms preprocess, 10.4ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000079.jpg: 384x640 1 Pothole, 10.4ms Speed: 1.4ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000080.jpg: 384x640 (no detections), 10.5ms Speed: 1.9ms preprocess, 10.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000081.jpg: 384x640 2 Potholes, 10.5ms Speed: 1.5ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000082.jpg: 384x640 (no detections), 10.7ms Speed: 1.5ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000083.jpg: 384x640 1 Pothole, 10.5ms Speed: 1.5ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000084.jpg: 384x640 (no detections), 10.4ms Speed: 1.4ms preprocess, 10.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000085.jpg: 384x640 (no detections), 10.4ms Speed: 1.5ms preprocess, 10.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000086.jpg: 384x640 (no detections), 10.5ms Speed: 1.5ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000087.jpg: 384x640 (no detections), 10.4ms Speed: 1.4ms preprocess, 10.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000088.jpg: 384x640 (no detections), 12.0ms Speed: 1.9ms preprocess, 12.0ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000089.jpg: 384x640 1 Pothole, 10.8ms Speed: 1.6ms preprocess, 10.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000090.jpg: 384x640 3 Potholes, 11.0ms Speed: 1.7ms preprocess, 11.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000091.jpg: 384x640 1 Pothole, 10.9ms Speed: 1.5ms preprocess, 10.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000092.jpg: 384x640 2 Potholes, 10.8ms Speed: 1.5ms preprocess, 10.8ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000093.jpg: 384x640 1 Pothole, 11.1ms Speed: 1.4ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000094.jpg: 384x640 5 Potholes, 10.8ms Speed: 1.4ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000095.jpg: 384x640 4 Potholes, 10.8ms Speed: 1.5ms preprocess, 10.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000096.jpg: 384x640 1 Pothole, 10.9ms Speed: 1.7ms preprocess, 10.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000097.jpg: 384x640 (no detections), 10.9ms Speed: 1.5ms preprocess, 10.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000098.jpg: 384x640 (no detections), 10.8ms Speed: 1.4ms preprocess, 10.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000099.jpg: 384x640 2 Potholes, 10.8ms Speed: 1.6ms preprocess, 10.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000100.jpg: 384x640 (no detections), 11.1ms Speed: 1.6ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000101.jpg: 384x640 1 Pothole, 11.1ms Speed: 1.6ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000102.jpg: 384x640 2 Potholes, 11.1ms Speed: 1.6ms preprocess, 11.1ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000103.jpg: 384x640 2 Potholes, 11.1ms Speed: 1.4ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000104.jpg: 384x640 1 Pothole, 11.1ms Speed: 3.0ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000105.jpg: 384x640 3 Potholes, 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000106.jpg: 384x640 2 Potholes, 12.9ms Speed: 1.9ms preprocess, 12.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000107.jpg: 384x640 2 Potholes, 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000108.jpg: 384x640 1 Pothole, 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000109.jpg: 384x640 1 Pothole, 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000110.jpg: 384x640 1 Pothole, 11.4ms Speed: 1.7ms preprocess, 11.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000111.jpg: 384x640 1 Pothole, 11.5ms Speed: 1.5ms preprocess, 11.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000112.jpg: 384x640 1 Pothole, 11.6ms Speed: 1.5ms preprocess, 11.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000113.jpg: 384x640 (no detections), 11.5ms Speed: 1.5ms preprocess, 11.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000114.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000115.jpg: 384x640 1 Pothole, 11.6ms Speed: 2.0ms preprocess, 11.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000116.jpg: 384x640 (no detections), 11.6ms Speed: 1.6ms preprocess, 11.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000117.jpg: 384x640 1 Pothole, 12.9ms Speed: 2.1ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000118.jpg: 384x640 2 Potholes, 11.6ms Speed: 1.5ms preprocess, 11.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000119.jpg: 384x640 2 Potholes, 11.5ms Speed: 1.5ms preprocess, 11.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000120.jpg: 384x640 (no detections), 11.7ms Speed: 1.8ms preprocess, 11.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000121.jpg: 384x640 4 Potholes, 11.7ms Speed: 2.5ms preprocess, 11.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000122.jpg: 384x640 2 Potholes, 12.0ms Speed: 2.6ms preprocess, 12.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000123.jpg: 384x640 (no detections), 11.6ms Speed: 1.6ms preprocess, 11.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000124.jpg: 384x640 (no detections), 11.7ms Speed: 1.7ms preprocess, 11.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000125.jpg: 384x640 1 Pothole, 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000126.jpg: 384x640 2 Potholes, 12.0ms Speed: 1.5ms preprocess, 12.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000127.jpg: 384x640 3 Potholes, 12.0ms Speed: 1.9ms preprocess, 12.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000128.jpg: 384x640 2 Potholes, 11.9ms Speed: 1.5ms preprocess, 11.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000129.jpg: 384x640 3 Potholes, 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000130.jpg: 384x640 1 Pothole, 12.0ms Speed: 2.2ms preprocess, 12.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000131.jpg: 384x640 (no detections), 12.1ms Speed: 1.6ms preprocess, 12.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000132.jpg: 384x640 (no detections), 12.1ms Speed: 1.8ms preprocess, 12.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000000.jpg: 384x640 1 Pothole, 12.1ms Speed: 1.7ms preprocess, 12.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000001.jpg: 384x640 1 Pothole, 12.3ms Speed: 1.9ms preprocess, 12.3ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000002.jpg: 384x640 (no detections), 12.2ms Speed: 1.6ms preprocess, 12.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000003.jpg: 384x640 (no detections), 14.3ms Speed: 2.3ms preprocess, 14.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000004.jpg: 384x640 (no detections), 20.0ms Speed: 3.4ms preprocess, 20.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000005.jpg: 384x640 (no detections), 20.1ms Speed: 2.6ms preprocess, 20.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000006.jpg: 384x640 (no detections), 20.2ms Speed: 3.3ms preprocess, 20.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000007.jpg: 384x640 (no detections), 20.6ms Speed: 2.8ms preprocess, 20.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000008.jpg: 384x640 (no detections), 19.2ms Speed: 3.1ms preprocess, 19.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000009.jpg: 384x640 (no detections), 18.8ms Speed: 2.9ms preprocess, 18.8ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000010.jpg: 384x640 (no detections), 19.6ms Speed: 3.0ms preprocess, 19.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000011.jpg: 384x640 (no detections), 19.0ms Speed: 2.7ms preprocess, 19.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000012.jpg: 384x640 1 Pothole, 19.3ms Speed: 3.2ms preprocess, 19.3ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000013.jpg: 384x640 (no detections), 19.5ms Speed: 3.2ms preprocess, 19.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000014.jpg: 384x640 (no detections), 19.2ms Speed: 2.6ms preprocess, 19.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000015.jpg: 384x640 (no detections), 19.3ms Speed: 2.6ms preprocess, 19.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000016.jpg: 384x640 (no detections), 19.4ms Speed: 2.5ms preprocess, 19.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000017.jpg: 384x640 (no detections), 19.1ms Speed: 2.4ms preprocess, 19.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000018.jpg: 384x640 (no detections), 19.0ms Speed: 2.6ms preprocess, 19.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000019.jpg: 384x640 (no detections), 19.2ms Speed: 2.5ms preprocess, 19.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000020.jpg: 384x640 2 Potholes, 19.3ms Speed: 3.3ms preprocess, 19.3ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000021.jpg: 384x640 1 Pothole, 18.1ms Speed: 2.4ms preprocess, 18.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000022.jpg: 384x640 (no detections), 18.3ms Speed: 2.7ms preprocess, 18.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000023.jpg: 384x640 (no detections), 18.1ms Speed: 2.6ms preprocess, 18.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000024.jpg: 384x640 (no detections), 18.0ms Speed: 2.5ms preprocess, 18.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000025.jpg: 384x640 1 Pothole, 18.0ms Speed: 2.4ms preprocess, 18.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000026.jpg: 384x640 4 Potholes, 17.9ms Speed: 2.6ms preprocess, 17.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000027.jpg: 384x640 4 Potholes, 18.1ms Speed: 2.5ms preprocess, 18.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000028.jpg: 384x640 1 Pothole, 18.1ms Speed: 2.9ms preprocess, 18.1ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000029.jpg: 384x640 (no detections), 18.2ms Speed: 2.4ms preprocess, 18.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000030.jpg: 384x640 (no detections), 17.1ms Speed: 2.3ms preprocess, 17.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000031.jpg: 384x640 (no detections), 17.2ms Speed: 2.4ms preprocess, 17.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000032.jpg: 384x640 (no detections), 17.3ms Speed: 3.7ms preprocess, 17.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000033.jpg: 384x640 (no detections), 17.3ms Speed: 2.5ms preprocess, 17.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000034.jpg: 384x640 (no detections), 17.1ms Speed: 2.7ms preprocess, 17.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000035.jpg: 384x640 (no detections), 19.3ms Speed: 2.6ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000036.jpg: 384x640 2 Potholes, 17.2ms Speed: 2.8ms preprocess, 17.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000037.jpg: 384x640 1 Pothole, 17.3ms Speed: 3.0ms preprocess, 17.3ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000038.jpg: 384x640 1 Pothole, 17.3ms Speed: 2.3ms preprocess, 17.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000039.jpg: 384x640 2 Potholes, 17.4ms Speed: 3.9ms preprocess, 17.4ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000040.jpg: 384x640 1 Pothole, 17.0ms Speed: 2.8ms preprocess, 17.0ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000041.jpg: 384x640 2 Potholes, 17.2ms Speed: 2.5ms preprocess, 17.2ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000042.jpg: 384x640 3 Potholes, 17.5ms Speed: 2.5ms preprocess, 17.5ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000043.jpg: 384x640 2 Potholes, 17.0ms Speed: 3.3ms preprocess, 17.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000044.jpg: 384x640 2 Potholes, 16.9ms Speed: 2.3ms preprocess, 16.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000045.jpg: 384x640 2 Potholes, 16.9ms Speed: 2.6ms preprocess, 16.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000046.jpg: 384x640 1 Pothole, 16.9ms Speed: 2.7ms preprocess, 16.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000047.jpg: 384x640 (no detections), 16.8ms Speed: 3.0ms preprocess, 16.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000048.jpg: 384x640 (no detections), 16.5ms Speed: 2.9ms preprocess, 16.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000049.jpg: 384x640 (no detections), 17.2ms Speed: 2.5ms preprocess, 17.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000050.jpg: 384x640 (no detections), 16.5ms Speed: 2.5ms preprocess, 16.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000051.jpg: 384x640 (no detections), 16.5ms Speed: 2.2ms preprocess, 16.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000052.jpg: 384x640 2 Potholes, 17.1ms Speed: 2.5ms preprocess, 17.1ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000053.jpg: 384x640 1 Pothole, 16.5ms Speed: 3.0ms preprocess, 16.5ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000054.jpg: 384x640 2 Potholes, 16.3ms Speed: 2.3ms preprocess, 16.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000055.jpg: 384x640 2 Potholes, 16.5ms Speed: 2.4ms preprocess, 16.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000056.jpg: 384x640 1 Pothole, 16.3ms Speed: 2.5ms preprocess, 16.3ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000057.jpg: 384x640 1 Pothole, 16.6ms Speed: 2.5ms preprocess, 16.6ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000058.jpg: 384x640 2 Potholes, 16.3ms Speed: 2.6ms preprocess, 16.3ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000059.jpg: 384x640 2 Potholes, 18.8ms Speed: 3.0ms preprocess, 18.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000060.jpg: 384x640 1 Pothole, 16.6ms Speed: 2.8ms preprocess, 16.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000061.jpg: 384x640 (no detections), 16.9ms Speed: 2.5ms preprocess, 16.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000062.jpg: 384x640 (no detections), 16.5ms Speed: 2.3ms preprocess, 16.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000063.jpg: 384x640 1 Pothole, 16.4ms Speed: 2.5ms preprocess, 16.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000064.jpg: 384x640 1 Pothole, 16.5ms Speed: 3.1ms preprocess, 16.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000065.jpg: 384x640 (no detections), 16.4ms Speed: 3.6ms preprocess, 16.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000066.jpg: 384x640 4 Potholes, 16.8ms Speed: 2.3ms preprocess, 16.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000067.jpg: 384x640 2 Potholes, 16.5ms Speed: 2.4ms preprocess, 16.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000068.jpg: 384x640 2 Potholes, 16.5ms Speed: 2.8ms preprocess, 16.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000069.jpg: 384x640 (no detections), 16.7ms Speed: 2.8ms preprocess, 16.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000070.jpg: 384x640 1 Pothole, 16.3ms Speed: 2.4ms preprocess, 16.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000071.jpg: 384x640 (no detections), 16.7ms Speed: 2.6ms preprocess, 16.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000072.jpg: 384x640 1 Pothole, 16.4ms Speed: 3.0ms preprocess, 16.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000073.jpg: 384x640 2 Potholes, 16.3ms Speed: 2.5ms preprocess, 16.3ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000074.jpg: 384x640 1 Pothole, 16.5ms Speed: 2.6ms preprocess, 16.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000075.jpg: 384x640 1 Pothole, 17.0ms Speed: 2.5ms preprocess, 17.0ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000076.jpg: 384x640 1 Pothole, 17.1ms Speed: 2.9ms preprocess, 17.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000077.jpg: 384x640 4 Potholes, 16.4ms Speed: 2.4ms preprocess, 16.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000078.jpg: 384x640 1 Pothole, 16.2ms Speed: 2.4ms preprocess, 16.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000079.jpg: 384x640 (no detections), 16.6ms Speed: 2.4ms preprocess, 16.6ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000080.jpg: 384x640 (no detections), 16.4ms Speed: 2.3ms preprocess, 16.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000081.jpg: 384x640 (no detections), 17.5ms Speed: 2.3ms preprocess, 17.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000082.jpg: 384x640 (no detections), 16.7ms Speed: 2.4ms preprocess, 16.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000083.jpg: 384x640 1 Pothole, 16.1ms Speed: 2.4ms preprocess, 16.1ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000084.jpg: 384x640 (no detections), 16.3ms Speed: 2.4ms preprocess, 16.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000085.jpg: 384x640 2 Potholes, 16.1ms Speed: 2.4ms preprocess, 16.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000086.jpg: 384x640 1 Pothole, 16.0ms Speed: 2.3ms preprocess, 16.0ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000087.jpg: 384x640 (no detections), 16.1ms Speed: 2.4ms preprocess, 16.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000088.jpg: 384x640 (no detections), 19.8ms Speed: 3.0ms preprocess, 19.8ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000089.jpg: 384x640 (no detections), 16.4ms Speed: 2.5ms preprocess, 16.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000000.jpg: 384x640 (no detections), 16.6ms Speed: 2.5ms preprocess, 16.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000001.jpg: 384x640 (no detections), 16.0ms Speed: 2.6ms preprocess, 16.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000002.jpg: 384x640 (no detections), 16.3ms Speed: 2.6ms preprocess, 16.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000003.jpg: 384x640 (no detections), 16.3ms Speed: 2.5ms preprocess, 16.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000004.jpg: 384x640 1 Pothole, 16.3ms Speed: 2.4ms preprocess, 16.3ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000005.jpg: 384x640 (no detections), 16.3ms Speed: 2.6ms preprocess, 16.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000006.jpg: 384x640 (no detections), 16.2ms Speed: 3.0ms preprocess, 16.2ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000007.jpg: 384x640 (no detections), 16.3ms Speed: 2.4ms preprocess, 16.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000008.jpg: 384x640 (no detections), 16.3ms Speed: 2.6ms preprocess, 16.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000009.jpg: 384x640 (no detections), 6.7ms Speed: 1.5ms preprocess, 6.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000010.jpg: 384x640 (no detections), 7.9ms Speed: 1.9ms preprocess, 7.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000011.jpg: 384x640 (no detections), 6.9ms Speed: 1.5ms preprocess, 6.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000012.jpg: 384x640 (no detections), 6.7ms Speed: 1.5ms preprocess, 6.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000013.jpg: 384x640 (no detections), 6.1ms Speed: 1.6ms preprocess, 6.1ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000014.jpg: 384x640 1 Pothole, 7.1ms Speed: 1.5ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000015.jpg: 384x640 (no detections), 6.1ms Speed: 1.6ms preprocess, 6.1ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000016.jpg: 384x640 (no detections), 8.3ms Speed: 1.7ms preprocess, 8.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000017.jpg: 384x640 (no detections), 7.8ms Speed: 1.7ms preprocess, 7.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000018.jpg: 384x640 (no detections), 6.9ms Speed: 1.5ms preprocess, 6.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000019.jpg: 384x640 1 Pothole, 6.1ms Speed: 1.6ms preprocess, 6.1ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000020.jpg: 384x640 1 Pothole, 8.5ms Speed: 2.0ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000021.jpg: 384x640 2 Potholes, 6.4ms Speed: 1.7ms preprocess, 6.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000022.jpg: 384x640 (no detections), 11.4ms Speed: 1.9ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000023.jpg: 384x640 (no detections), 6.1ms Speed: 1.7ms preprocess, 6.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000024.jpg: 384x640 1 Pothole, 8.0ms Speed: 1.5ms preprocess, 8.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000025.jpg: 384x640 (no detections), 6.7ms Speed: 1.4ms preprocess, 6.7ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000026.jpg: 384x640 (no detections), 7.1ms Speed: 1.8ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000027.jpg: 384x640 2 Potholes, 6.5ms Speed: 1.4ms preprocess, 6.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000028.jpg: 384x640 5 Potholes, 6.0ms Speed: 1.6ms preprocess, 6.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000029.jpg: 384x640 1 Pothole, 6.5ms Speed: 1.4ms preprocess, 6.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000030.jpg: 384x640 2 Potholes, 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000031.jpg: 384x640 (no detections), 6.8ms Speed: 1.5ms preprocess, 6.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000032.jpg: 384x640 (no detections), 7.8ms Speed: 1.8ms preprocess, 7.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000033.jpg: 384x640 (no detections), 6.7ms Speed: 1.4ms preprocess, 6.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000034.jpg: 384x640 (no detections), 6.6ms Speed: 1.5ms preprocess, 6.6ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000035.jpg: 384x640 (no detections), 8.7ms Speed: 1.6ms preprocess, 8.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000036.jpg: 384x640 (no detections), 11.8ms Speed: 1.7ms preprocess, 11.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000037.jpg: 384x640 1 Pothole, 7.3ms Speed: 1.9ms preprocess, 7.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000038.jpg: 384x640 1 Pothole, 7.4ms Speed: 1.6ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000039.jpg: 384x640 3 Potholes, 6.6ms Speed: 1.4ms preprocess, 6.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000040.jpg: 384x640 1 Pothole, 6.2ms Speed: 1.7ms preprocess, 6.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000041.jpg: 384x640 1 Pothole, 7.5ms Speed: 1.4ms preprocess, 7.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000042.jpg: 384x640 1 Pothole, 7.2ms Speed: 1.6ms preprocess, 7.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000043.jpg: 384x640 2 Potholes, 6.8ms Speed: 1.4ms preprocess, 6.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000044.jpg: 384x640 2 Potholes, 6.6ms Speed: 1.6ms preprocess, 6.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000045.jpg: 384x640 1 Pothole, 7.4ms Speed: 1.7ms preprocess, 7.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000046.jpg: 384x640 2 Potholes, 7.0ms Speed: 1.4ms preprocess, 7.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000047.jpg: 384x640 2 Potholes, 6.9ms Speed: 1.5ms preprocess, 6.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000048.jpg: 384x640 3 Potholes, 7.1ms Speed: 1.9ms preprocess, 7.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000049.jpg: 384x640 (no detections), 7.2ms Speed: 1.6ms preprocess, 7.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000050.jpg: 384x640 (no detections), 11.0ms Speed: 1.9ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000051.jpg: 384x640 (no detections), 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000052.jpg: 384x640 (no detections), 11.4ms Speed: 1.6ms preprocess, 11.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000053.jpg: 384x640 (no detections), 7.9ms Speed: 1.4ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000054.jpg: 384x640 (no detections), 7.2ms Speed: 1.5ms preprocess, 7.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000055.jpg: 384x640 2 Potholes, 6.9ms Speed: 1.6ms preprocess, 6.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000056.jpg: 384x640 1 Pothole, 9.7ms Speed: 1.6ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000057.jpg: 384x640 2 Potholes, 6.4ms Speed: 1.5ms preprocess, 6.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000058.jpg: 384x640 4 Potholes, 6.1ms Speed: 1.6ms preprocess, 6.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000059.jpg: 384x640 1 Pothole, 7.2ms Speed: 1.5ms preprocess, 7.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000060.jpg: 384x640 (no detections), 8.2ms Speed: 2.9ms preprocess, 8.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000061.jpg: 384x640 2 Potholes, 6.2ms Speed: 1.6ms preprocess, 6.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000062.jpg: 384x640 2 Potholes, 6.4ms Speed: 1.8ms preprocess, 6.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000063.jpg: 384x640 1 Pothole, 8.3ms Speed: 1.5ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000064.jpg: 384x640 (no detections), 8.7ms Speed: 2.0ms preprocess, 8.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000065.jpg: 384x640 (no detections), 8.3ms Speed: 2.1ms preprocess, 8.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000066.jpg: 384x640 2 Potholes, 8.2ms Speed: 1.5ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000067.jpg: 384x640 2 Potholes, 8.2ms Speed: 1.7ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000068.jpg: 384x640 1 Pothole, 8.1ms Speed: 1.8ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000069.jpg: 384x640 4 Potholes, 8.2ms Speed: 1.6ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000070.jpg: 384x640 1 Pothole, 9.0ms Speed: 1.5ms preprocess, 9.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000071.jpg: 384x640 (no detections), 11.3ms Speed: 2.3ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000072.jpg: 384x640 (no detections), 8.3ms Speed: 1.8ms preprocess, 8.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000073.jpg: 384x640 (no detections), 8.3ms Speed: 1.8ms preprocess, 8.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000074.jpg: 384x640 (no detections), 8.6ms Speed: 1.5ms preprocess, 8.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000075.jpg: 384x640 1 Pothole, 8.6ms Speed: 1.5ms preprocess, 8.6ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000076.jpg: 384x640 2 Potholes, 8.6ms Speed: 1.7ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000077.jpg: 384x640 (no detections), 8.5ms Speed: 1.4ms preprocess, 8.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000078.jpg: 384x640 2 Potholes, 8.4ms Speed: 2.1ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000079.jpg: 384x640 1 Pothole, 8.4ms Speed: 1.5ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000080.jpg: 384x640 (no detections), 8.7ms Speed: 1.9ms preprocess, 8.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000081.jpg: 384x640 1 Pothole, 10.6ms Speed: 1.7ms preprocess, 10.6ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000082.jpg: 384x640 (no detections), 9.4ms Speed: 2.4ms preprocess, 9.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000083.jpg: 384x640 (no detections), 14.3ms Speed: 2.2ms preprocess, 14.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000084.jpg: 384x640 1 Pothole, 8.5ms Speed: 1.4ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000085.jpg: 384x640 2 Potholes, 8.9ms Speed: 1.5ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000086.jpg: 384x640 4 Potholes, 9.1ms Speed: 1.5ms preprocess, 9.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000087.jpg: 384x640 7 Potholes, 9.4ms Speed: 1.5ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000088.jpg: 384x640 8 Potholes, 9.3ms Speed: 1.7ms preprocess, 9.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000089.jpg: 384x640 6 Potholes, 9.0ms Speed: 1.6ms preprocess, 9.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000090.jpg: 384x640 2 Potholes, 8.9ms Speed: 1.5ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000091.jpg: 384x640 1 Pothole, 9.1ms Speed: 1.8ms preprocess, 9.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000092.jpg: 384x640 1 Pothole, 9.1ms Speed: 1.4ms preprocess, 9.1ms inference, 5.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000093.jpg: 384x640 (no detections), 10.9ms Speed: 2.7ms preprocess, 10.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000094.jpg: 384x640 1 Pothole, 9.0ms Speed: 1.5ms preprocess, 9.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000095.jpg: 384x640 (no detections), 9.0ms Speed: 1.9ms preprocess, 9.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000096.jpg: 384x640 2 Potholes, 9.6ms Speed: 1.6ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000097.jpg: 384x640 1 Pothole, 9.3ms Speed: 1.7ms preprocess, 9.3ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000098.jpg: 384x640 (no detections), 9.3ms Speed: 1.8ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000099.jpg: 384x640 (no detections), 9.3ms Speed: 1.8ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000100.jpg: 384x640 (no detections), 9.3ms Speed: 1.8ms preprocess, 9.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000101.jpg: 384x640 (no detections), 11.3ms Speed: 2.0ms preprocess, 11.3ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000102.jpg: 384x640 (no detections), 9.6ms Speed: 1.7ms preprocess, 9.6ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000000.jpg: 384x640 5 Potholes, 9.6ms Speed: 2.3ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000001.jpg: 384x640 4 Potholes, 9.4ms Speed: 1.6ms preprocess, 9.4ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000002.jpg: 384x640 2 Potholes, 9.5ms Speed: 1.8ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000003.jpg: 384x640 3 Potholes, 9.4ms Speed: 1.7ms preprocess, 9.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000004.jpg: 384x640 4 Potholes, 9.6ms Speed: 1.5ms preprocess, 9.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000005.jpg: 384x640 4 Potholes, 9.8ms Speed: 1.9ms preprocess, 9.8ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000006.jpg: 384x640 1 Pothole, 9.7ms Speed: 1.8ms preprocess, 9.7ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000007.jpg: 384x640 2 Potholes, 10.1ms Speed: 1.6ms preprocess, 10.1ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000008.jpg: 384x640 1 Pothole, 9.8ms Speed: 2.4ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000009.jpg: 384x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000010.jpg: 384x640 1 Pothole, 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000011.jpg: 384x640 1 Pothole, 9.9ms Speed: 1.9ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000012.jpg: 384x640 1 Pothole, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000013.jpg: 384x640 (no detections), 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000014.jpg: 384x640 2 Potholes, 11.6ms Speed: 1.5ms preprocess, 11.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000015.jpg: 384x640 3 Potholes, 10.1ms Speed: 2.2ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000016.jpg: 384x640 3 Potholes, 10.2ms Speed: 1.6ms preprocess, 10.2ms inference, 5.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000017.jpg: 384x640 1 Pothole, 10.1ms Speed: 1.6ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000018.jpg: 384x640 2 Potholes, 10.2ms Speed: 1.7ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000019.jpg: 384x640 (no detections), 11.3ms Speed: 2.2ms preprocess, 11.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000020.jpg: 384x640 (no detections), 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000021.jpg: 384x640 (no detections), 10.4ms Speed: 1.5ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000022.jpg: 384x640 1 Pothole, 10.6ms Speed: 1.5ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000023.jpg: 384x640 1 Pothole, 10.4ms Speed: 1.6ms preprocess, 10.4ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000024.jpg: 384x640 3 Potholes, 10.5ms Speed: 2.2ms preprocess, 10.5ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000025.jpg: 384x640 1 Pothole, 19.4ms Speed: 2.6ms preprocess, 19.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000026.jpg: 384x640 1 Pothole, 18.9ms Speed: 2.4ms preprocess, 18.9ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000027.jpg: 384x640 (no detections), 19.1ms Speed: 2.6ms preprocess, 19.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000028.jpg: 384x640 3 Potholes, 18.9ms Speed: 3.4ms preprocess, 18.9ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000029.jpg: 384x640 5 Potholes, 18.9ms Speed: 2.5ms preprocess, 18.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000030.jpg: 384x640 1 Pothole, 19.0ms Speed: 2.5ms preprocess, 19.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000031.jpg: 384x640 1 Pothole, 18.9ms Speed: 2.6ms preprocess, 18.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000032.jpg: 384x640 1 Pothole, 19.1ms Speed: 2.7ms preprocess, 19.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000033.jpg: 384x640 (no detections), 18.6ms Speed: 2.5ms preprocess, 18.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000034.jpg: 384x640 (no detections), 18.3ms Speed: 2.8ms preprocess, 18.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000035.jpg: 384x640 1 Pothole, 18.8ms Speed: 2.7ms preprocess, 18.8ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000036.jpg: 384x640 (no detections), 18.4ms Speed: 3.0ms preprocess, 18.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000037.jpg: 384x640 (no detections), 18.2ms Speed: 2.5ms preprocess, 18.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000038.jpg: 384x640 2 Potholes, 17.7ms Speed: 2.3ms preprocess, 17.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000039.jpg: 384x640 1 Pothole, 17.7ms Speed: 2.6ms preprocess, 17.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000040.jpg: 384x640 2 Potholes, 17.7ms Speed: 2.4ms preprocess, 17.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000041.jpg: 384x640 1 Pothole, 17.8ms Speed: 2.4ms preprocess, 17.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000042.jpg: 384x640 (no detections), 17.8ms Speed: 2.9ms preprocess, 17.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000043.jpg: 384x640 (no detections), 17.7ms Speed: 2.4ms preprocess, 17.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000044.jpg: 384x640 (no detections), 17.7ms Speed: 2.4ms preprocess, 17.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000045.jpg: 384x640 (no detections), 17.8ms Speed: 2.4ms preprocess, 17.8ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000046.jpg: 384x640 (no detections), 17.9ms Speed: 2.5ms preprocess, 17.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000047.jpg: 384x640 (no detections), 17.2ms Speed: 2.9ms preprocess, 17.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000048.jpg: 384x640 (no detections), 17.2ms Speed: 2.5ms preprocess, 17.2ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000049.jpg: 384x640 (no detections), 17.9ms Speed: 3.3ms preprocess, 17.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000050.jpg: 384x640 1 Pothole, 17.2ms Speed: 2.3ms preprocess, 17.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000051.jpg: 384x640 2 Potholes, 17.0ms Speed: 2.5ms preprocess, 17.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000052.jpg: 384x640 1 Pothole, 17.4ms Speed: 2.4ms preprocess, 17.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000053.jpg: 384x640 1 Pothole, 17.1ms Speed: 3.2ms preprocess, 17.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000054.jpg: 384x640 1 Pothole, 17.4ms Speed: 2.4ms preprocess, 17.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000055.jpg: 384x640 1 Pothole, 17.1ms Speed: 2.3ms preprocess, 17.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000056.jpg: 384x640 4 Potholes, 16.9ms Speed: 3.6ms preprocess, 16.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000057.jpg: 384x640 1 Pothole, 16.8ms Speed: 2.5ms preprocess, 16.8ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000058.jpg: 384x640 1 Pothole, 16.5ms Speed: 2.4ms preprocess, 16.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000059.jpg: 384x640 (no detections), 16.5ms Speed: 2.5ms preprocess, 16.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000060.jpg: 384x640 2 Potholes, 16.7ms Speed: 2.3ms preprocess, 16.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000061.jpg: 384x640 1 Pothole, 16.7ms Speed: 2.7ms preprocess, 16.7ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000062.jpg: 384x640 2 Potholes, 16.9ms Speed: 2.7ms preprocess, 16.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000063.jpg: 384x640 1 Pothole, 16.7ms Speed: 2.7ms preprocess, 16.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000064.jpg: 384x640 1 Pothole, 16.6ms Speed: 2.8ms preprocess, 16.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000065.jpg: 384x640 1 Pothole, 16.9ms Speed: 6.5ms preprocess, 16.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000066.jpg: 384x640 (no detections), 16.6ms Speed: 2.6ms preprocess, 16.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000067.jpg: 384x640 (no detections), 16.5ms Speed: 2.4ms preprocess, 16.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000068.jpg: 384x640 (no detections), 16.4ms Speed: 2.3ms preprocess, 16.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000069.jpg: 384x640 (no detections), 16.4ms Speed: 2.3ms preprocess, 16.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000070.jpg: 384x640 (no detections), 16.3ms Speed: 2.7ms preprocess, 16.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000071.jpg: 384x640 (no detections), 16.4ms Speed: 2.6ms preprocess, 16.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000072.jpg: 384x640 2 Potholes, 16.4ms Speed: 2.6ms preprocess, 16.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000073.jpg: 384x640 (no detections), 16.6ms Speed: 2.6ms preprocess, 16.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000074.jpg: 384x640 (no detections), 17.1ms Speed: 3.4ms preprocess, 17.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000075.jpg: 384x640 (no detections), 16.6ms Speed: 3.5ms preprocess, 16.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000076.jpg: 384x640 (no detections), 16.9ms Speed: 3.0ms preprocess, 16.9ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000077.jpg: 384x640 (no detections), 16.4ms Speed: 3.3ms preprocess, 16.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000078.jpg: 384x640 (no detections), 16.5ms Speed: 2.4ms preprocess, 16.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000079.jpg: 384x640 (no detections), 16.6ms Speed: 2.7ms preprocess, 16.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000080.jpg: 384x640 (no detections), 16.4ms Speed: 2.7ms preprocess, 16.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000081.jpg: 384x640 (no detections), 16.8ms Speed: 2.3ms preprocess, 16.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000082.jpg: 384x640 (no detections), 16.3ms Speed: 2.7ms preprocess, 16.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000083.jpg: 384x640 (no detections), 16.1ms Speed: 2.5ms preprocess, 16.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000084.jpg: 384x640 (no detections), 16.3ms Speed: 2.4ms preprocess, 16.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000085.jpg: 384x640 (no detections), 16.2ms Speed: 2.4ms preprocess, 16.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000086.jpg: 384x640 (no detections), 16.3ms Speed: 2.3ms preprocess, 16.3ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000087.jpg: 384x640 1 Pothole, 16.3ms Speed: 2.5ms preprocess, 16.3ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000088.jpg: 384x640 (no detections), 16.1ms Speed: 2.5ms preprocess, 16.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000089.jpg: 384x640 (no detections), 16.3ms Speed: 2.3ms preprocess, 16.3ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000090.jpg: 384x640 (no detections), 16.2ms Speed: 2.6ms preprocess, 16.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000091.jpg: 384x640 1 Pothole, 16.1ms Speed: 2.4ms preprocess, 16.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000092.jpg: 384x640 1 Pothole, 16.0ms Speed: 2.4ms preprocess, 16.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000093.jpg: 384x640 2 Potholes, 16.0ms Speed: 2.4ms preprocess, 16.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000094.jpg: 384x640 2 Potholes, 16.3ms Speed: 2.4ms preprocess, 16.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000000.jpg: 384x640 3 Potholes, 16.1ms Speed: 2.5ms preprocess, 16.1ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000001.jpg: 384x640 3 Potholes, 16.0ms Speed: 2.5ms preprocess, 16.0ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000002.jpg: 384x640 3 Potholes, 16.5ms Speed: 2.3ms preprocess, 16.5ms inference, 3.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000003.jpg: 384x640 2 Potholes, 16.1ms Speed: 2.5ms preprocess, 16.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000004.jpg: 384x640 4 Potholes, 16.0ms Speed: 2.5ms preprocess, 16.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000005.jpg: 384x640 3 Potholes, 16.1ms Speed: 2.4ms preprocess, 16.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000006.jpg: 384x640 1 Pothole, 16.2ms Speed: 2.5ms preprocess, 16.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000007.jpg: 384x640 (no detections), 6.8ms Speed: 1.6ms preprocess, 6.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000008.jpg: 384x640 (no detections), 6.6ms Speed: 1.4ms preprocess, 6.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000009.jpg: 384x640 (no detections), 6.3ms Speed: 1.4ms preprocess, 6.3ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000010.jpg: 384x640 1 Pothole, 6.6ms Speed: 1.5ms preprocess, 6.6ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000011.jpg: 384x640 4 Potholes, 6.6ms Speed: 1.4ms preprocess, 6.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000012.jpg: 384x640 6 Potholes, 6.2ms Speed: 1.4ms preprocess, 6.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000013.jpg: 384x640 2 Potholes, 8.9ms Speed: 1.8ms preprocess, 8.9ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000014.jpg: 384x640 (no detections), 11.7ms Speed: 1.7ms preprocess, 11.7ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000015.jpg: 384x640 2 Potholes, 6.7ms Speed: 1.5ms preprocess, 6.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000016.jpg: 384x640 1 Pothole, 6.5ms Speed: 1.7ms preprocess, 6.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000017.jpg: 384x640 (no detections), 7.7ms Speed: 1.5ms preprocess, 7.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000018.jpg: 384x640 2 Potholes, 7.0ms Speed: 1.5ms preprocess, 7.0ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000019.jpg: 384x640 1 Pothole, 6.4ms Speed: 1.4ms preprocess, 6.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000020.jpg: 384x640 2 Potholes, 8.0ms Speed: 1.7ms preprocess, 8.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000021.jpg: 384x640 2 Potholes, 6.8ms Speed: 1.4ms preprocess, 6.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000022.jpg: 384x640 2 Potholes, 7.5ms Speed: 1.5ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000023.jpg: 384x640 2 Potholes, 8.6ms Speed: 1.9ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000024.jpg: 384x640 1 Pothole, 6.3ms Speed: 1.5ms preprocess, 6.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000025.jpg: 384x640 2 Potholes, 6.8ms Speed: 1.4ms preprocess, 6.8ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000026.jpg: 384x640 2 Potholes, 13.7ms Speed: 1.8ms preprocess, 13.7ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000027.jpg: 384x640 2 Potholes, 6.4ms Speed: 1.5ms preprocess, 6.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000028.jpg: 384x640 2 Potholes, 6.9ms Speed: 1.4ms preprocess, 6.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000029.jpg: 384x640 1 Pothole, 6.0ms Speed: 1.4ms preprocess, 6.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000030.jpg: 384x640 1 Pothole, 6.8ms Speed: 1.7ms preprocess, 6.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000031.jpg: 384x640 (no detections), 6.8ms Speed: 1.7ms preprocess, 6.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000032.jpg: 384x640 (no detections), 6.6ms Speed: 1.6ms preprocess, 6.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000033.jpg: 384x640 2 Potholes, 9.9ms Speed: 2.1ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000034.jpg: 384x640 (no detections), 13.3ms Speed: 1.8ms preprocess, 13.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000035.jpg: 384x640 1 Pothole, 6.7ms Speed: 2.3ms preprocess, 6.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000036.jpg: 384x640 2 Potholes, 6.7ms Speed: 1.5ms preprocess, 6.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000037.jpg: 384x640 2 Potholes, 7.1ms Speed: 1.5ms preprocess, 7.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000038.jpg: 384x640 (no detections), 7.3ms Speed: 1.5ms preprocess, 7.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000039.jpg: 384x640 (no detections), 6.9ms Speed: 1.4ms preprocess, 6.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000040.jpg: 384x640 2 Potholes, 8.8ms Speed: 1.6ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000041.jpg: 384x640 (no detections), 7.3ms Speed: 1.5ms preprocess, 7.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000042.jpg: 384x640 (no detections), 18.2ms Speed: 2.0ms preprocess, 18.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000043.jpg: 384x640 (no detections), 6.9ms Speed: 2.1ms preprocess, 6.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000044.jpg: 384x640 1 Pothole, 6.3ms Speed: 1.6ms preprocess, 6.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000045.jpg: 384x640 1 Pothole, 6.5ms Speed: 1.5ms preprocess, 6.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000046.jpg: 384x640 3 Potholes, 6.4ms Speed: 1.7ms preprocess, 6.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000047.jpg: 384x640 2 Potholes, 6.8ms Speed: 1.5ms preprocess, 6.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000048.jpg: 384x640 3 Potholes, 7.4ms Speed: 1.5ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000049.jpg: 384x640 2 Potholes, 7.1ms Speed: 1.4ms preprocess, 7.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000050.jpg: 384x640 1 Pothole, 7.3ms Speed: 1.5ms preprocess, 7.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000051.jpg: 384x640 1 Pothole, 6.3ms Speed: 1.4ms preprocess, 6.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000052.jpg: 384x640 2 Potholes, 8.8ms Speed: 2.0ms preprocess, 8.8ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000053.jpg: 384x640 1 Pothole, 6.8ms Speed: 1.7ms preprocess, 6.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000054.jpg: 384x640 (no detections), 8.0ms Speed: 1.6ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000055.jpg: 384x640 1 Pothole, 7.0ms Speed: 1.6ms preprocess, 7.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000056.jpg: 384x640 1 Pothole, 6.3ms Speed: 1.5ms preprocess, 6.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000057.jpg: 384x640 2 Potholes, 6.2ms Speed: 1.4ms preprocess, 6.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000058.jpg: 384x640 1 Pothole, 8.7ms Speed: 1.6ms preprocess, 8.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000059.jpg: 384x640 2 Potholes, 7.0ms Speed: 1.4ms preprocess, 7.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000060.jpg: 384x640 2 Potholes, 8.1ms Speed: 1.6ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000061.jpg: 384x640 (no detections), 8.2ms Speed: 1.4ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000062.jpg: 384x640 (no detections), 8.4ms Speed: 1.9ms preprocess, 8.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000063.jpg: 384x640 (no detections), 8.2ms Speed: 1.9ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000064.jpg: 384x640 (no detections), 8.2ms Speed: 1.8ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000065.jpg: 384x640 2 Potholes, 8.4ms Speed: 1.7ms preprocess, 8.4ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000066.jpg: 384x640 1 Pothole, 8.5ms Speed: 1.6ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000067.jpg: 384x640 (no detections), 8.3ms Speed: 1.7ms preprocess, 8.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000068.jpg: 384x640 2 Potholes, 8.4ms Speed: 1.5ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000069.jpg: 384x640 2 Potholes, 8.6ms Speed: 1.5ms preprocess, 8.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000070.jpg: 384x640 2 Potholes, 8.3ms Speed: 1.5ms preprocess, 8.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000071.jpg: 384x640 (no detections), 8.8ms Speed: 1.9ms preprocess, 8.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000072.jpg: 384x640 1 Pothole, 8.6ms Speed: 1.7ms preprocess, 8.6ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000073.jpg: 384x640 1 Pothole, 8.7ms Speed: 1.4ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000074.jpg: 384x640 1 Pothole, 8.5ms Speed: 1.4ms preprocess, 8.5ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000075.jpg: 384x640 (no detections), 8.6ms Speed: 1.5ms preprocess, 8.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000076.jpg: 384x640 (no detections), 8.5ms Speed: 1.5ms preprocess, 8.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000077.jpg: 384x640 (no detections), 8.8ms Speed: 1.5ms preprocess, 8.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000078.jpg: 384x640 (no detections), 8.8ms Speed: 1.5ms preprocess, 8.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000079.jpg: 384x640 (no detections), 9.8ms Speed: 1.6ms preprocess, 9.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000080.jpg: 384x640 1 Pothole, 8.8ms Speed: 1.7ms preprocess, 8.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000081.jpg: 384x640 1 Pothole, 8.8ms Speed: 1.5ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000082.jpg: 384x640 (no detections), 9.1ms Speed: 1.5ms preprocess, 9.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000083.jpg: 384x640 (no detections), 8.9ms Speed: 3.0ms preprocess, 8.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000084.jpg: 384x640 (no detections), 9.0ms Speed: 1.5ms preprocess, 9.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000085.jpg: 384x640 (no detections), 8.8ms Speed: 1.5ms preprocess, 8.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000086.jpg: 384x640 (no detections), 8.7ms Speed: 1.5ms preprocess, 8.7ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000087.jpg: 384x640 (no detections), 8.9ms Speed: 1.7ms preprocess, 8.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000088.jpg: 384x640 (no detections), 9.5ms Speed: 1.3ms preprocess, 9.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000089.jpg: 384x640 (no detections), 9.2ms Speed: 1.6ms preprocess, 9.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000090.jpg: 384x640 (no detections), 9.3ms Speed: 1.5ms preprocess, 9.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000091.jpg: 384x640 (no detections), 9.4ms Speed: 1.5ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000092.jpg: 384x640 (no detections), 9.3ms Speed: 1.4ms preprocess, 9.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000093.jpg: 384x640 1 Pothole, 9.4ms Speed: 1.9ms preprocess, 9.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000094.jpg: 384x640 1 Pothole, 9.4ms Speed: 1.7ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000095.jpg: 384x640 1 Pothole, 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000096.jpg: 384x640 1 Pothole, 9.3ms Speed: 1.5ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000000.jpg: 384x640 (no detections), 9.3ms Speed: 1.8ms preprocess, 9.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000001.jpg: 384x640 (no detections), 9.3ms Speed: 1.8ms preprocess, 9.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000002.jpg: 384x640 (no detections), 9.3ms Speed: 1.4ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000003.jpg: 384x640 (no detections), 9.4ms Speed: 1.7ms preprocess, 9.4ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000004.jpg: 384x640 (no detections), 9.5ms Speed: 1.5ms preprocess, 9.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000005.jpg: 384x640 (no detections), 9.6ms Speed: 1.6ms preprocess, 9.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000006.jpg: 384x640 (no detections), 9.6ms Speed: 1.8ms preprocess, 9.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000007.jpg: 384x640 1 Pothole, 9.4ms Speed: 1.6ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000008.jpg: 384x640 1 Pothole, 9.4ms Speed: 1.4ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000009.jpg: 384x640 (no detections), 9.6ms Speed: 1.6ms preprocess, 9.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000010.jpg: 384x640 (no detections), 10.4ms Speed: 1.6ms preprocess, 10.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000011.jpg: 384x640 (no detections), 9.8ms Speed: 1.5ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000012.jpg: 384x640 (no detections), 9.6ms Speed: 1.6ms preprocess, 9.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000013.jpg: 384x640 (no detections), 9.6ms Speed: 1.7ms preprocess, 9.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000014.jpg: 384x640 (no detections), 13.6ms Speed: 3.4ms preprocess, 13.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000015.jpg: 384x640 (no detections), 10.0ms Speed: 2.4ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000016.jpg: 384x640 (no detections), 10.0ms Speed: 2.2ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000017.jpg: 384x640 (no detections), 9.9ms Speed: 1.5ms preprocess, 9.9ms inference, 3.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000018.jpg: 384x640 (no detections), 9.9ms Speed: 1.4ms preprocess, 9.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000019.jpg: 384x640 (no detections), 9.8ms Speed: 1.5ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000020.jpg: 384x640 (no detections), 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000021.jpg: 384x640 (no detections), 10.1ms Speed: 1.5ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000022.jpg: 384x640 (no detections), 10.1ms Speed: 1.5ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000023.jpg: 384x640 (no detections), 10.1ms Speed: 1.4ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000024.jpg: 384x640 (no detections), 12.0ms Speed: 1.9ms preprocess, 12.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000025.jpg: 384x640 (no detections), 10.2ms Speed: 1.6ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000026.jpg: 384x640 (no detections), 10.1ms Speed: 1.5ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000027.jpg: 384x640 1 Pothole, 10.3ms Speed: 1.6ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000028.jpg: 384x640 (no detections), 10.2ms Speed: 1.6ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000029.jpg: 384x640 (no detections), 10.2ms Speed: 1.4ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000030.jpg: 384x640 (no detections), 10.2ms Speed: 1.5ms preprocess, 10.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000031.jpg: 384x640 (no detections), 10.2ms Speed: 1.4ms preprocess, 10.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000032.jpg: 384x640 (no detections), 10.2ms Speed: 1.7ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000033.jpg: 384x640 (no detections), 11.1ms Speed: 2.4ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000034.jpg: 384x640 (no detections), 10.5ms Speed: 1.7ms preprocess, 10.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000035.jpg: 384x640 (no detections), 10.4ms Speed: 1.5ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000036.jpg: 384x640 1 Pothole, 10.4ms Speed: 1.5ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000037.jpg: 384x640 1 Pothole, 10.4ms Speed: 1.5ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000038.jpg: 384x640 1 Pothole, 10.4ms Speed: 1.5ms preprocess, 10.4ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000039.jpg: 384x640 1 Pothole, 10.5ms Speed: 1.7ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000040.jpg: 384x640 1 Pothole, 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000041.jpg: 384x640 (no detections), 10.6ms Speed: 1.4ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000042.jpg: 384x640 1 Pothole, 11.7ms Speed: 2.6ms preprocess, 11.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000043.jpg: 384x640 1 Pothole, 10.5ms Speed: 1.5ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000044.jpg: 384x640 3 Potholes, 10.7ms Speed: 1.7ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000045.jpg: 384x640 (no detections), 10.7ms Speed: 1.5ms preprocess, 10.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000046.jpg: 384x640 4 Potholes, 10.8ms Speed: 1.8ms preprocess, 10.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000047.jpg: 384x640 (no detections), 10.9ms Speed: 1.6ms preprocess, 10.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000048.jpg: 384x640 (no detections), 10.7ms Speed: 1.5ms preprocess, 10.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000049.jpg: 384x640 (no detections), 10.9ms Speed: 1.4ms preprocess, 10.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000050.jpg: 384x640 (no detections), 11.0ms Speed: 2.5ms preprocess, 11.0ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000051.jpg: 384x640 (no detections), 10.7ms Speed: 1.5ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000052.jpg: 384x640 (no detections), 10.8ms Speed: 1.5ms preprocess, 10.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000053.jpg: 384x640 (no detections), 11.1ms Speed: 2.0ms preprocess, 11.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000054.jpg: 384x640 (no detections), 10.9ms Speed: 2.1ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000055.jpg: 384x640 (no detections), 11.4ms Speed: 2.4ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000056.jpg: 384x640 1 Pothole, 11.1ms Speed: 1.4ms preprocess, 11.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000057.jpg: 384x640 1 Pothole, 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000058.jpg: 384x640 1 Pothole, 11.6ms Speed: 1.6ms preprocess, 11.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000059.jpg: 384x640 2 Potholes, 11.4ms Speed: 1.6ms preprocess, 11.4ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000060.jpg: 384x640 1 Pothole, 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000061.jpg: 384x640 2 Potholes, 12.1ms Speed: 2.1ms preprocess, 12.1ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000062.jpg: 384x640 1 Pothole, 11.1ms Speed: 1.4ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000063.jpg: 384x640 3 Potholes, 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000064.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000065.jpg: 384x640 2 Potholes, 11.1ms Speed: 1.6ms preprocess, 11.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000066.jpg: 384x640 2 Potholes, 11.4ms Speed: 1.5ms preprocess, 11.4ms inference, 3.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000067.jpg: 384x640 1 Pothole, 11.3ms Speed: 1.7ms preprocess, 11.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000068.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000069.jpg: 384x640 (no detections), 11.4ms Speed: 2.4ms preprocess, 11.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000070.jpg: 384x640 (no detections), 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000071.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000072.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000073.jpg: 384x640 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000074.jpg: 384x640 2 Potholes, 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000075.jpg: 384x640 1 Pothole, 15.3ms Speed: 1.5ms preprocess, 15.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000076.jpg: 384x640 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000077.jpg: 384x640 2 Potholes, 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000078.jpg: 384x640 2 Potholes, 11.6ms Speed: 1.6ms preprocess, 11.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000079.jpg: 384x640 1 Pothole, 13.2ms Speed: 2.1ms preprocess, 13.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000080.jpg: 384x640 1 Pothole, 11.5ms Speed: 1.5ms preprocess, 11.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000081.jpg: 384x640 3 Potholes, 11.5ms Speed: 1.9ms preprocess, 11.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000082.jpg: 384x640 2 Potholes, 11.5ms Speed: 1.4ms preprocess, 11.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000083.jpg: 384x640 1 Pothole, 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000084.jpg: 384x640 (no detections), 11.6ms Speed: 1.5ms preprocess, 11.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000085.jpg: 384x640 (no detections), 11.8ms Speed: 1.5ms preprocess, 11.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000086.jpg: 384x640 1 Pothole, 11.8ms Speed: 1.5ms preprocess, 11.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000087.jpg: 384x640 1 Pothole, 11.7ms Speed: 1.6ms preprocess, 11.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000088.jpg: 384x640 1 Pothole, 11.8ms Speed: 2.2ms preprocess, 11.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000089.jpg: 384x640 1 Pothole, 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000090.jpg: 384x640 1 Pothole, 11.8ms Speed: 1.8ms preprocess, 11.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000091.jpg: 384x640 2 Potholes, 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000092.jpg: 384x640 (no detections), 11.8ms Speed: 1.6ms preprocess, 11.8ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000093.jpg: 384x640 1 Pothole, 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000094.jpg: 384x640 (no detections), 14.3ms Speed: 1.8ms preprocess, 14.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000095.jpg: 384x640 (no detections), 12.1ms Speed: 1.6ms preprocess, 12.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000096.jpg: 384x640 (no detections), 12.0ms Speed: 1.6ms preprocess, 12.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000097.jpg: 384x640 (no detections), 12.0ms Speed: 1.5ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000098.jpg: 384x640 (no detections), 12.2ms Speed: 2.1ms preprocess, 12.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000099.jpg: 384x640 1 Pothole, 12.0ms Speed: 2.6ms preprocess, 12.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000100.jpg: 384x640 (no detections), 12.3ms Speed: 1.5ms preprocess, 12.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000101.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000102.jpg: 384x640 (no detections), 12.0ms Speed: 1.7ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000103.jpg: 384x640 (no detections), 11.9ms Speed: 1.6ms preprocess, 11.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000104.jpg: 384x640 (no detections), 12.0ms Speed: 1.6ms preprocess, 12.0ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000105.jpg: 384x640 (no detections), 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000106.jpg: 384x640 (no detections), 12.0ms Speed: 1.6ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000107.jpg: 384x640 (no detections), 12.0ms Speed: 1.5ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000108.jpg: 384x640 (no detections), 12.8ms Speed: 3.4ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000109.jpg: 384x640 (no detections), 12.0ms Speed: 1.5ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000110.jpg: 384x640 (no detections), 12.0ms Speed: 1.5ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000111.jpg: 384x640 3 Potholes, 12.2ms Speed: 1.6ms preprocess, 12.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000112.jpg: 384x640 1 Pothole, 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000113.jpg: 384x640 (no detections), 12.2ms Speed: 1.8ms preprocess, 12.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000114.jpg: 384x640 (no detections), 12.3ms Speed: 2.0ms preprocess, 12.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000115.jpg: 384x640 (no detections), 12.4ms Speed: 1.9ms preprocess, 12.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000000.jpg: 384x640 (no detections), 12.6ms Speed: 1.9ms preprocess, 12.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000001.jpg: 384x640 (no detections), 12.7ms Speed: 1.8ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000002.jpg: 384x640 (no detections), 12.6ms Speed: 1.6ms preprocess, 12.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000003.jpg: 384x640 (no detections), 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000004.jpg: 384x640 (no detections), 12.5ms Speed: 1.7ms preprocess, 12.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000005.jpg: 384x640 (no detections), 12.5ms Speed: 1.8ms preprocess, 12.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000006.jpg: 384x640 (no detections), 12.7ms Speed: 2.3ms preprocess, 12.7ms inference, 5.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000007.jpg: 384x640 (no detections), 12.6ms Speed: 1.8ms preprocess, 12.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000008.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000009.jpg: 384x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000010.jpg: 384x640 (no detections), 12.5ms Speed: 2.2ms preprocess, 12.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000011.jpg: 384x640 (no detections), 13.2ms Speed: 1.8ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000012.jpg: 384x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000013.jpg: 384x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000014.jpg: 384x640 (no detections), 12.6ms Speed: 2.5ms preprocess, 12.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000015.jpg: 384x640 (no detections), 12.5ms Speed: 1.9ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000016.jpg: 384x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000017.jpg: 384x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000018.jpg: 384x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000019.jpg: 384x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000020.jpg: 384x640 (no detections), 12.5ms Speed: 1.7ms preprocess, 12.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000021.jpg: 384x640 (no detections), 12.5ms Speed: 1.7ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000022.jpg: 384x640 (no detections), 12.5ms Speed: 1.7ms preprocess, 12.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000023.jpg: 384x640 (no detections), 13.5ms Speed: 2.3ms preprocess, 13.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000024.jpg: 384x640 (no detections), 12.4ms Speed: 1.7ms preprocess, 12.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000025.jpg: 384x640 (no detections), 12.2ms Speed: 1.6ms preprocess, 12.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000026.jpg: 384x640 (no detections), 12.0ms Speed: 1.8ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000027.jpg: 384x640 (no detections), 12.0ms Speed: 1.6ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000028.jpg: 384x640 (no detections), 12.0ms Speed: 2.0ms preprocess, 12.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000029.jpg: 384x640 (no detections), 12.0ms Speed: 1.7ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000030.jpg: 384x640 (no detections), 12.0ms Speed: 1.6ms preprocess, 12.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000031.jpg: 384x640 (no detections), 12.0ms Speed: 1.6ms preprocess, 12.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000032.jpg: 384x640 (no detections), 11.8ms Speed: 2.3ms preprocess, 11.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000033.jpg: 384x640 (no detections), 11.7ms Speed: 1.9ms preprocess, 11.7ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000034.jpg: 384x640 (no detections), 11.8ms Speed: 1.9ms preprocess, 11.8ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000035.jpg: 384x640 (no detections), 11.7ms Speed: 1.7ms preprocess, 11.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000036.jpg: 384x640 (no detections), 11.6ms Speed: 1.6ms preprocess, 11.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000037.jpg: 384x640 (no detections), 11.7ms Speed: 1.7ms preprocess, 11.7ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000038.jpg: 384x640 (no detections), 11.6ms Speed: 1.6ms preprocess, 11.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000039.jpg: 384x640 (no detections), 11.7ms Speed: 1.7ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000040.jpg: 384x640 (no detections), 11.8ms Speed: 1.7ms preprocess, 11.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000041.jpg: 384x640 (no detections), 11.6ms Speed: 1.9ms preprocess, 11.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000042.jpg: 384x640 (no detections), 11.8ms Speed: 1.6ms preprocess, 11.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000043.jpg: 384x640 (no detections), 11.8ms Speed: 2.4ms preprocess, 11.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000044.jpg: 384x640 (no detections), 11.3ms Speed: 2.3ms preprocess, 11.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000045.jpg: 384x640 (no detections), 11.2ms Speed: 2.3ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000046.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000047.jpg: 384x640 (no detections), 11.3ms Speed: 1.7ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000048.jpg: 384x640 (no detections), 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000049.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000050.jpg: 384x640 (no detections), 11.4ms Speed: 1.6ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000051.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000052.jpg: 384x640 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000053.jpg: 384x640 (no detections), 11.3ms Speed: 1.9ms preprocess, 11.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000054.jpg: 384x640 (no detections), 11.2ms Speed: 1.8ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000055.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000056.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000057.jpg: 384x640 (no detections), 11.5ms Speed: 1.6ms preprocess, 11.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000058.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000059.jpg: 384x640 (no detections), 11.4ms Speed: 1.6ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000060.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000061.jpg: 384x640 (no detections), 11.4ms Speed: 1.8ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000062.jpg: 384x640 (no detections), 11.3ms Speed: 1.8ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000063.jpg: 384x640 (no detections), 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000064.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000065.jpg: 384x640 (no detections), 11.3ms Speed: 1.7ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000066.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000067.jpg: 384x640 (no detections), 11.4ms Speed: 2.4ms preprocess, 11.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000068.jpg: 384x640 (no detections), 11.3ms Speed: 1.9ms preprocess, 11.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000069.jpg: 384x640 (no detections), 11.3ms Speed: 2.0ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000070.jpg: 384x640 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000071.jpg: 384x640 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000072.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000073.jpg: 384x640 (no detections), 11.3ms Speed: 1.8ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000074.jpg: 384x640 (no detections), 11.2ms Speed: 1.8ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000075.jpg: 384x640 (no detections), 11.6ms Speed: 1.7ms preprocess, 11.6ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000076.jpg: 384x640 (no detections), 11.4ms Speed: 2.0ms preprocess, 11.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000077.jpg: 384x640 (no detections), 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000078.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000079.jpg: 384x640 (no detections), 11.4ms Speed: 1.7ms preprocess, 11.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000080.jpg: 384x640 (no detections), 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000081.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000082.jpg: 384x640 (no detections), 11.3ms Speed: 1.7ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000083.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000084.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000085.jpg: 384x640 (no detections), 11.4ms Speed: 2.0ms preprocess, 11.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000086.jpg: 384x640 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000087.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000088.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000089.jpg: 384x640 (no detections), 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000090.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000091.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000092.jpg: 384x640 (no detections), 12.4ms Speed: 1.8ms preprocess, 12.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000093.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000094.jpg: 384x640 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000095.jpg: 384x640 (no detections), 11.3ms Speed: 1.7ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000096.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000097.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000098.jpg: 384x640 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000099.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000100.jpg: 384x640 (no detections), 11.8ms Speed: 2.0ms preprocess, 11.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000101.jpg: 384x640 (no detections), 11.7ms Speed: 1.6ms preprocess, 11.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000102.jpg: 384x640 (no detections), 11.6ms Speed: 1.6ms preprocess, 11.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000103.jpg: 384x640 (no detections), 13.2ms Speed: 2.0ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000104.jpg: 384x640 (no detections), 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000105.jpg: 384x640 (no detections), 11.8ms Speed: 1.5ms preprocess, 11.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000106.jpg: 384x640 (no detections), 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000107.jpg: 384x640 (no detections), 13.4ms Speed: 1.4ms preprocess, 13.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000108.jpg: 384x640 (no detections), 11.7ms Speed: 1.7ms preprocess, 11.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000109.jpg: 384x640 (no detections), 11.8ms Speed: 2.0ms preprocess, 11.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000110.jpg: 384x640 (no detections), 12.2ms Speed: 3.0ms preprocess, 12.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000111.jpg: 384x640 (no detections), 11.8ms Speed: 1.9ms preprocess, 11.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000112.jpg: 384x640 (no detections), 11.9ms Speed: 1.8ms preprocess, 11.9ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000113.jpg: 384x640 (no detections), 11.6ms Speed: 1.5ms preprocess, 11.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000114.jpg: 384x640 (no detections), 11.6ms Speed: 1.5ms preprocess, 11.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000115.jpg: 384x640 (no detections), 11.7ms Speed: 1.8ms preprocess, 11.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000116.jpg: 384x640 (no detections), 12.3ms Speed: 1.9ms preprocess, 12.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000117.jpg: 384x640 (no detections), 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000118.jpg: 384x640 (no detections), 11.7ms Speed: 1.6ms preprocess, 11.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000119.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000120.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000121.jpg: 384x640 (no detections), 11.3ms Speed: 1.9ms preprocess, 11.3ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000122.jpg: 384x640 (no detections), 11.1ms Speed: 1.6ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000123.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000124.jpg: 384x640 (no detections), 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000125.jpg: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000126.jpg: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000127.jpg: 384x640 (no detections), 11.1ms Speed: 1.4ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000128.jpg: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000129.jpg: 384x640 (no detections), 11.4ms Speed: 1.8ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000130.jpg: 384x640 (no detections), 11.1ms Speed: 1.7ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000131.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000132.jpg: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000133.jpg: 384x640 (no detections), 11.1ms Speed: 1.6ms preprocess, 11.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000134.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000135.jpg: 384x640 (no detections), 11.1ms Speed: 1.6ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000136.jpg: 384x640 (no detections), 11.2ms Speed: 2.3ms preprocess, 11.2ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000137.jpg: 384x640 (no detections), 11.1ms Speed: 1.8ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000138.jpg: 384x640 (no detections), 11.1ms Speed: 1.7ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000139.jpg: 384x640 (no detections), 11.3ms Speed: 1.7ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000140.jpg: 384x640 (no detections), 11.2ms Speed: 2.2ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000141.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000142.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000143.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000144.jpg: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000145.jpg: 384x640 (no detections), 13.2ms Speed: 2.0ms preprocess, 13.2ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000146.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000147.jpg: 384x640 (no detections), 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000000.jpg: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000001.jpg: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000002.jpg: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000003.jpg: 384x640 (no detections), 11.1ms Speed: 1.4ms preprocess, 11.1ms inference, 4.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000004.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000005.jpg: 384x640 (no detections), 11.3ms Speed: 2.1ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000006.jpg: 384x640 (no detections), 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000007.jpg: 384x640 (no detections), 11.2ms Speed: 1.8ms preprocess, 11.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000008.jpg: 384x640 (no detections), 11.2ms Speed: 2.0ms preprocess, 11.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000009.jpg: 384x640 1 Pothole, 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000010.jpg: 384x640 1 Pothole, 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000011.jpg: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000012.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000013.jpg: 384x640 (no detections), 11.2ms Speed: 2.5ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000014.jpg: 384x640 (no detections), 11.9ms Speed: 1.5ms preprocess, 11.9ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000015.jpg: 384x640 (no detections), 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000016.jpg: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000017.jpg: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000018.jpg: 384x640 1 Pothole, 11.1ms Speed: 1.6ms preprocess, 11.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000019.jpg: 384x640 (no detections), 11.1ms Speed: 1.7ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000020.jpg: 384x640 (no detections), 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000021.jpg: 384x640 (no detections), 14.2ms Speed: 2.0ms preprocess, 14.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000022.jpg: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000023.jpg: 384x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000024.jpg: 384x640 (no detections), 12.6ms Speed: 1.5ms preprocess, 12.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000025.jpg: 384x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000026.jpg: 384x640 (no detections), 12.5ms Speed: 1.7ms preprocess, 12.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000027.jpg: 384x640 1 Pothole, 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000028.jpg: 384x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000029.jpg: 384x640 (no detections), 12.7ms Speed: 2.2ms preprocess, 12.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000030.jpg: 384x640 (no detections), 12.6ms Speed: 1.7ms preprocess, 12.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000031.jpg: 384x640 (no detections), 12.5ms Speed: 1.5ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000032.jpg: 384x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000033.jpg: 384x640 (no detections), 12.6ms Speed: 1.5ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000034.jpg: 384x640 (no detections), 12.7ms Speed: 1.7ms preprocess, 12.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000035.jpg: 384x640 (no detections), 12.6ms Speed: 1.5ms preprocess, 12.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000036.jpg: 384x640 (no detections), 12.9ms Speed: 2.4ms preprocess, 12.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000037.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.7ms preprocess, 12.7ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000038.jpg: 384x640 (no detections), 12.6ms Speed: 1.7ms preprocess, 12.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000039.jpg: 384x640 1 Pothole, 13.9ms Speed: 1.7ms preprocess, 13.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000040.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000041.jpg: 384x640 3 Potholes, 12.6ms Speed: 1.6ms preprocess, 12.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000042.jpg: 384x640 (no detections), 12.6ms Speed: 1.6ms preprocess, 12.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000043.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000044.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.8ms preprocess, 12.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000045.jpg: 384x640 (no detections), 12.8ms Speed: 2.0ms preprocess, 12.8ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000046.jpg: 384x640 (no detections), 12.6ms Speed: 1.5ms preprocess, 12.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000047.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000048.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000049.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000050.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000051.jpg: 384x640 (no detections), 16.9ms Speed: 2.0ms preprocess, 16.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000052.jpg: 384x640 (no detections), 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000053.jpg: 384x640 1 Pothole, 13.1ms Speed: 2.1ms preprocess, 13.1ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000054.jpg: 384x640 (no detections), 13.0ms Speed: 1.9ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000055.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000056.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000057.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000058.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000059.jpg: 384x640 1 Pothole, 14.4ms Speed: 2.4ms preprocess, 14.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000060.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000061.jpg: 384x640 (no detections), 13.4ms Speed: 1.7ms preprocess, 13.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000062.jpg: 384x640 (no detections), 13.3ms Speed: 2.0ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000063.jpg: 384x640 2 Potholes, 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000064.jpg: 384x640 1 Pothole, 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000065.jpg: 384x640 3 Potholes, 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000066.jpg: 384x640 2 Potholes, 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 3.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000067.jpg: 384x640 1 Pothole, 13.9ms Speed: 2.3ms preprocess, 13.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000068.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000069.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000070.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000071.jpg: 384x640 (no detections), 20.7ms Speed: 2.4ms preprocess, 20.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000072.jpg: 384x640 (no detections), 21.6ms Speed: 2.3ms preprocess, 21.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000073.jpg: 384x640 (no detections), 20.8ms Speed: 2.3ms preprocess, 20.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000074.jpg: 384x640 (no detections), 20.8ms Speed: 2.7ms preprocess, 20.8ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000075.jpg: 384x640 (no detections), 20.4ms Speed: 3.0ms preprocess, 20.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000076.jpg: 384x640 (no detections), 20.0ms Speed: 2.4ms preprocess, 20.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000077.jpg: 384x640 (no detections), 20.0ms Speed: 2.4ms preprocess, 20.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000078.jpg: 384x640 1 Pothole, 19.9ms Speed: 2.6ms preprocess, 19.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000079.jpg: 384x640 (no detections), 20.1ms Speed: 2.3ms preprocess, 20.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000080.jpg: 384x640 (no detections), 18.2ms Speed: 2.3ms preprocess, 18.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000081.jpg: 384x640 (no detections), 19.0ms Speed: 7.8ms preprocess, 19.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000082.jpg: 384x640 1 Pothole, 18.3ms Speed: 2.3ms preprocess, 18.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000083.jpg: 384x640 2 Potholes, 18.2ms Speed: 2.4ms preprocess, 18.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000084.jpg: 384x640 1 Pothole, 18.2ms Speed: 2.4ms preprocess, 18.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000085.jpg: 384x640 2 Potholes, 18.2ms Speed: 2.4ms preprocess, 18.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000086.jpg: 384x640 2 Potholes, 18.3ms Speed: 2.7ms preprocess, 18.3ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000087.jpg: 384x640 1 Pothole, 18.4ms Speed: 3.2ms preprocess, 18.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000088.jpg: 384x640 1 Pothole, 18.3ms Speed: 2.8ms preprocess, 18.3ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000089.jpg: 384x640 (no detections), 18.0ms Speed: 2.1ms preprocess, 18.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000090.jpg: 384x640 (no detections), 17.9ms Speed: 2.5ms preprocess, 17.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000091.jpg: 384x640 (no detections), 17.9ms Speed: 2.5ms preprocess, 17.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000092.jpg: 384x640 1 Pothole, 17.9ms Speed: 2.5ms preprocess, 17.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000093.jpg: 384x640 2 Potholes, 17.7ms Speed: 2.3ms preprocess, 17.7ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000094.jpg: 384x640 3 Potholes, 17.6ms Speed: 2.4ms preprocess, 17.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000095.jpg: 384x640 (no detections), 17.4ms Speed: 2.3ms preprocess, 17.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000096.jpg: 384x640 1 Pothole, 17.4ms Speed: 4.1ms preprocess, 17.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000097.jpg: 384x640 (no detections), 17.5ms Speed: 2.4ms preprocess, 17.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000098.jpg: 384x640 1 Pothole, 17.3ms Speed: 2.7ms preprocess, 17.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000099.jpg: 384x640 2 Potholes, 17.2ms Speed: 2.5ms preprocess, 17.2ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000100.jpg: 384x640 1 Pothole, 17.2ms Speed: 2.4ms preprocess, 17.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000101.jpg: 384x640 2 Potholes, 17.1ms Speed: 2.5ms preprocess, 17.1ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000102.jpg: 384x640 (no detections), 16.8ms Speed: 2.6ms preprocess, 16.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000103.jpg: 384x640 (no detections), 16.9ms Speed: 2.4ms preprocess, 16.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000104.jpg: 384x640 (no detections), 16.9ms Speed: 2.3ms preprocess, 16.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000105.jpg: 384x640 (no detections), 17.0ms Speed: 2.5ms preprocess, 17.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000106.jpg: 384x640 (no detections), 17.0ms Speed: 2.5ms preprocess, 17.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000107.jpg: 384x640 (no detections), 16.6ms Speed: 2.4ms preprocess, 16.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000108.jpg: 384x640 (no detections), 16.6ms Speed: 3.0ms preprocess, 16.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000109.jpg: 384x640 (no detections), 16.9ms Speed: 2.6ms preprocess, 16.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000110.jpg: 384x640 (no detections), 16.7ms Speed: 2.9ms preprocess, 16.7ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000111.jpg: 384x640 1 Pothole, 16.6ms Speed: 2.4ms preprocess, 16.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000112.jpg: 384x640 (no detections), 16.5ms Speed: 2.5ms preprocess, 16.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000113.jpg: 384x640 (no detections), 16.4ms Speed: 2.6ms preprocess, 16.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000114.jpg: 384x640 (no detections), 16.6ms Speed: 2.7ms preprocess, 16.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000115.jpg: 384x640 (no detections), 16.7ms Speed: 3.0ms preprocess, 16.7ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000116.jpg: 384x640 (no detections), 16.6ms Speed: 2.4ms preprocess, 16.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000117.jpg: 384x640 1 Pothole, 16.4ms Speed: 2.4ms preprocess, 16.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000118.jpg: 384x640 (no detections), 16.5ms Speed: 2.7ms preprocess, 16.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000119.jpg: 384x640 2 Potholes, 16.4ms Speed: 2.7ms preprocess, 16.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000120.jpg: 384x640 (no detections), 17.0ms Speed: 2.6ms preprocess, 17.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000121.jpg: 384x640 1 Pothole, 16.5ms Speed: 3.6ms preprocess, 16.5ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000122.jpg: 384x640 1 Pothole, 16.6ms Speed: 3.3ms preprocess, 16.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000123.jpg: 384x640 (no detections), 16.8ms Speed: 2.5ms preprocess, 16.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000124.jpg: 384x640 (no detections), 16.8ms Speed: 2.5ms preprocess, 16.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000125.jpg: 384x640 1 Pothole, 16.8ms Speed: 2.3ms preprocess, 16.8ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000126.jpg: 384x640 (no detections), 16.4ms Speed: 2.3ms preprocess, 16.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000127.jpg: 384x640 1 Pothole, 16.3ms Speed: 3.8ms preprocess, 16.3ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000128.jpg: 384x640 (no detections), 16.3ms Speed: 2.3ms preprocess, 16.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000129.jpg: 384x640 (no detections), 16.2ms Speed: 2.3ms preprocess, 16.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000000.jpg: 384x640 1 Pothole, 16.6ms Speed: 2.4ms preprocess, 16.6ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000001.jpg: 384x640 1 Pothole, 16.3ms Speed: 2.4ms preprocess, 16.3ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000002.jpg: 384x640 (no detections), 16.6ms Speed: 2.1ms preprocess, 16.6ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000003.jpg: 384x640 (no detections), 16.2ms Speed: 2.6ms preprocess, 16.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000004.jpg: 384x640 (no detections), 16.5ms Speed: 2.8ms preprocess, 16.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000005.jpg: 384x640 (no detections), 19.1ms Speed: 5.2ms preprocess, 19.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000006.jpg: 384x640 (no detections), 16.3ms Speed: 2.4ms preprocess, 16.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000007.jpg: 384x640 (no detections), 16.3ms Speed: 2.3ms preprocess, 16.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000008.jpg: 384x640 (no detections), 17.6ms Speed: 2.3ms preprocess, 17.6ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000009.jpg: 384x640 (no detections), 16.2ms Speed: 2.9ms preprocess, 16.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000010.jpg: 384x640 (no detections), 16.6ms Speed: 2.3ms preprocess, 16.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000011.jpg: 384x640 (no detections), 16.2ms Speed: 2.4ms preprocess, 16.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000012.jpg: 384x640 (no detections), 16.2ms Speed: 2.4ms preprocess, 16.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000013.jpg: 384x640 (no detections), 16.2ms Speed: 2.3ms preprocess, 16.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000014.jpg: 384x640 (no detections), 16.3ms Speed: 2.3ms preprocess, 16.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000015.jpg: 384x640 (no detections), 7.1ms Speed: 1.8ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000016.jpg: 384x640 (no detections), 7.3ms Speed: 1.4ms preprocess, 7.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000017.jpg: 384x640 (no detections), 6.5ms Speed: 1.4ms preprocess, 6.5ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000018.jpg: 384x640 (no detections), 7.0ms Speed: 1.5ms preprocess, 7.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000019.jpg: 384x640 (no detections), 6.1ms Speed: 1.4ms preprocess, 6.1ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000020.jpg: 384x640 (no detections), 6.7ms Speed: 1.5ms preprocess, 6.7ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000021.jpg: 384x640 (no detections), 6.6ms Speed: 1.5ms preprocess, 6.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000022.jpg: 384x640 (no detections), 7.3ms Speed: 1.5ms preprocess, 7.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000023.jpg: 384x640 1 Pothole, 9.3ms Speed: 1.5ms preprocess, 9.3ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000024.jpg: 384x640 (no detections), 8.1ms Speed: 2.3ms preprocess, 8.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000025.jpg: 384x640 1 Pothole, 6.6ms Speed: 1.4ms preprocess, 6.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000026.jpg: 384x640 1 Pothole, 6.2ms Speed: 1.6ms preprocess, 6.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000027.jpg: 384x640 1 Pothole, 6.3ms Speed: 1.7ms preprocess, 6.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000028.jpg: 384x640 2 Potholes, 6.3ms Speed: 1.4ms preprocess, 6.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000029.jpg: 384x640 4 Potholes, 6.6ms Speed: 1.4ms preprocess, 6.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000030.jpg: 384x640 2 Potholes, 9.0ms Speed: 1.4ms preprocess, 9.0ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000031.jpg: 384x640 1 Pothole, 13.5ms Speed: 1.9ms preprocess, 13.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000032.jpg: 384x640 1 Pothole, 14.0ms Speed: 2.4ms preprocess, 14.0ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000033.jpg: 384x640 (no detections), 8.3ms Speed: 1.8ms preprocess, 8.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000034.jpg: 384x640 1 Pothole, 7.9ms Speed: 1.4ms preprocess, 7.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000035.jpg: 384x640 (no detections), 6.6ms Speed: 1.7ms preprocess, 6.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000036.jpg: 384x640 1 Pothole, 6.3ms Speed: 1.4ms preprocess, 6.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000037.jpg: 384x640 1 Pothole, 6.5ms Speed: 1.6ms preprocess, 6.5ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000038.jpg: 384x640 (no detections), 6.6ms Speed: 1.4ms preprocess, 6.6ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000039.jpg: 384x640 (no detections), 7.2ms Speed: 2.0ms preprocess, 7.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000040.jpg: 384x640 3 Potholes, 12.4ms Speed: 1.7ms preprocess, 12.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000041.jpg: 384x640 2 Potholes, 6.8ms Speed: 1.5ms preprocess, 6.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000042.jpg: 384x640 1 Pothole, 15.7ms Speed: 1.7ms preprocess, 15.7ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000043.jpg: 384x640 1 Pothole, 6.8ms Speed: 1.4ms preprocess, 6.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000044.jpg: 384x640 3 Potholes, 8.4ms Speed: 1.4ms preprocess, 8.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000045.jpg: 384x640 3 Potholes, 6.4ms Speed: 1.4ms preprocess, 6.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000046.jpg: 384x640 1 Pothole, 7.9ms Speed: 2.1ms preprocess, 7.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000047.jpg: 384x640 1 Pothole, 6.8ms Speed: 1.6ms preprocess, 6.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000048.jpg: 384x640 1 Pothole, 7.7ms Speed: 1.9ms preprocess, 7.7ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000049.jpg: 384x640 1 Pothole, 7.0ms Speed: 1.4ms preprocess, 7.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000050.jpg: 384x640 (no detections), 7.1ms Speed: 1.5ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000051.jpg: 384x640 (no detections), 6.7ms Speed: 1.7ms preprocess, 6.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000052.jpg: 384x640 1 Pothole, 6.4ms Speed: 1.6ms preprocess, 6.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000053.jpg: 384x640 (no detections), 12.8ms Speed: 2.7ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000054.jpg: 384x640 (no detections), 7.8ms Speed: 2.0ms preprocess, 7.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000055.jpg: 384x640 (no detections), 14.8ms Speed: 1.8ms preprocess, 14.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000056.jpg: 384x640 (no detections), 6.3ms Speed: 1.5ms preprocess, 6.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000057.jpg: 384x640 (no detections), 6.2ms Speed: 1.7ms preprocess, 6.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000058.jpg: 384x640 1 Pothole, 6.6ms Speed: 1.4ms preprocess, 6.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000059.jpg: 384x640 1 Pothole, 6.3ms Speed: 1.4ms preprocess, 6.3ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000060.jpg: 384x640 2 Potholes, 14.8ms Speed: 2.3ms preprocess, 14.8ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000061.jpg: 384x640 1 Pothole, 6.9ms Speed: 1.5ms preprocess, 6.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000062.jpg: 384x640 1 Pothole, 7.6ms Speed: 1.5ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000063.jpg: 384x640 4 Potholes, 7.6ms Speed: 2.1ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000064.jpg: 384x640 2 Potholes, 6.7ms Speed: 1.4ms preprocess, 6.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000065.jpg: 384x640 2 Potholes, 7.2ms Speed: 1.4ms preprocess, 7.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000066.jpg: 384x640 (no detections), 7.2ms Speed: 1.6ms preprocess, 7.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000067.jpg: 384x640 (no detections), 6.4ms Speed: 1.4ms preprocess, 6.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000068.jpg: 384x640 1 Pothole, 8.2ms Speed: 2.0ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000069.jpg: 384x640 2 Potholes, 8.2ms Speed: 1.6ms preprocess, 8.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000070.jpg: 384x640 2 Potholes, 8.1ms Speed: 1.5ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000071.jpg: 384x640 2 Potholes, 8.1ms Speed: 1.3ms preprocess, 8.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000072.jpg: 384x640 3 Potholes, 9.9ms Speed: 1.5ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000073.jpg: 384x640 3 Potholes, 8.3ms Speed: 1.5ms preprocess, 8.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000074.jpg: 384x640 2 Potholes, 8.1ms Speed: 1.4ms preprocess, 8.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000075.jpg: 384x640 1 Pothole, 8.3ms Speed: 1.4ms preprocess, 8.3ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000076.jpg: 384x640 1 Pothole, 9.3ms Speed: 3.4ms preprocess, 9.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000077.jpg: 384x640 (no detections), 8.4ms Speed: 1.9ms preprocess, 8.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000078.jpg: 384x640 (no detections), 8.6ms Speed: 1.4ms preprocess, 8.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000079.jpg: 384x640 1 Pothole, 8.3ms Speed: 1.6ms preprocess, 8.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000080.jpg: 384x640 3 Potholes, 8.2ms Speed: 1.6ms preprocess, 8.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000081.jpg: 384x640 (no detections), 8.6ms Speed: 1.9ms preprocess, 8.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000082.jpg: 384x640 3 Potholes, 8.5ms Speed: 1.7ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000083.jpg: 384x640 4 Potholes, 13.4ms Speed: 2.5ms preprocess, 13.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000084.jpg: 384x640 3 Potholes, 8.6ms Speed: 2.2ms preprocess, 8.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000085.jpg: 384x640 2 Potholes, 8.5ms Speed: 1.5ms preprocess, 8.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000086.jpg: 384x640 1 Pothole, 8.6ms Speed: 1.5ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000087.jpg: 384x640 1 Pothole, 8.7ms Speed: 1.4ms preprocess, 8.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000088.jpg: 384x640 2 Potholes, 8.6ms Speed: 1.5ms preprocess, 8.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000089.jpg: 384x640 1 Pothole, 8.8ms Speed: 1.6ms preprocess, 8.8ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000090.jpg: 384x640 (no detections), 10.4ms Speed: 2.8ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000091.jpg: 384x640 2 Potholes, 9.0ms Speed: 1.3ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000092.jpg: 384x640 1 Pothole, 8.9ms Speed: 1.5ms preprocess, 8.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000093.jpg: 384x640 1 Pothole, 8.8ms Speed: 1.4ms preprocess, 8.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000094.jpg: 384x640 1 Pothole, 8.9ms Speed: 1.5ms preprocess, 8.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000000.jpg: 384x640 (no detections), 14.3ms Speed: 1.6ms preprocess, 14.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000001.jpg: 384x640 (no detections), 8.8ms Speed: 1.4ms preprocess, 8.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000002.jpg: 384x640 (no detections), 8.8ms Speed: 1.5ms preprocess, 8.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000003.jpg: 384x640 (no detections), 9.6ms Speed: 2.1ms preprocess, 9.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000004.jpg: 384x640 (no detections), 11.3ms Speed: 1.4ms preprocess, 11.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000005.jpg: 384x640 (no detections), 9.0ms Speed: 1.4ms preprocess, 9.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000006.jpg: 384x640 (no detections), 9.1ms Speed: 1.5ms preprocess, 9.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000007.jpg: 384x640 (no detections), 9.4ms Speed: 1.7ms preprocess, 9.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000008.jpg: 384x640 (no detections), 9.7ms Speed: 1.3ms preprocess, 9.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000009.jpg: 384x640 (no detections), 9.7ms Speed: 2.9ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000010.jpg: 384x640 1 Pothole, 9.2ms Speed: 1.5ms preprocess, 9.2ms inference, 4.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000011.jpg: 384x640 4 Potholes, 9.1ms Speed: 1.5ms preprocess, 9.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000012.jpg: 384x640 2 Potholes, 9.1ms Speed: 1.4ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000013.jpg: 384x640 3 Potholes, 9.2ms Speed: 1.5ms preprocess, 9.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000014.jpg: 384x640 2 Potholes, 9.4ms Speed: 1.5ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000015.jpg: 384x640 3 Potholes, 9.6ms Speed: 1.5ms preprocess, 9.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000016.jpg: 384x640 2 Potholes, 9.6ms Speed: 1.5ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000017.jpg: 384x640 (no detections), 9.5ms Speed: 1.8ms preprocess, 9.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000018.jpg: 384x640 2 Potholes, 9.7ms Speed: 1.9ms preprocess, 9.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000019.jpg: 384x640 2 Potholes, 10.5ms Speed: 1.8ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000020.jpg: 384x640 2 Potholes, 9.8ms Speed: 1.5ms preprocess, 9.8ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000021.jpg: 384x640 2 Potholes, 9.7ms Speed: 2.5ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000022.jpg: 384x640 3 Potholes, 9.9ms Speed: 1.4ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000023.jpg: 384x640 (no detections), 9.7ms Speed: 1.5ms preprocess, 9.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000024.jpg: 384x640 1 Pothole, 9.6ms Speed: 1.4ms preprocess, 9.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000025.jpg: 384x640 1 Pothole, 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000026.jpg: 384x640 (no detections), 9.8ms Speed: 1.5ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000027.jpg: 384x640 1 Pothole, 10.0ms Speed: 2.3ms preprocess, 10.0ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000028.jpg: 384x640 (no detections), 9.9ms Speed: 2.0ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000029.jpg: 384x640 1 Pothole, 9.8ms Speed: 1.6ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000030.jpg: 384x640 2 Potholes, 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000031.jpg: 384x640 3 Potholes, 10.1ms Speed: 1.6ms preprocess, 10.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000032.jpg: 384x640 2 Potholes, 10.2ms Speed: 2.0ms preprocess, 10.2ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000033.jpg: 384x640 4 Potholes, 10.2ms Speed: 2.7ms preprocess, 10.2ms inference, 4.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000034.jpg: 384x640 5 Potholes, 10.2ms Speed: 2.4ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000035.jpg: 384x640 5 Potholes, 10.3ms Speed: 1.7ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000036.jpg: 384x640 2 Potholes, 10.4ms Speed: 1.6ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000037.jpg: 384x640 2 Potholes, 10.3ms Speed: 1.6ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000038.jpg: 384x640 1 Pothole, 10.4ms Speed: 1.7ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000039.jpg: 384x640 2 Potholes, 10.4ms Speed: 1.7ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000040.jpg: 384x640 4 Potholes, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 3.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000041.jpg: 384x640 1 Pothole, 10.5ms Speed: 2.1ms preprocess, 10.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000042.jpg: 384x640 3 Potholes, 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000043.jpg: 384x640 2 Potholes, 10.6ms Speed: 1.9ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000044.jpg: 384x640 2 Potholes, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000045.jpg: 384x640 2 Potholes, 10.5ms Speed: 1.5ms preprocess, 10.5ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000046.jpg: 384x640 (no detections), 10.6ms Speed: 1.8ms preprocess, 10.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000047.jpg: 384x640 (no detections), 10.5ms Speed: 1.7ms preprocess, 10.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000048.jpg: 384x640 (no detections), 10.5ms Speed: 1.6ms preprocess, 10.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000049.jpg: 384x640 (no detections), 10.8ms Speed: 1.9ms preprocess, 10.8ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000050.jpg: 384x640 (no detections), 10.4ms Speed: 1.7ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000051.jpg: 384x640 (no detections), 10.5ms Speed: 1.7ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000052.jpg: 384x640 1 Pothole, 10.5ms Speed: 1.6ms preprocess, 10.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000053.jpg: 384x640 2 Potholes, 11.1ms Speed: 1.6ms preprocess, 11.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000054.jpg: 384x640 1 Pothole, 10.8ms Speed: 1.6ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000055.jpg: 384x640 1 Pothole, 10.9ms Speed: 1.5ms preprocess, 10.9ms inference, 5.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000056.jpg: 384x640 1 Pothole, 11.0ms Speed: 2.0ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000057.jpg: 384x640 1 Pothole, 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000058.jpg: 384x640 1 Pothole, 10.7ms Speed: 1.6ms preprocess, 10.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000059.jpg: 384x640 3 Potholes, 10.9ms Speed: 1.6ms preprocess, 10.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000060.jpg: 384x640 (no detections), 10.8ms Speed: 1.5ms preprocess, 10.8ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000061.jpg: 384x640 1 Pothole, 10.7ms Speed: 1.6ms preprocess, 10.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000062.jpg: 384x640 1 Pothole, 10.8ms Speed: 1.7ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000063.jpg: 384x640 3 Potholes, 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000064.jpg: 384x640 1 Pothole, 10.8ms Speed: 1.6ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000065.jpg: 384x640 (no detections), 10.9ms Speed: 1.6ms preprocess, 10.9ms inference, 3.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000066.jpg: 384x640 (no detections), 10.8ms Speed: 1.7ms preprocess, 10.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000067.jpg: 384x640 1 Pothole, 10.9ms Speed: 1.6ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000068.jpg: 384x640 (no detections), 10.8ms Speed: 1.6ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000069.jpg: 384x640 (no detections), 10.8ms Speed: 1.7ms preprocess, 10.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000070.jpg: 384x640 (no detections), 11.0ms Speed: 1.8ms preprocess, 11.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000071.jpg: 384x640 2 Potholes, 11.1ms Speed: 1.7ms preprocess, 11.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000072.jpg: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000073.jpg: 384x640 1 Pothole, 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000074.jpg: 384x640 1 Pothole, 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000075.jpg: 384x640 3 Potholes, 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000076.jpg: 384x640 2 Potholes, 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000077.jpg: 384x640 1 Pothole, 11.4ms Speed: 2.1ms preprocess, 11.4ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000078.jpg: 384x640 1 Pothole, 11.7ms Speed: 1.9ms preprocess, 11.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000079.jpg: 384x640 (no detections), 11.3ms Speed: 1.8ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000080.jpg: 384x640 (no detections), 12.8ms Speed: 1.8ms preprocess, 12.8ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000081.jpg: 384x640 1 Pothole, 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000082.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000083.jpg: 384x640 (no detections), 11.3ms Speed: 1.7ms preprocess, 11.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000084.jpg: 384x640 (no detections), 11.3ms Speed: 2.6ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000085.jpg: 384x640 (no detections), 12.4ms Speed: 1.8ms preprocess, 12.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000086.jpg: 384x640 (no detections), 11.8ms Speed: 1.7ms preprocess, 11.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000087.jpg: 384x640 (no detections), 11.8ms Speed: 1.7ms preprocess, 11.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000088.jpg: 384x640 (no detections), 11.8ms Speed: 1.7ms preprocess, 11.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000089.jpg: 384x640 (no detections), 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000090.jpg: 384x640 (no detections), 17.3ms Speed: 2.1ms preprocess, 17.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000091.jpg: 384x640 (no detections), 11.6ms Speed: 1.6ms preprocess, 11.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000092.jpg: 384x640 (no detections), 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000093.jpg: 384x640 (no detections), 11.6ms Speed: 1.5ms preprocess, 11.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000094.jpg: 384x640 (no detections), 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000095.jpg: 384x640 (no detections), 11.9ms Speed: 1.6ms preprocess, 11.9ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000096.jpg: 384x640 1 Pothole, 11.9ms Speed: 1.9ms preprocess, 11.9ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000097.jpg: 384x640 1 Pothole, 13.4ms Speed: 2.2ms preprocess, 13.4ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000098.jpg: 384x640 1 Pothole, 11.9ms Speed: 1.5ms preprocess, 11.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000099.jpg: 384x640 1 Pothole, 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000100.jpg: 384x640 (no detections), 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000101.jpg: 384x640 (no detections), 12.1ms Speed: 1.9ms preprocess, 12.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000102.jpg: 384x640 1 Pothole, 12.1ms Speed: 2.7ms preprocess, 12.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000103.jpg: 384x640 3 Potholes, 12.0ms Speed: 1.5ms preprocess, 12.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000104.jpg: 384x640 2 Potholes, 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000105.jpg: 384x640 2 Potholes, 15.2ms Speed: 2.0ms preprocess, 15.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000000.jpg: 384x640 (no detections), 12.2ms Speed: 1.7ms preprocess, 12.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000001.jpg: 384x640 1 Pothole, 12.0ms Speed: 1.7ms preprocess, 12.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000002.jpg: 384x640 3 Potholes, 12.1ms Speed: 1.6ms preprocess, 12.1ms inference, 3.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000003.jpg: 384x640 2 Potholes, 12.4ms Speed: 2.6ms preprocess, 12.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000004.jpg: 384x640 (no detections), 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000005.jpg: 384x640 3 Potholes, 12.1ms Speed: 1.7ms preprocess, 12.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000006.jpg: 384x640 2 Potholes, 12.1ms Speed: 1.7ms preprocess, 12.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000007.jpg: 384x640 (no detections), 12.3ms Speed: 1.7ms preprocess, 12.3ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000008.jpg: 384x640 1 Pothole, 12.3ms Speed: 2.4ms preprocess, 12.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000009.jpg: 384x640 3 Potholes, 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000010.jpg: 384x640 5 Potholes, 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000011.jpg: 384x640 3 Potholes, 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000012.jpg: 384x640 4 Potholes, 20.2ms Speed: 2.4ms preprocess, 20.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000013.jpg: 384x640 6 Potholes, 20.3ms Speed: 2.5ms preprocess, 20.3ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000014.jpg: 384x640 4 Potholes, 20.5ms Speed: 2.5ms preprocess, 20.5ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000015.jpg: 384x640 4 Potholes, 20.3ms Speed: 2.8ms preprocess, 20.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000016.jpg: 384x640 4 Potholes, 19.8ms Speed: 2.5ms preprocess, 19.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000017.jpg: 384x640 2 Potholes, 19.4ms Speed: 2.8ms preprocess, 19.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000018.jpg: 384x640 1 Pothole, 19.3ms Speed: 2.3ms preprocess, 19.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000019.jpg: 384x640 1 Pothole, 19.5ms Speed: 2.3ms preprocess, 19.5ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000020.jpg: 384x640 2 Potholes, 19.4ms Speed: 2.4ms preprocess, 19.4ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000021.jpg: 384x640 1 Pothole, 18.1ms Speed: 2.8ms preprocess, 18.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000022.jpg: 384x640 (no detections), 17.9ms Speed: 2.1ms preprocess, 17.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000023.jpg: 384x640 (no detections), 18.0ms Speed: 2.4ms preprocess, 18.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000024.jpg: 384x640 (no detections), 18.3ms Speed: 2.2ms preprocess, 18.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000025.jpg: 384x640 1 Pothole, 17.9ms Speed: 2.5ms preprocess, 17.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000026.jpg: 384x640 (no detections), 17.5ms Speed: 2.2ms preprocess, 17.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000027.jpg: 384x640 (no detections), 17.5ms Speed: 3.0ms preprocess, 17.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000028.jpg: 384x640 (no detections), 17.4ms Speed: 2.3ms preprocess, 17.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000029.jpg: 384x640 (no detections), 17.5ms Speed: 2.3ms preprocess, 17.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000030.jpg: 384x640 (no detections), 17.8ms Speed: 2.7ms preprocess, 17.8ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000031.jpg: 384x640 1 Pothole, 17.2ms Speed: 2.4ms preprocess, 17.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000032.jpg: 384x640 1 Pothole, 17.4ms Speed: 2.4ms preprocess, 17.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000033.jpg: 384x640 1 Pothole, 17.5ms Speed: 3.9ms preprocess, 17.5ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000034.jpg: 384x640 2 Potholes, 20.0ms Speed: 2.3ms preprocess, 20.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000035.jpg: 384x640 1 Pothole, 16.9ms Speed: 2.4ms preprocess, 16.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000036.jpg: 384x640 (no detections), 17.0ms Speed: 2.3ms preprocess, 17.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000037.jpg: 384x640 (no detections), 16.9ms Speed: 2.3ms preprocess, 16.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000038.jpg: 384x640 (no detections), 17.0ms Speed: 2.9ms preprocess, 17.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000039.jpg: 384x640 1 Pothole, 17.7ms Speed: 7.0ms preprocess, 17.7ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000040.jpg: 384x640 1 Pothole, 16.9ms Speed: 3.5ms preprocess, 16.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000041.jpg: 384x640 (no detections), 16.8ms Speed: 2.4ms preprocess, 16.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000042.jpg: 384x640 1 Pothole, 16.8ms Speed: 2.6ms preprocess, 16.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000043.jpg: 384x640 1 Pothole, 17.0ms Speed: 2.5ms preprocess, 17.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000044.jpg: 384x640 (no detections), 16.9ms Speed: 2.5ms preprocess, 16.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000045.jpg: 384x640 (no detections), 16.9ms Speed: 2.5ms preprocess, 16.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000046.jpg: 384x640 2 Potholes, 17.6ms Speed: 2.6ms preprocess, 17.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000047.jpg: 384x640 4 Potholes, 17.4ms Speed: 2.4ms preprocess, 17.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000048.jpg: 384x640 2 Potholes, 16.5ms Speed: 2.3ms preprocess, 16.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000049.jpg: 384x640 1 Pothole, 16.9ms Speed: 2.3ms preprocess, 16.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000050.jpg: 384x640 1 Pothole, 16.4ms Speed: 2.5ms preprocess, 16.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000051.jpg: 384x640 1 Pothole, 16.5ms Speed: 2.5ms preprocess, 16.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000052.jpg: 384x640 (no detections), 16.5ms Speed: 2.9ms preprocess, 16.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000053.jpg: 384x640 (no detections), 16.5ms Speed: 2.4ms preprocess, 16.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000054.jpg: 384x640 1 Pothole, 16.6ms Speed: 2.4ms preprocess, 16.6ms inference, 4.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000055.jpg: 384x640 1 Pothole, 16.2ms Speed: 2.5ms preprocess, 16.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000056.jpg: 384x640 1 Pothole, 16.2ms Speed: 2.4ms preprocess, 16.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000057.jpg: 384x640 3 Potholes, 16.7ms Speed: 2.3ms preprocess, 16.7ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000058.jpg: 384x640 2 Potholes, 16.4ms Speed: 2.4ms preprocess, 16.4ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000059.jpg: 384x640 2 Potholes, 18.7ms Speed: 2.8ms preprocess, 18.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000060.jpg: 384x640 2 Potholes, 17.0ms Speed: 2.5ms preprocess, 17.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000061.jpg: 384x640 2 Potholes, 17.2ms Speed: 2.8ms preprocess, 17.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000062.jpg: 384x640 (no detections), 17.0ms Speed: 2.4ms preprocess, 17.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000063.jpg: 384x640 (no detections), 16.2ms Speed: 2.3ms preprocess, 16.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000064.jpg: 384x640 (no detections), 16.4ms Speed: 2.2ms preprocess, 16.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000065.jpg: 384x640 (no detections), 9.7ms Speed: 2.1ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000066.jpg: 384x640 1 Pothole, 7.2ms Speed: 1.6ms preprocess, 7.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000067.jpg: 384x640 (no detections), 6.6ms Speed: 1.9ms preprocess, 6.6ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000068.jpg: 384x640 (no detections), 7.4ms Speed: 1.5ms preprocess, 7.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000069.jpg: 384x640 (no detections), 17.3ms Speed: 2.0ms preprocess, 17.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000070.jpg: 384x640 (no detections), 9.7ms Speed: 1.8ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000071.jpg: 384x640 (no detections), 9.4ms Speed: 3.3ms preprocess, 9.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000072.jpg: 384x640 (no detections), 7.0ms Speed: 2.8ms preprocess, 7.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000073.jpg: 384x640 1 Pothole, 10.4ms Speed: 1.6ms preprocess, 10.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000074.jpg: 384x640 1 Pothole, 11.3ms Speed: 1.9ms preprocess, 11.3ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000075.jpg: 384x640 1 Pothole, 6.7ms Speed: 1.7ms preprocess, 6.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000076.jpg: 384x640 1 Pothole, 6.0ms Speed: 1.5ms preprocess, 6.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000077.jpg: 384x640 2 Potholes, 11.1ms Speed: 3.4ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000078.jpg: 384x640 1 Pothole, 7.1ms Speed: 2.3ms preprocess, 7.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000079.jpg: 384x640 (no detections), 5.9ms Speed: 1.5ms preprocess, 5.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000080.jpg: 384x640 (no detections), 7.2ms Speed: 1.8ms preprocess, 7.2ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000081.jpg: 384x640 (no detections), 6.1ms Speed: 1.9ms preprocess, 6.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000082.jpg: 384x640 2 Potholes, 6.0ms Speed: 1.7ms preprocess, 6.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000083.jpg: 384x640 1 Pothole, 7.0ms Speed: 1.6ms preprocess, 7.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000084.jpg: 384x640 (no detections), 6.8ms Speed: 1.5ms preprocess, 6.8ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000085.jpg: 384x640 1 Pothole, 9.2ms Speed: 1.9ms preprocess, 9.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000086.jpg: 384x640 (no detections), 6.8ms Speed: 1.5ms preprocess, 6.8ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000087.jpg: 384x640 (no detections), 6.3ms Speed: 1.4ms preprocess, 6.3ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000088.jpg: 384x640 (no detections), 6.6ms Speed: 1.6ms preprocess, 6.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000089.jpg: 384x640 (no detections), 6.3ms Speed: 1.6ms preprocess, 6.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000090.jpg: 384x640 (no detections), 7.8ms Speed: 1.7ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000091.jpg: 384x640 1 Pothole, 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000092.jpg: 384x640 (no detections), 6.5ms Speed: 1.6ms preprocess, 6.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000093.jpg: 384x640 (no detections), 7.3ms Speed: 1.5ms preprocess, 7.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000094.jpg: 384x640 2 Potholes, 7.5ms Speed: 1.5ms preprocess, 7.5ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000095.jpg: 384x640 (no detections), 6.9ms Speed: 1.5ms preprocess, 6.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000096.jpg: 384x640 (no detections), 6.1ms Speed: 1.4ms preprocess, 6.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000097.jpg: 384x640 1 Pothole, 5.9ms Speed: 1.4ms preprocess, 5.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000098.jpg: 384x640 (no detections), 6.2ms Speed: 1.5ms preprocess, 6.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000099.jpg: 384x640 1 Pothole, 7.9ms Speed: 2.7ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000100.jpg: 384x640 1 Pothole, 6.9ms Speed: 1.4ms preprocess, 6.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000101.jpg: 384x640 (no detections), 8.2ms Speed: 2.0ms preprocess, 8.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000102.jpg: 384x640 (no detections), 7.3ms Speed: 1.7ms preprocess, 7.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000103.jpg: 384x640 (no detections), 11.6ms Speed: 2.2ms preprocess, 11.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000104.jpg: 384x640 (no detections), 11.5ms Speed: 2.3ms preprocess, 11.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000105.jpg: 384x640 (no detections), 8.7ms Speed: 2.0ms preprocess, 8.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000106.jpg: 384x640 (no detections), 6.1ms Speed: 1.4ms preprocess, 6.1ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000107.jpg: 384x640 (no detections), 7.5ms Speed: 2.2ms preprocess, 7.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000108.jpg: 384x640 1 Pothole, 6.8ms Speed: 2.3ms preprocess, 6.8ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000109.jpg: 384x640 (no detections), 6.0ms Speed: 1.5ms preprocess, 6.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000110.jpg: 384x640 (no detections), 6.1ms Speed: 1.4ms preprocess, 6.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000111.jpg: 384x640 (no detections), 6.9ms Speed: 1.6ms preprocess, 6.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000112.jpg: 384x640 1 Pothole, 6.9ms Speed: 1.8ms preprocess, 6.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000113.jpg: 384x640 (no detections), 12.8ms Speed: 2.2ms preprocess, 12.8ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000114.jpg: 384x640 (no detections), 6.1ms Speed: 1.4ms preprocess, 6.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000115.jpg: 384x640 (no detections), 6.1ms Speed: 1.6ms preprocess, 6.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000116.jpg: 384x640 (no detections), 6.8ms Speed: 1.5ms preprocess, 6.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000117.jpg: 384x640 (no detections), 6.4ms Speed: 1.5ms preprocess, 6.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000118.jpg: 384x640 (no detections), 7.5ms Speed: 1.7ms preprocess, 7.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000119.jpg: 384x640 (no detections), 8.2ms Speed: 2.0ms preprocess, 8.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000120.jpg: 384x640 (no detections), 7.7ms Speed: 1.7ms preprocess, 7.7ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000121.jpg: 384x640 (no detections), 6.7ms Speed: 2.2ms preprocess, 6.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000122.jpg: 384x640 (no detections), 7.6ms Speed: 1.5ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000123.jpg: 384x640 (no detections), 12.1ms Speed: 1.9ms preprocess, 12.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000124.jpg: 384x640 (no detections), 7.5ms Speed: 1.5ms preprocess, 7.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000125.jpg: 384x640 1 Pothole, 11.1ms Speed: 2.5ms preprocess, 11.1ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000126.jpg: 384x640 1 Pothole, 7.7ms Speed: 1.5ms preprocess, 7.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000127.jpg: 384x640 1 Pothole, 7.6ms Speed: 1.6ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000128.jpg: 384x640 (no detections), 7.7ms Speed: 1.5ms preprocess, 7.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000129.jpg: 384x640 (no detections), 7.7ms Speed: 1.5ms preprocess, 7.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000130.jpg: 384x640 (no detections), 8.0ms Speed: 1.5ms preprocess, 8.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000131.jpg: 384x640 (no detections), 8.6ms Speed: 1.9ms preprocess, 8.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000132.jpg: 384x640 (no detections), 7.8ms Speed: 1.9ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000133.jpg: 384x640 (no detections), 7.7ms Speed: 1.5ms preprocess, 7.7ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000000.jpg: 384x640 (no detections), 8.0ms Speed: 1.8ms preprocess, 8.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000001.jpg: 384x640 (no detections), 8.0ms Speed: 1.6ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000002.jpg: 384x640 (no detections), 10.4ms Speed: 2.8ms preprocess, 10.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000003.jpg: 384x640 (no detections), 7.9ms Speed: 1.9ms preprocess, 7.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000004.jpg: 384x640 (no detections), 16.6ms Speed: 1.7ms preprocess, 16.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000005.jpg: 384x640 (no detections), 7.9ms Speed: 1.5ms preprocess, 7.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000006.jpg: 384x640 (no detections), 8.0ms Speed: 1.5ms preprocess, 8.0ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000007.jpg: 384x640 (no detections), 8.1ms Speed: 1.4ms preprocess, 8.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000008.jpg: 384x640 (no detections), 13.4ms Speed: 2.9ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000009.jpg: 384x640 (no detections), 8.1ms Speed: 1.6ms preprocess, 8.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000010.jpg: 384x640 (no detections), 8.0ms Speed: 1.4ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000011.jpg: 384x640 (no detections), 8.1ms Speed: 1.4ms preprocess, 8.1ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000012.jpg: 384x640 (no detections), 8.3ms Speed: 1.6ms preprocess, 8.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000013.jpg: 384x640 (no detections), 8.2ms Speed: 1.5ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000014.jpg: 384x640 (no detections), 8.4ms Speed: 2.0ms preprocess, 8.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000015.jpg: 384x640 (no detections), 8.3ms Speed: 1.8ms preprocess, 8.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000016.jpg: 384x640 (no detections), 8.2ms Speed: 1.4ms preprocess, 8.2ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000017.jpg: 384x640 (no detections), 8.3ms Speed: 1.8ms preprocess, 8.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000018.jpg: 384x640 (no detections), 8.2ms Speed: 1.4ms preprocess, 8.2ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000019.jpg: 384x640 (no detections), 12.3ms Speed: 1.6ms preprocess, 12.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000020.jpg: 384x640 (no detections), 8.4ms Speed: 1.4ms preprocess, 8.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000021.jpg: 384x640 (no detections), 8.4ms Speed: 1.4ms preprocess, 8.4ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000022.jpg: 384x640 (no detections), 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000023.jpg: 384x640 (no detections), 8.4ms Speed: 1.6ms preprocess, 8.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000024.jpg: 384x640 (no detections), 8.4ms Speed: 1.5ms preprocess, 8.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000025.jpg: 384x640 (no detections), 8.6ms Speed: 1.4ms preprocess, 8.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000026.jpg: 384x640 (no detections), 8.6ms Speed: 1.4ms preprocess, 8.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000027.jpg: 384x640 (no detections), 9.0ms Speed: 1.8ms preprocess, 9.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000028.jpg: 384x640 (no detections), 8.7ms Speed: 1.4ms preprocess, 8.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000029.jpg: 384x640 (no detections), 8.6ms Speed: 1.4ms preprocess, 8.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000030.jpg: 384x640 (no detections), 10.4ms Speed: 1.6ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000031.jpg: 384x640 (no detections), 10.5ms Speed: 1.4ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000032.jpg: 384x640 (no detections), 9.2ms Speed: 1.9ms preprocess, 9.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000033.jpg: 384x640 (no detections), 8.8ms Speed: 1.5ms preprocess, 8.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000034.jpg: 384x640 (no detections), 24.9ms Speed: 2.4ms preprocess, 24.9ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000035.jpg: 384x640 (no detections), 9.0ms Speed: 2.0ms preprocess, 9.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000036.jpg: 384x640 (no detections), 8.9ms Speed: 1.8ms preprocess, 8.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000037.jpg: 384x640 (no detections), 9.0ms Speed: 1.7ms preprocess, 9.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000038.jpg: 384x640 (no detections), 8.9ms Speed: 1.5ms preprocess, 8.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000039.jpg: 384x640 (no detections), 8.9ms Speed: 1.8ms preprocess, 8.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000040.jpg: 384x640 (no detections), 8.9ms Speed: 1.6ms preprocess, 8.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000041.jpg: 384x640 (no detections), 15.7ms Speed: 1.9ms preprocess, 15.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000042.jpg: 384x640 (no detections), 8.9ms Speed: 1.6ms preprocess, 8.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000043.jpg: 384x640 (no detections), 9.1ms Speed: 1.7ms preprocess, 9.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000044.jpg: 384x640 (no detections), 9.2ms Speed: 1.5ms preprocess, 9.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000045.jpg: 384x640 (no detections), 9.2ms Speed: 1.6ms preprocess, 9.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000046.jpg: 384x640 (no detections), 9.2ms Speed: 1.6ms preprocess, 9.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000047.jpg: 384x640 (no detections), 9.3ms Speed: 2.1ms preprocess, 9.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000048.jpg: 384x640 (no detections), 9.3ms Speed: 1.7ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000049.jpg: 384x640 (no detections), 9.1ms Speed: 1.5ms preprocess, 9.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000050.jpg: 384x640 (no detections), 9.3ms Speed: 1.5ms preprocess, 9.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000051.jpg: 384x640 (no detections), 13.8ms Speed: 1.5ms preprocess, 13.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000052.jpg: 384x640 (no detections), 9.3ms Speed: 1.4ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000053.jpg: 384x640 (no detections), 9.3ms Speed: 2.0ms preprocess, 9.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000054.jpg: 384x640 (no detections), 9.4ms Speed: 1.8ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000055.jpg: 384x640 (no detections), 9.3ms Speed: 1.5ms preprocess, 9.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000056.jpg: 384x640 (no detections), 9.5ms Speed: 1.5ms preprocess, 9.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000057.jpg: 384x640 (no detections), 9.4ms Speed: 1.5ms preprocess, 9.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000058.jpg: 384x640 (no detections), 9.5ms Speed: 1.4ms preprocess, 9.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000059.jpg: 384x640 (no detections), 9.6ms Speed: 2.0ms preprocess, 9.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000060.jpg: 384x640 (no detections), 9.5ms Speed: 1.5ms preprocess, 9.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000061.jpg: 384x640 (no detections), 9.4ms Speed: 1.6ms preprocess, 9.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000062.jpg: 384x640 (no detections), 9.5ms Speed: 1.6ms preprocess, 9.5ms inference, 5.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000063.jpg: 384x640 (no detections), 9.6ms Speed: 1.4ms preprocess, 9.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000064.jpg: 384x640 (no detections), 12.9ms Speed: 2.4ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000065.jpg: 384x640 (no detections), 9.7ms Speed: 1.6ms preprocess, 9.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000066.jpg: 384x640 (no detections), 9.9ms Speed: 1.6ms preprocess, 9.9ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000067.jpg: 384x640 (no detections), 9.6ms Speed: 1.5ms preprocess, 9.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000068.jpg: 384x640 (no detections), 9.9ms Speed: 1.4ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000069.jpg: 384x640 (no detections), 14.4ms Speed: 1.7ms preprocess, 14.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000070.jpg: 384x640 (no detections), 10.0ms Speed: 2.5ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000071.jpg: 384x640 (no detections), 10.0ms Speed: 1.6ms preprocess, 10.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000072.jpg: 384x640 (no detections), 9.8ms Speed: 1.6ms preprocess, 9.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000073.jpg: 384x640 (no detections), 9.7ms Speed: 1.4ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000074.jpg: 384x640 (no detections), 15.1ms Speed: 1.9ms preprocess, 15.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000075.jpg: 384x640 (no detections), 10.2ms Speed: 2.2ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000076.jpg: 384x640 (no detections), 10.2ms Speed: 1.8ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000077.jpg: 384x640 (no detections), 11.4ms Speed: 2.9ms preprocess, 11.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000078.jpg: 384x640 (no detections), 10.1ms Speed: 1.5ms preprocess, 10.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000079.jpg: 384x640 (no detections), 10.1ms Speed: 1.6ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000080.jpg: 384x640 (no detections), 10.2ms Speed: 1.5ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000081.jpg: 384x640 (no detections), 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000082.jpg: 384x640 (no detections), 10.3ms Speed: 1.5ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000083.jpg: 384x640 (no detections), 10.4ms Speed: 1.6ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000084.jpg: 384x640 (no detections), 10.3ms Speed: 1.8ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000085.jpg: 384x640 (no detections), 10.1ms Speed: 1.6ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000086.jpg: 384x640 (no detections), 10.5ms Speed: 1.5ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000087.jpg: 384x640 (no detections), 10.4ms Speed: 1.5ms preprocess, 10.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000088.jpg: 384x640 (no detections), 10.3ms Speed: 1.6ms preprocess, 10.3ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000089.jpg: 384x640 (no detections), 10.4ms Speed: 1.5ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000090.jpg: 384x640 (no detections), 10.5ms Speed: 1.8ms preprocess, 10.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000091.jpg: 384x640 (no detections), 10.4ms Speed: 1.5ms preprocess, 10.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000092.jpg: 384x640 (no detections), 10.4ms Speed: 1.5ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000093.jpg: 384x640 (no detections), 10.5ms Speed: 1.4ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000094.jpg: 384x640 (no detections), 10.5ms Speed: 1.4ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000095.jpg: 384x640 (no detections), 10.5ms Speed: 1.6ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000096.jpg: 384x640 (no detections), 10.6ms Speed: 1.6ms preprocess, 10.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000097.jpg: 384x640 (no detections), 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000098.jpg: 384x640 (no detections), 10.6ms Speed: 1.5ms preprocess, 10.6ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000099.jpg: 384x640 (no detections), 10.5ms Speed: 1.5ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000100.jpg: 384x640 (no detections), 10.6ms Speed: 1.5ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000101.jpg: 384x640 (no detections), 10.4ms Speed: 1.6ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000102.jpg: 384x640 (no detections), 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000103.jpg: 384x640 (no detections), 10.5ms Speed: 1.6ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000104.jpg: 384x640 (no detections), 10.6ms Speed: 1.8ms preprocess, 10.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000105.jpg: 384x640 (no detections), 11.0ms Speed: 1.8ms preprocess, 11.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000106.jpg: 384x640 (no detections), 16.4ms Speed: 1.8ms preprocess, 16.4ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000107.jpg: 384x640 (no detections), 10.8ms Speed: 1.9ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000108.jpg: 384x640 (no detections), 10.8ms Speed: 1.8ms preprocess, 10.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000109.jpg: 384x640 (no detections), 10.7ms Speed: 1.8ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000110.jpg: 384x640 (no detections), 10.8ms Speed: 1.5ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000111.jpg: 384x640 (no detections), 10.8ms Speed: 1.8ms preprocess, 10.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000112.jpg: 384x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000113.jpg: 384x640 (no detections), 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000114.jpg: 384x640 (no detections), 11.4ms Speed: 1.5ms preprocess, 11.4ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000115.jpg: 384x640 (no detections), 10.9ms Speed: 1.7ms preprocess, 10.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000116.jpg: 384x640 (no detections), 10.9ms Speed: 1.5ms preprocess, 10.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000117.jpg: 384x640 (no detections), 10.8ms Speed: 1.5ms preprocess, 10.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000118.jpg: 384x640 (no detections), 10.8ms Speed: 1.5ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000119.jpg: 384x640 (no detections), 10.8ms Speed: 1.5ms preprocess, 10.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000120.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000121.jpg: 384x640 (no detections), 11.2ms Speed: 1.8ms preprocess, 11.2ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000122.jpg: 384x640 (no detections), 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000123.jpg: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000124.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000125.jpg: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000126.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000127.jpg: 384x640 (no detections), 11.3ms Speed: 1.9ms preprocess, 11.3ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000128.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000129.jpg: 384x640 (no detections), 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000130.jpg: 384x640 (no detections), 11.3ms Speed: 1.9ms preprocess, 11.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000131.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000132.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000133.jpg: 384x640 (no detections), 11.4ms Speed: 2.6ms preprocess, 11.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000134.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000135.jpg: 384x640 (no detections), 12.4ms Speed: 1.7ms preprocess, 12.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000136.jpg: 384x640 (no detections), 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000137.jpg: 384x640 (no detections), 11.3ms Speed: 1.7ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000138.jpg: 384x640 (no detections), 12.0ms Speed: 1.7ms preprocess, 12.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000139.jpg: 384x640 (no detections), 11.4ms Speed: 2.0ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000140.jpg: 384x640 (no detections), 11.3ms Speed: 1.7ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000141.jpg: 384x640 (no detections), 11.4ms Speed: 1.5ms preprocess, 11.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000142.jpg: 384x640 (no detections), 11.4ms Speed: 1.8ms preprocess, 11.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000143.jpg: 384x640 (no detections), 11.4ms Speed: 2.5ms preprocess, 11.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000144.jpg: 384x640 (no detections), 11.5ms Speed: 1.8ms preprocess, 11.5ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000145.jpg: 384x640 (no detections), 13.5ms Speed: 3.4ms preprocess, 13.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000146.jpg: 384x640 (no detections), 11.6ms Speed: 1.4ms preprocess, 11.6ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000147.jpg: 384x640 (no detections), 11.6ms Speed: 1.6ms preprocess, 11.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000148.jpg: 384x640 (no detections), 11.6ms Speed: 1.8ms preprocess, 11.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000149.jpg: 384x640 (no detections), 11.6ms Speed: 1.4ms preprocess, 11.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000150.jpg: 384x640 (no detections), 11.6ms Speed: 1.8ms preprocess, 11.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000151.jpg: 384x640 (no detections), 11.5ms Speed: 1.7ms preprocess, 11.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000152.jpg: 384x640 (no detections), 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000153.jpg: 384x640 (no detections), 11.7ms Speed: 1.7ms preprocess, 11.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000154.jpg: 384x640 (no detections), 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 3.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000155.jpg: 384x640 (no detections), 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000156.jpg: 384x640 (no detections), 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000157.jpg: 384x640 (no detections), 12.0ms Speed: 2.5ms preprocess, 12.0ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000158.jpg: 384x640 (no detections), 11.7ms Speed: 1.6ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000159.jpg: 384x640 (no detections), 11.8ms Speed: 1.9ms preprocess, 11.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000160.jpg: 384x640 (no detections), 11.7ms Speed: 1.6ms preprocess, 11.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000161.jpg: 384x640 (no detections), 11.7ms Speed: 1.7ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000000.jpg: 384x640 (no detections), 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000001.jpg: 384x640 (no detections), 12.5ms Speed: 2.1ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000002.jpg: 384x640 (no detections), 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000003.jpg: 384x640 (no detections), 12.2ms Speed: 1.9ms preprocess, 12.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000004.jpg: 384x640 1 Pothole, 11.7ms Speed: 1.8ms preprocess, 11.7ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000005.jpg: 384x640 2 Potholes, 11.7ms Speed: 1.6ms preprocess, 11.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000006.jpg: 384x640 3 Potholes, 11.6ms Speed: 1.5ms preprocess, 11.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000007.jpg: 384x640 3 Potholes, 12.0ms Speed: 1.7ms preprocess, 12.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000008.jpg: 384x640 (no detections), 12.2ms Speed: 1.7ms preprocess, 12.2ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000009.jpg: 384x640 1 Pothole, 13.3ms Speed: 1.8ms preprocess, 13.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000010.jpg: 384x640 2 Potholes, 12.0ms Speed: 1.4ms preprocess, 12.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000011.jpg: 384x640 1 Pothole, 12.1ms Speed: 1.6ms preprocess, 12.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000012.jpg: 384x640 1 Pothole, 12.0ms Speed: 1.9ms preprocess, 12.0ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000013.jpg: 384x640 (no detections), 12.0ms Speed: 1.6ms preprocess, 12.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000014.jpg: 384x640 (no detections), 12.2ms Speed: 2.2ms preprocess, 12.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000015.jpg: 384x640 (no detections), 12.1ms Speed: 2.0ms preprocess, 12.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000016.jpg: 384x640 1 Pothole, 12.2ms Speed: 2.0ms preprocess, 12.2ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000017.jpg: 384x640 1 Pothole, 12.3ms Speed: 2.1ms preprocess, 12.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000018.jpg: 384x640 2 Potholes, 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000019.jpg: 384x640 (no detections), 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000020.jpg: 384x640 2 Potholes, 12.6ms Speed: 2.0ms preprocess, 12.6ms inference, 3.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000021.jpg: 384x640 (no detections), 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000022.jpg: 384x640 3 Potholes, 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000023.jpg: 384x640 5 Potholes, 12.6ms Speed: 1.6ms preprocess, 12.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000024.jpg: 384x640 6 Potholes, 12.6ms Speed: 1.6ms preprocess, 12.6ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000025.jpg: 384x640 3 Potholes, 12.7ms Speed: 2.2ms preprocess, 12.7ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000026.jpg: 384x640 3 Potholes, 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000027.jpg: 384x640 3 Potholes, 12.5ms Speed: 2.0ms preprocess, 12.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000028.jpg: 384x640 4 Potholes, 12.5ms Speed: 1.7ms preprocess, 12.5ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000029.jpg: 384x640 6 Potholes, 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000030.jpg: 384x640 2 Potholes, 12.6ms Speed: 1.8ms preprocess, 12.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000031.jpg: 384x640 2 Potholes, 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000032.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 4.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000033.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.8ms preprocess, 12.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000034.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000035.jpg: 384x640 (no detections), 13.0ms Speed: 2.0ms preprocess, 13.0ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000036.jpg: 384x640 1 Pothole, 12.9ms Speed: 2.4ms preprocess, 12.9ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000037.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.8ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000038.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000039.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000040.jpg: 384x640 (no detections), 12.7ms Speed: 1.8ms preprocess, 12.7ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000041.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000042.jpg: 384x640 (no detections), 16.2ms Speed: 2.4ms preprocess, 16.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000043.jpg: 384x640 (no detections), 20.8ms Speed: 3.2ms preprocess, 20.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000044.jpg: 384x640 (no detections), 20.8ms Speed: 2.5ms preprocess, 20.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000045.jpg: 384x640 (no detections), 20.6ms Speed: 2.4ms preprocess, 20.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000046.jpg: 384x640 (no detections), 20.7ms Speed: 3.0ms preprocess, 20.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000047.jpg: 384x640 1 Pothole, 19.2ms Speed: 2.6ms preprocess, 19.2ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000048.jpg: 384x640 (no detections), 19.3ms Speed: 3.0ms preprocess, 19.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000049.jpg: 384x640 1 Pothole, 19.1ms Speed: 2.4ms preprocess, 19.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000050.jpg: 384x640 1 Pothole, 18.9ms Speed: 2.7ms preprocess, 18.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000051.jpg: 384x640 1 Pothole, 18.8ms Speed: 2.6ms preprocess, 18.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000052.jpg: 384x640 1 Pothole, 19.0ms Speed: 2.5ms preprocess, 19.0ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000053.jpg: 384x640 1 Pothole, 18.9ms Speed: 3.0ms preprocess, 18.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000054.jpg: 384x640 (no detections), 18.9ms Speed: 2.3ms preprocess, 18.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000055.jpg: 384x640 (no detections), 18.9ms Speed: 2.4ms preprocess, 18.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000056.jpg: 384x640 4 Potholes, 18.0ms Speed: 2.4ms preprocess, 18.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000057.jpg: 384x640 3 Potholes, 18.0ms Speed: 2.6ms preprocess, 18.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000058.jpg: 384x640 3 Potholes, 19.4ms Speed: 2.3ms preprocess, 19.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000059.jpg: 384x640 2 Potholes, 18.1ms Speed: 2.6ms preprocess, 18.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000060.jpg: 384x640 1 Pothole, 18.2ms Speed: 2.9ms preprocess, 18.2ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000061.jpg: 384x640 1 Pothole, 17.9ms Speed: 3.1ms preprocess, 17.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000062.jpg: 384x640 (no detections), 17.9ms Speed: 2.4ms preprocess, 17.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000063.jpg: 384x640 (no detections), 17.8ms Speed: 2.3ms preprocess, 17.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000064.jpg: 384x640 (no detections), 18.0ms Speed: 2.3ms preprocess, 18.0ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000065.jpg: 384x640 1 Pothole, 17.4ms Speed: 2.1ms preprocess, 17.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000066.jpg: 384x640 (no detections), 17.4ms Speed: 2.3ms preprocess, 17.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000067.jpg: 384x640 (no detections), 17.6ms Speed: 3.1ms preprocess, 17.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000068.jpg: 384x640 1 Pothole, 17.6ms Speed: 2.5ms preprocess, 17.6ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000069.jpg: 384x640 2 Potholes, 17.3ms Speed: 2.1ms preprocess, 17.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000070.jpg: 384x640 (no detections), 17.1ms Speed: 2.5ms preprocess, 17.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000071.jpg: 384x640 1 Pothole, 17.1ms Speed: 2.5ms preprocess, 17.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000072.jpg: 384x640 3 Potholes, 17.3ms Speed: 2.4ms preprocess, 17.3ms inference, 5.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000073.jpg: 384x640 3 Potholes, 17.1ms Speed: 2.8ms preprocess, 17.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000074.jpg: 384x640 (no detections), 17.0ms Speed: 2.4ms preprocess, 17.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000075.jpg: 384x640 (no detections), 16.8ms Speed: 2.3ms preprocess, 16.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000076.jpg: 384x640 1 Pothole, 18.1ms Speed: 3.1ms preprocess, 18.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000077.jpg: 384x640 1 Pothole, 17.3ms Speed: 2.9ms preprocess, 17.3ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000078.jpg: 384x640 1 Pothole, 17.2ms Speed: 2.4ms preprocess, 17.2ms inference, 4.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000079.jpg: 384x640 (no detections), 17.1ms Speed: 3.2ms preprocess, 17.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000080.jpg: 384x640 (no detections), 17.4ms Speed: 2.3ms preprocess, 17.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000081.jpg: 384x640 (no detections), 17.8ms Speed: 2.5ms preprocess, 17.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000082.jpg: 384x640 (no detections), 16.7ms Speed: 2.3ms preprocess, 16.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000083.jpg: 384x640 1 Pothole, 17.1ms Speed: 3.2ms preprocess, 17.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000084.jpg: 384x640 1 Pothole, 17.0ms Speed: 2.6ms preprocess, 17.0ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000085.jpg: 384x640 (no detections), 16.6ms Speed: 3.3ms preprocess, 16.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000086.jpg: 384x640 (no detections), 16.9ms Speed: 2.9ms preprocess, 16.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000087.jpg: 384x640 1 Pothole, 17.1ms Speed: 2.5ms preprocess, 17.1ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000088.jpg: 384x640 1 Pothole, 18.2ms Speed: 3.2ms preprocess, 18.2ms inference, 5.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000089.jpg: 384x640 3 Potholes, 17.1ms Speed: 3.0ms preprocess, 17.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000090.jpg: 384x640 2 Potholes, 16.8ms Speed: 2.3ms preprocess, 16.8ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000091.jpg: 384x640 3 Potholes, 16.6ms Speed: 2.4ms preprocess, 16.6ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000092.jpg: 384x640 1 Pothole, 16.9ms Speed: 2.3ms preprocess, 16.9ms inference, 3.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000093.jpg: 384x640 (no detections), 16.9ms Speed: 2.7ms preprocess, 16.9ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000094.jpg: 384x640 (no detections), 17.2ms Speed: 3.9ms preprocess, 17.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000095.jpg: 384x640 (no detections), 16.7ms Speed: 2.8ms preprocess, 16.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000096.jpg: 384x640 (no detections), 17.4ms Speed: 3.0ms preprocess, 17.4ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000097.jpg: 384x640 (no detections), 16.5ms Speed: 2.3ms preprocess, 16.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000098.jpg: 384x640 (no detections), 16.8ms Speed: 3.6ms preprocess, 16.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000099.jpg: 384x640 1 Pothole, 16.7ms Speed: 2.9ms preprocess, 16.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000100.jpg: 384x640 (no detections), 16.7ms Speed: 2.5ms preprocess, 16.7ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000101.jpg: 384x640 (no detections), 16.6ms Speed: 2.4ms preprocess, 16.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000102.jpg: 384x640 (no detections), 16.6ms Speed: 2.5ms preprocess, 16.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000103.jpg: 384x640 (no detections), 16.6ms Speed: 2.5ms preprocess, 16.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000104.jpg: 384x640 (no detections), 17.1ms Speed: 2.8ms preprocess, 17.1ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000105.jpg: 384x640 (no detections), 16.5ms Speed: 2.8ms preprocess, 16.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000106.jpg: 384x640 (no detections), 16.5ms Speed: 2.3ms preprocess, 16.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000107.jpg: 384x640 (no detections), 16.4ms Speed: 2.3ms preprocess, 16.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000108.jpg: 384x640 (no detections), 16.8ms Speed: 2.7ms preprocess, 16.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000109.jpg: 384x640 1 Pothole, 16.4ms Speed: 2.4ms preprocess, 16.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000110.jpg: 384x640 3 Potholes, 16.6ms Speed: 4.1ms preprocess, 16.6ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000111.jpg: 384x640 1 Pothole, 16.2ms Speed: 2.6ms preprocess, 16.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000112.jpg: 384x640 1 Pothole, 16.5ms Speed: 2.2ms preprocess, 16.5ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000113.jpg: 384x640 2 Potholes, 16.3ms Speed: 2.6ms preprocess, 16.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000114.jpg: 384x640 (no detections), 16.4ms Speed: 2.4ms preprocess, 16.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000115.jpg: 384x640 (no detections), 16.4ms Speed: 2.5ms preprocess, 16.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000116.jpg: 384x640 1 Pothole, 17.3ms Speed: 3.9ms preprocess, 17.3ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000117.jpg: 384x640 (no detections), 16.3ms Speed: 2.3ms preprocess, 16.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000118.jpg: 384x640 (no detections), 16.4ms Speed: 2.8ms preprocess, 16.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000119.jpg: 384x640 1 Pothole, 16.6ms Speed: 2.7ms preprocess, 16.6ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000120.jpg: 384x640 (no detections), 22.4ms Speed: 2.5ms preprocess, 22.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000121.jpg: 384x640 (no detections), 16.6ms Speed: 4.0ms preprocess, 16.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000122.jpg: 384x640 (no detections), 16.2ms Speed: 2.9ms preprocess, 16.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000123.jpg: 384x640 (no detections), 16.3ms Speed: 4.2ms preprocess, 16.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000124.jpg: 384x640 (no detections), 16.7ms Speed: 2.5ms preprocess, 16.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000125.jpg: 384x640 (no detections), 16.3ms Speed: 2.5ms preprocess, 16.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000126.jpg: 384x640 1 Pothole, 16.4ms Speed: 2.4ms preprocess, 16.4ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000127.jpg: 384x640 1 Pothole, 16.2ms Speed: 3.2ms preprocess, 16.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000128.jpg: 384x640 (no detections), 16.4ms Speed: 2.3ms preprocess, 16.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000129.jpg: 384x640 (no detections), 16.3ms Speed: 2.6ms preprocess, 16.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000130.jpg: 384x640 (no detections), 16.1ms Speed: 2.3ms preprocess, 16.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000131.jpg: 384x640 (no detections), 16.2ms Speed: 2.4ms preprocess, 16.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000132.jpg: 384x640 (no detections), 7.4ms Speed: 2.4ms preprocess, 7.4ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000133.jpg: 384x640 (no detections), 6.4ms Speed: 1.4ms preprocess, 6.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000134.jpg: 384x640 (no detections), 7.1ms Speed: 1.7ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000135.jpg: 384x640 (no detections), 6.5ms Speed: 1.4ms preprocess, 6.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000136.jpg: 384x640 (no detections), 6.5ms Speed: 1.4ms preprocess, 6.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000137.jpg: 384x640 (no detections), 18.4ms Speed: 1.7ms preprocess, 18.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000138.jpg: 384x640 1 Pothole, 7.0ms Speed: 1.5ms preprocess, 7.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000139.jpg: 384x640 (no detections), 6.6ms Speed: 1.4ms preprocess, 6.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000140.jpg: 384x640 1 Pothole, 8.8ms Speed: 1.6ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000141.jpg: 384x640 (no detections), 6.9ms Speed: 1.4ms preprocess, 6.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000142.jpg: 384x640 (no detections), 7.9ms Speed: 1.9ms preprocess, 7.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000143.jpg: 384x640 (no detections), 7.4ms Speed: 1.6ms preprocess, 7.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000144.jpg: 384x640 (no detections), 6.4ms Speed: 1.6ms preprocess, 6.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000145.jpg: 384x640 1 Pothole, 13.5ms Speed: 2.0ms preprocess, 13.5ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000146.jpg: 384x640 (no detections), 6.0ms Speed: 1.6ms preprocess, 6.0ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000147.jpg: 384x640 (no detections), 6.5ms Speed: 1.4ms preprocess, 6.5ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000148.jpg: 384x640 1 Pothole, 6.8ms Speed: 1.5ms preprocess, 6.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000149.jpg: 384x640 3 Potholes, 8.4ms Speed: 1.7ms preprocess, 8.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000150.jpg: 384x640 1 Pothole, 6.7ms Speed: 1.5ms preprocess, 6.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000151.jpg: 384x640 2 Potholes, 6.5ms Speed: 1.5ms preprocess, 6.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000152.jpg: 384x640 (no detections), 6.3ms Speed: 1.4ms preprocess, 6.3ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000153.jpg: 384x640 (no detections), 7.4ms Speed: 1.6ms preprocess, 7.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000154.jpg: 384x640 1 Pothole, 6.8ms Speed: 1.4ms preprocess, 6.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000155.jpg: 384x640 1 Pothole, 12.8ms Speed: 3.0ms preprocess, 12.8ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7
InΒ [11]:
import os
Five_weather_data = r"D:\ASTC project\Dataset 3\Data\images"
for files in os.listdir(Five_weather_data):
image_path = os.path.join(Five_weather_data,files)
result = inference_Combined_small_model.predict(image_path ,conf = 0.25 ,save=True,device= "cuda")
image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000000.jpg: 384x640 1 Pothole, 72.1ms Speed: 3.6ms preprocess, 72.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000001.jpg: 384x640 (no detections), 7.4ms Speed: 1.2ms preprocess, 7.4ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000002.jpg: 384x640 (no detections), 6.8ms Speed: 1.5ms preprocess, 6.8ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000003.jpg: 384x640 (no detections), 9.3ms Speed: 1.4ms preprocess, 9.3ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000004.jpg: 384x640 (no detections), 6.8ms Speed: 1.7ms preprocess, 6.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000005.jpg: 384x640 (no detections), 9.1ms Speed: 1.2ms preprocess, 9.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000006.jpg: 384x640 (no detections), 7.5ms Speed: 1.3ms preprocess, 7.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000007.jpg: 384x640 1 Pothole, 9.1ms Speed: 1.3ms preprocess, 9.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000008.jpg: 384x640 2 Potholes, 7.4ms Speed: 1.2ms preprocess, 7.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000009.jpg: 384x640 1 Pothole, 7.9ms Speed: 1.3ms preprocess, 7.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000010.jpg: 384x640 (no detections), 6.7ms Speed: 1.5ms preprocess, 6.7ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000011.jpg: 384x640 (no detections), 8.7ms Speed: 1.2ms preprocess, 8.7ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000012.jpg: 384x640 (no detections), 7.1ms Speed: 1.9ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000013.jpg: 384x640 (no detections), 8.8ms Speed: 1.2ms preprocess, 8.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000014.jpg: 384x640 (no detections), 7.1ms Speed: 1.5ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000015.jpg: 384x640 (no detections), 8.0ms Speed: 1.4ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000016.jpg: 384x640 (no detections), 8.8ms Speed: 1.3ms preprocess, 8.8ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000017.jpg: 384x640 (no detections), 7.0ms Speed: 1.2ms preprocess, 7.0ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000018.jpg: 384x640 1 Pothole, 7.4ms Speed: 1.5ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000019.jpg: 384x640 (no detections), 8.9ms Speed: 1.3ms preprocess, 8.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000020.jpg: 384x640 (no detections), 9.0ms Speed: 1.3ms preprocess, 9.0ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000021.jpg: 384x640 1 Pothole, 9.3ms Speed: 1.5ms preprocess, 9.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000022.jpg: 384x640 (no detections), 8.6ms Speed: 1.2ms preprocess, 8.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000023.jpg: 384x640 (no detections), 10.4ms Speed: 1.4ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000024.jpg: 384x640 (no detections), 6.7ms Speed: 1.8ms preprocess, 6.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000025.jpg: 384x640 (no detections), 6.8ms Speed: 1.4ms preprocess, 6.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000026.jpg: 384x640 (no detections), 7.2ms Speed: 1.3ms preprocess, 7.2ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000027.jpg: 384x640 (no detections), 9.9ms Speed: 1.3ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000028.jpg: 384x640 (no detections), 7.8ms Speed: 1.6ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000029.jpg: 384x640 (no detections), 7.2ms Speed: 1.4ms preprocess, 7.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000030.jpg: 384x640 (no detections), 9.1ms Speed: 1.3ms preprocess, 9.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000031.jpg: 384x640 (no detections), 7.6ms Speed: 1.7ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000032.jpg: 384x640 (no detections), 8.1ms Speed: 1.2ms preprocess, 8.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000033.jpg: 384x640 (no detections), 9.7ms Speed: 1.3ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000034.jpg: 384x640 (no detections), 7.0ms Speed: 1.3ms preprocess, 7.0ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000035.jpg: 384x640 (no detections), 9.0ms Speed: 1.2ms preprocess, 9.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000036.jpg: 384x640 (no detections), 6.6ms Speed: 1.2ms preprocess, 6.6ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000037.jpg: 384x640 (no detections), 7.2ms Speed: 1.9ms preprocess, 7.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000038.jpg: 384x640 1 Pothole, 8.6ms Speed: 1.3ms preprocess, 8.6ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000039.jpg: 384x640 (no detections), 6.7ms Speed: 2.2ms preprocess, 6.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000040.jpg: 384x640 (no detections), 7.9ms Speed: 1.5ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000041.jpg: 384x640 (no detections), 6.7ms Speed: 1.9ms preprocess, 6.7ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000042.jpg: 384x640 1 Pothole, 7.4ms Speed: 1.2ms preprocess, 7.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000043.jpg: 384x640 (no detections), 7.0ms Speed: 2.3ms preprocess, 7.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000044.jpg: 384x640 (no detections), 7.0ms Speed: 1.3ms preprocess, 7.0ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000045.jpg: 384x640 (no detections), 6.8ms Speed: 2.0ms preprocess, 6.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000046.jpg: 384x640 1 Pothole, 9.0ms Speed: 1.4ms preprocess, 9.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000047.jpg: 384x640 1 Pothole, 9.2ms Speed: 1.3ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000048.jpg: 384x640 1 Pothole, 8.2ms Speed: 1.3ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000049.jpg: 384x640 (no detections), 7.1ms Speed: 1.3ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000050.jpg: 384x640 (no detections), 8.5ms Speed: 1.2ms preprocess, 8.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000051.jpg: 384x640 (no detections), 8.3ms Speed: 1.4ms preprocess, 8.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000052.jpg: 384x640 (no detections), 7.2ms Speed: 1.4ms preprocess, 7.2ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000053.jpg: 384x640 (no detections), 9.1ms Speed: 1.4ms preprocess, 9.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000054.jpg: 384x640 (no detections), 7.9ms Speed: 1.3ms preprocess, 7.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000055.jpg: 384x640 (no detections), 6.7ms Speed: 1.7ms preprocess, 6.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000056.jpg: 384x640 (no detections), 10.2ms Speed: 1.2ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000057.jpg: 384x640 (no detections), 8.8ms Speed: 1.9ms preprocess, 8.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000058.jpg: 384x640 (no detections), 7.1ms Speed: 1.3ms preprocess, 7.1ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000059.jpg: 384x640 (no detections), 7.0ms Speed: 2.0ms preprocess, 7.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000060.jpg: 384x640 (no detections), 9.7ms Speed: 1.3ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000061.jpg: 384x640 (no detections), 9.1ms Speed: 2.3ms preprocess, 9.1ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000062.jpg: 384x640 (no detections), 9.1ms Speed: 1.3ms preprocess, 9.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000063.jpg: 384x640 1 Pothole, 9.7ms Speed: 1.3ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000064.jpg: 384x640 1 Pothole, 9.4ms Speed: 1.3ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000065.jpg: 384x640 1 Pothole, 10.6ms Speed: 1.4ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000066.jpg: 384x640 1 Pothole, 10.0ms Speed: 1.5ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000067.jpg: 384x640 1 Pothole, 9.5ms Speed: 1.1ms preprocess, 9.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000068.jpg: 384x640 (no detections), 9.1ms Speed: 1.2ms preprocess, 9.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000069.jpg: 384x640 (no detections), 9.5ms Speed: 1.4ms preprocess, 9.5ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000070.jpg: 384x640 (no detections), 9.3ms Speed: 1.3ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000071.jpg: 384x640 (no detections), 9.5ms Speed: 1.4ms preprocess, 9.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000072.jpg: 384x640 (no detections), 9.7ms Speed: 1.8ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000073.jpg: 384x640 (no detections), 10.0ms Speed: 1.2ms preprocess, 10.0ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000074.jpg: 384x640 (no detections), 9.7ms Speed: 1.3ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000075.jpg: 384x640 1 Pothole, 9.4ms Speed: 1.7ms preprocess, 9.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000076.jpg: 384x640 (no detections), 10.1ms Speed: 1.3ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000077.jpg: 384x640 2 Potholes, 9.7ms Speed: 1.4ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000078.jpg: 384x640 1 Pothole, 9.9ms Speed: 1.3ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000079.jpg: 384x640 1 Pothole, 10.5ms Speed: 1.8ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000080.jpg: 384x640 1 Pothole, 9.5ms Speed: 1.6ms preprocess, 9.5ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000081.jpg: 384x640 1 Pothole, 9.7ms Speed: 1.6ms preprocess, 9.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000082.jpg: 384x640 (no detections), 9.4ms Speed: 1.3ms preprocess, 9.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000083.jpg: 384x640 1 Pothole, 10.4ms Speed: 1.4ms preprocess, 10.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000084.jpg: 384x640 (no detections), 10.1ms Speed: 2.0ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000085.jpg: 384x640 1 Pothole, 9.9ms Speed: 1.5ms preprocess, 9.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000086.jpg: 384x640 (no detections), 10.1ms Speed: 1.5ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000087.jpg: 384x640 (no detections), 9.9ms Speed: 1.8ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000088.jpg: 384x640 (no detections), 9.6ms Speed: 1.7ms preprocess, 9.6ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000089.jpg: 384x640 (no detections), 9.9ms Speed: 1.5ms preprocess, 9.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000090.jpg: 384x640 (no detections), 9.7ms Speed: 1.4ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000091.jpg: 384x640 (no detections), 9.7ms Speed: 1.7ms preprocess, 9.7ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000092.jpg: 384x640 (no detections), 10.0ms Speed: 1.5ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000093.jpg: 384x640 3 Potholes, 10.0ms Speed: 1.5ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000094.jpg: 384x640 1 Pothole, 11.9ms Speed: 1.6ms preprocess, 11.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000095.jpg: 384x640 1 Pothole, 9.7ms Speed: 1.5ms preprocess, 9.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000096.jpg: 384x640 1 Pothole, 10.2ms Speed: 1.5ms preprocess, 10.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000097.jpg: 384x640 1 Pothole, 10.3ms Speed: 1.4ms preprocess, 10.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000098.jpg: 384x640 (no detections), 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000099.jpg: 384x640 1 Pothole, 9.8ms Speed: 1.4ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000100.jpg: 384x640 2 Potholes, 10.1ms Speed: 1.5ms preprocess, 10.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000101.jpg: 384x640 1 Pothole, 9.8ms Speed: 1.5ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000102.jpg: 384x640 1 Pothole, 10.1ms Speed: 1.6ms preprocess, 10.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000103.jpg: 384x640 1 Pothole, 10.2ms Speed: 1.8ms preprocess, 10.2ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000104.jpg: 384x640 (no detections), 10.5ms Speed: 1.6ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000105.jpg: 384x640 (no detections), 9.9ms Speed: 1.4ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000106.jpg: 384x640 1 Pothole, 10.4ms Speed: 2.1ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000107.jpg: 384x640 (no detections), 10.4ms Speed: 1.5ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000108.jpg: 384x640 2 Potholes, 9.9ms Speed: 1.4ms preprocess, 9.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000109.jpg: 384x640 3 Potholes, 9.9ms Speed: 1.5ms preprocess, 9.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000110.jpg: 384x640 2 Potholes, 10.1ms Speed: 1.6ms preprocess, 10.1ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000111.jpg: 384x640 4 Potholes, 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000112.jpg: 384x640 2 Potholes, 10.0ms Speed: 1.6ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000113.jpg: 384x640 1 Pothole, 10.6ms Speed: 2.0ms preprocess, 10.6ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000114.jpg: 384x640 2 Potholes, 10.3ms Speed: 2.1ms preprocess, 10.3ms inference, 3.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000115.jpg: 384x640 1 Pothole, 14.1ms Speed: 2.4ms preprocess, 14.1ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000116.jpg: 384x640 3 Potholes, 11.5ms Speed: 1.8ms preprocess, 11.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000117.jpg: 384x640 1 Pothole, 10.8ms Speed: 2.2ms preprocess, 10.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000118.jpg: 384x640 2 Potholes, 11.0ms Speed: 1.7ms preprocess, 11.0ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000119.jpg: 384x640 3 Potholes, 10.4ms Speed: 2.5ms preprocess, 10.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000120.jpg: 384x640 4 Potholes, 10.4ms Speed: 1.7ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000121.jpg: 384x640 2 Potholes, 10.6ms Speed: 1.7ms preprocess, 10.6ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000122.jpg: 384x640 (no detections), 11.0ms Speed: 1.7ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000123.jpg: 384x640 1 Pothole, 10.7ms Speed: 2.2ms preprocess, 10.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000124.jpg: 384x640 (no detections), 11.2ms Speed: 2.1ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000125.jpg: 384x640 (no detections), 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000126.jpg: 384x640 (no detections), 10.7ms Speed: 1.6ms preprocess, 10.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000127.jpg: 384x640 (no detections), 12.4ms Speed: 1.6ms preprocess, 12.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000128.jpg: 384x640 (no detections), 11.0ms Speed: 1.6ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000129.jpg: 384x640 (no detections), 10.5ms Speed: 1.4ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000130.jpg: 384x640 (no detections), 10.8ms Speed: 1.5ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000131.jpg: 384x640 (no detections), 10.7ms Speed: 1.6ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000132.jpg: 384x640 (no detections), 16.5ms Speed: 2.2ms preprocess, 16.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000133.jpg: 384x640 1 Pothole, 11.0ms Speed: 2.4ms preprocess, 11.0ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000134.jpg: 384x640 2 Potholes, 10.9ms Speed: 1.5ms preprocess, 10.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000135.jpg: 384x640 2 Potholes, 10.9ms Speed: 1.6ms preprocess, 10.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000136.jpg: 384x640 2 Potholes, 11.0ms Speed: 1.8ms preprocess, 11.0ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000137.jpg: 384x640 3 Potholes, 11.3ms Speed: 2.0ms preprocess, 11.3ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000138.jpg: 384x640 2 Potholes, 11.0ms Speed: 1.5ms preprocess, 11.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000139.jpg: 384x640 (no detections), 16.3ms Speed: 3.2ms preprocess, 16.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000140.jpg: 384x640 (no detections), 14.3ms Speed: 3.3ms preprocess, 14.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000141.jpg: 384x640 1 Pothole, 11.5ms Speed: 1.8ms preprocess, 11.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000142.jpg: 384x640 (no detections), 11.4ms Speed: 1.6ms preprocess, 11.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000143.jpg: 384x640 1 Pothole, 13.9ms Speed: 2.1ms preprocess, 13.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000144.jpg: 384x640 1 Pothole, 12.0ms Speed: 1.6ms preprocess, 12.0ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000145.jpg: 384x640 1 Pothole, 11.5ms Speed: 2.3ms preprocess, 11.5ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000146.jpg: 384x640 (no detections), 11.2ms Speed: 2.3ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000147.jpg: 384x640 1 Pothole, 11.4ms Speed: 2.8ms preprocess, 11.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000148.jpg: 384x640 (no detections), 12.2ms Speed: 2.6ms preprocess, 12.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000149.jpg: 384x640 1 Pothole, 14.2ms Speed: 2.3ms preprocess, 14.2ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000150.jpg: 384x640 2 Potholes, 11.6ms Speed: 2.0ms preprocess, 11.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000151.jpg: 384x640 1 Pothole, 13.0ms Speed: 3.3ms preprocess, 13.0ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000152.jpg: 384x640 3 Potholes, 17.1ms Speed: 2.4ms preprocess, 17.1ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000153.jpg: 384x640 3 Potholes, 13.4ms Speed: 2.7ms preprocess, 13.4ms inference, 4.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000154.jpg: 384x640 2 Potholes, 15.4ms Speed: 2.1ms preprocess, 15.4ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000155.jpg: 384x640 2 Potholes, 12.3ms Speed: 4.5ms preprocess, 12.3ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000156.jpg: 384x640 1 Pothole, 19.4ms Speed: 3.0ms preprocess, 19.4ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000157.jpg: 384x640 1 Pothole, 11.9ms Speed: 1.9ms preprocess, 11.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000158.jpg: 384x640 1 Pothole, 12.1ms Speed: 3.3ms preprocess, 12.1ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000159.jpg: 384x640 (no detections), 14.2ms Speed: 3.3ms preprocess, 14.2ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000160.jpg: 384x640 (no detections), 16.3ms Speed: 1.9ms preprocess, 16.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000161.jpg: 384x640 2 Potholes, 12.3ms Speed: 1.9ms preprocess, 12.3ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000162.jpg: 384x640 2 Potholes, 12.2ms Speed: 2.1ms preprocess, 12.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000163.jpg: 384x640 1 Pothole, 13.8ms Speed: 2.1ms preprocess, 13.8ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000164.jpg: 384x640 3 Potholes, 12.9ms Speed: 1.8ms preprocess, 12.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000165.jpg: 384x640 1 Pothole, 12.2ms Speed: 1.8ms preprocess, 12.2ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000166.jpg: 384x640 1 Pothole, 12.3ms Speed: 2.4ms preprocess, 12.3ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000167.jpg: 384x640 1 Pothole, 12.5ms Speed: 1.9ms preprocess, 12.5ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000168.jpg: 384x640 1 Pothole, 12.7ms Speed: 2.2ms preprocess, 12.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000169.jpg: 384x640 3 Potholes, 14.1ms Speed: 2.3ms preprocess, 14.1ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000170.jpg: 384x640 2 Potholes, 12.6ms Speed: 1.8ms preprocess, 12.6ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000171.jpg: 384x640 3 Potholes, 12.5ms Speed: 2.8ms preprocess, 12.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000172.jpg: 384x640 1 Pothole, 12.8ms Speed: 2.6ms preprocess, 12.8ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000173.jpg: 384x640 2 Potholes, 12.9ms Speed: 1.8ms preprocess, 12.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000174.jpg: 384x640 1 Pothole, 12.9ms Speed: 3.1ms preprocess, 12.9ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000175.jpg: 384x640 3 Potholes, 12.8ms Speed: 1.7ms preprocess, 12.8ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000176.jpg: 384x640 1 Pothole, 13.1ms Speed: 2.2ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000177.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000178.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.9ms preprocess, 12.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000179.jpg: 384x640 1 Pothole, 13.0ms Speed: 2.0ms preprocess, 13.0ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000180.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000181.jpg: 384x640 (no detections), 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000182.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000183.jpg: 384x640 (no detections), 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000184.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000185.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000186.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000187.jpg: 384x640 (no detections), 13.2ms Speed: 1.9ms preprocess, 13.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000188.jpg: 384x640 1 Pothole, 13.5ms Speed: 1.9ms preprocess, 13.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000189.jpg: 384x640 (no detections), 13.2ms Speed: 1.9ms preprocess, 13.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000190.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000191.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000192.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000193.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000194.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000195.jpg: 384x640 (no detections), 13.5ms Speed: 1.6ms preprocess, 13.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000196.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000197.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000198.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000199.jpg: 384x640 1 Pothole, 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000200.jpg: 384x640 (no detections), 13.3ms Speed: 2.1ms preprocess, 13.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000201.jpg: 384x640 (no detections), 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000202.jpg: 384x640 (no detections), 13.3ms Speed: 2.2ms preprocess, 13.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000203.jpg: 384x640 (no detections), 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000204.jpg: 384x640 (no detections), 13.4ms Speed: 1.7ms preprocess, 13.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000205.jpg: 384x640 (no detections), 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000206.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000207.jpg: 384x640 (no detections), 13.6ms Speed: 1.7ms preprocess, 13.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000208.jpg: 384x640 (no detections), 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000209.jpg: 384x640 (no detections), 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000210.jpg: 384x640 (no detections), 13.4ms Speed: 1.5ms preprocess, 13.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000211.jpg: 384x640 1 Pothole, 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000212.jpg: 384x640 3 Potholes, 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000213.jpg: 384x640 3 Potholes, 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000214.jpg: 384x640 4 Potholes, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000215.jpg: 384x640 5 Potholes, 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 3.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000216.jpg: 384x640 3 Potholes, 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000217.jpg: 384x640 1 Pothole, 13.0ms Speed: 2.0ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000218.jpg: 384x640 (no detections), 17.0ms Speed: 2.2ms preprocess, 17.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000219.jpg: 384x640 (no detections), 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000220.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000221.jpg: 384x640 1 Pothole, 13.2ms Speed: 1.4ms preprocess, 13.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000222.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000223.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000224.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000225.jpg: 384x640 1 Pothole, 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000226.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000227.jpg: 384x640 1 Pothole, 13.8ms Speed: 2.6ms preprocess, 13.8ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Ca_00000228.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000000.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000001.jpg: 384x640 (no detections), 13.2ms Speed: 1.8ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000002.jpg: 384x640 1 Pothole, 13.2ms Speed: 1.9ms preprocess, 13.2ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000003.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000004.jpg: 384x640 1 Pothole, 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000005.jpg: 384x640 3 Potholes, 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000006.jpg: 384x640 3 Potholes, 15.2ms Speed: 1.5ms preprocess, 15.2ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000007.jpg: 384x640 2 Potholes, 13.4ms Speed: 1.9ms preprocess, 13.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000008.jpg: 384x640 3 Potholes, 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000009.jpg: 384x640 3 Potholes, 13.6ms Speed: 1.8ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000010.jpg: 384x640 3 Potholes, 13.2ms Speed: 2.9ms preprocess, 13.2ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000011.jpg: 384x640 1 Pothole, 13.3ms Speed: 2.2ms preprocess, 13.3ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000012.jpg: 384x640 1 Pothole, 14.6ms Speed: 2.2ms preprocess, 14.6ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000013.jpg: 384x640 (no detections), 13.2ms Speed: 2.4ms preprocess, 13.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000014.jpg: 384x640 1 Pothole, 13.2ms Speed: 2.0ms preprocess, 13.2ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000015.jpg: 384x640 1 Pothole, 13.2ms Speed: 2.3ms preprocess, 13.2ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000016.jpg: 384x640 2 Potholes, 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000017.jpg: 384x640 2 Potholes, 16.7ms Speed: 3.1ms preprocess, 16.7ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000018.jpg: 384x640 2 Potholes, 13.1ms Speed: 2.5ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000019.jpg: 384x640 5 Potholes, 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000020.jpg: 384x640 4 Potholes, 13.6ms Speed: 1.9ms preprocess, 13.6ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000021.jpg: 384x640 3 Potholes, 13.2ms Speed: 2.3ms preprocess, 13.2ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000022.jpg: 384x640 1 Pothole, 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000023.jpg: 384x640 2 Potholes, 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000024.jpg: 384x640 1 Pothole, 13.2ms Speed: 2.0ms preprocess, 13.2ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000025.jpg: 384x640 (no detections), 14.6ms Speed: 2.7ms preprocess, 14.6ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000026.jpg: 384x640 (no detections), 14.6ms Speed: 2.4ms preprocess, 14.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000027.jpg: 384x640 (no detections), 14.6ms Speed: 2.3ms preprocess, 14.6ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000028.jpg: 384x640 1 Pothole, 14.6ms Speed: 2.9ms preprocess, 14.6ms inference, 4.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000029.jpg: 384x640 1 Pothole, 15.6ms Speed: 3.6ms preprocess, 15.6ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000030.jpg: 384x640 (no detections), 15.0ms Speed: 2.9ms preprocess, 15.0ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000031.jpg: 384x640 (no detections), 17.2ms Speed: 3.1ms preprocess, 17.2ms inference, 3.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000032.jpg: 384x640 (no detections), 19.1ms Speed: 3.1ms preprocess, 19.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000033.jpg: 384x640 (no detections), 15.3ms Speed: 2.5ms preprocess, 15.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000034.jpg: 384x640 (no detections), 15.7ms Speed: 3.0ms preprocess, 15.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000035.jpg: 384x640 (no detections), 15.2ms Speed: 2.8ms preprocess, 15.2ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000036.jpg: 384x640 1 Pothole, 15.6ms Speed: 2.5ms preprocess, 15.6ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000037.jpg: 384x640 3 Potholes, 15.7ms Speed: 1.8ms preprocess, 15.7ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000038.jpg: 384x640 2 Potholes, 15.7ms Speed: 1.9ms preprocess, 15.7ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000039.jpg: 384x640 2 Potholes, 15.5ms Speed: 2.7ms preprocess, 15.5ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000040.jpg: 384x640 1 Pothole, 15.7ms Speed: 2.2ms preprocess, 15.7ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000041.jpg: 384x640 1 Pothole, 15.9ms Speed: 1.6ms preprocess, 15.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000042.jpg: 384x640 1 Pothole, 15.7ms Speed: 2.2ms preprocess, 15.7ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000043.jpg: 384x640 1 Pothole, 16.2ms Speed: 2.7ms preprocess, 16.2ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000044.jpg: 384x640 1 Pothole, 15.9ms Speed: 2.6ms preprocess, 15.9ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000045.jpg: 384x640 (no detections), 15.9ms Speed: 2.4ms preprocess, 15.9ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000046.jpg: 384x640 1 Pothole, 16.0ms Speed: 1.5ms preprocess, 16.0ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000047.jpg: 384x640 1 Pothole, 18.7ms Speed: 2.9ms preprocess, 18.7ms inference, 3.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000048.jpg: 384x640 1 Pothole, 20.8ms Speed: 3.1ms preprocess, 20.8ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000049.jpg: 384x640 (no detections), 16.1ms Speed: 2.4ms preprocess, 16.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000050.jpg: 384x640 (no detections), 16.1ms Speed: 2.2ms preprocess, 16.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000051.jpg: 384x640 (no detections), 17.7ms Speed: 4.8ms preprocess, 17.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000052.jpg: 384x640 1 Pothole, 17.8ms Speed: 2.4ms preprocess, 17.8ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000053.jpg: 384x640 1 Pothole, 16.3ms Speed: 2.2ms preprocess, 16.3ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000054.jpg: 384x640 1 Pothole, 16.3ms Speed: 2.0ms preprocess, 16.3ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000055.jpg: 384x640 (no detections), 16.3ms Speed: 2.7ms preprocess, 16.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000056.jpg: 384x640 1 Pothole, 16.8ms Speed: 2.8ms preprocess, 16.8ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000057.jpg: 384x640 2 Potholes, 16.8ms Speed: 4.5ms preprocess, 16.8ms inference, 3.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000058.jpg: 384x640 3 Potholes, 16.8ms Speed: 3.0ms preprocess, 16.8ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000059.jpg: 384x640 2 Potholes, 17.7ms Speed: 3.8ms preprocess, 17.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000060.jpg: 384x640 3 Potholes, 18.2ms Speed: 2.9ms preprocess, 18.2ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000061.jpg: 384x640 3 Potholes, 19.8ms Speed: 3.0ms preprocess, 19.8ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000062.jpg: 384x640 3 Potholes, 17.2ms Speed: 3.3ms preprocess, 17.2ms inference, 3.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000063.jpg: 384x640 3 Potholes, 17.2ms Speed: 3.0ms preprocess, 17.2ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000064.jpg: 384x640 3 Potholes, 17.1ms Speed: 2.7ms preprocess, 17.1ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000065.jpg: 384x640 2 Potholes, 17.6ms Speed: 4.6ms preprocess, 17.6ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000066.jpg: 384x640 1 Pothole, 17.4ms Speed: 2.6ms preprocess, 17.4ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000067.jpg: 384x640 2 Potholes, 17.9ms Speed: 3.4ms preprocess, 17.9ms inference, 5.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000068.jpg: 384x640 2 Potholes, 17.6ms Speed: 4.2ms preprocess, 17.6ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000069.jpg: 384x640 (no detections), 18.5ms Speed: 3.1ms preprocess, 18.5ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000070.jpg: 384x640 2 Potholes, 17.7ms Speed: 3.2ms preprocess, 17.7ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000071.jpg: 384x640 1 Pothole, 17.6ms Speed: 2.8ms preprocess, 17.6ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000072.jpg: 384x640 1 Pothole, 18.1ms Speed: 2.0ms preprocess, 18.1ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000073.jpg: 384x640 2 Potholes, 18.2ms Speed: 2.5ms preprocess, 18.2ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000074.jpg: 384x640 1 Pothole, 18.1ms Speed: 2.8ms preprocess, 18.1ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000075.jpg: 384x640 3 Potholes, 18.3ms Speed: 2.4ms preprocess, 18.3ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000076.jpg: 384x640 4 Potholes, 18.7ms Speed: 2.0ms preprocess, 18.7ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000077.jpg: 384x640 3 Potholes, 18.3ms Speed: 2.9ms preprocess, 18.3ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000078.jpg: 384x640 4 Potholes, 18.2ms Speed: 2.5ms preprocess, 18.2ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000079.jpg: 384x640 3 Potholes, 18.3ms Speed: 2.2ms preprocess, 18.3ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000080.jpg: 384x640 2 Potholes, 18.5ms Speed: 2.5ms preprocess, 18.5ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000081.jpg: 384x640 3 Potholes, 18.4ms Speed: 2.1ms preprocess, 18.4ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000082.jpg: 384x640 2 Potholes, 18.2ms Speed: 2.3ms preprocess, 18.2ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000083.jpg: 384x640 2 Potholes, 18.5ms Speed: 1.9ms preprocess, 18.5ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000084.jpg: 384x640 1 Pothole, 18.4ms Speed: 2.0ms preprocess, 18.4ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000085.jpg: 384x640 1 Pothole, 18.3ms Speed: 2.4ms preprocess, 18.3ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000086.jpg: 384x640 (no detections), 18.4ms Speed: 2.2ms preprocess, 18.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000087.jpg: 384x640 (no detections), 18.7ms Speed: 2.3ms preprocess, 18.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000088.jpg: 384x640 1 Pothole, 18.8ms Speed: 1.7ms preprocess, 18.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000089.jpg: 384x640 (no detections), 19.3ms Speed: 2.4ms preprocess, 19.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000090.jpg: 384x640 (no detections), 18.9ms Speed: 2.8ms preprocess, 18.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000091.jpg: 384x640 (no detections), 18.8ms Speed: 2.5ms preprocess, 18.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000092.jpg: 384x640 (no detections), 18.7ms Speed: 1.7ms preprocess, 18.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000093.jpg: 384x640 (no detections), 18.9ms Speed: 2.3ms preprocess, 18.9ms inference, 3.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000094.jpg: 384x640 (no detections), 18.8ms Speed: 2.6ms preprocess, 18.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000095.jpg: 384x640 (no detections), 18.9ms Speed: 2.5ms preprocess, 18.9ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000096.jpg: 384x640 1 Pothole, 18.8ms Speed: 1.7ms preprocess, 18.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000097.jpg: 384x640 1 Pothole, 19.2ms Speed: 2.8ms preprocess, 19.2ms inference, 4.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000098.jpg: 384x640 2 Potholes, 18.9ms Speed: 2.9ms preprocess, 18.9ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000099.jpg: 384x640 3 Potholes, 18.8ms Speed: 2.4ms preprocess, 18.8ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000100.jpg: 384x640 2 Potholes, 18.8ms Speed: 2.2ms preprocess, 18.8ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000101.jpg: 384x640 3 Potholes, 18.8ms Speed: 2.5ms preprocess, 18.8ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000102.jpg: 384x640 2 Potholes, 18.8ms Speed: 2.5ms preprocess, 18.8ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000103.jpg: 384x640 2 Potholes, 18.9ms Speed: 2.7ms preprocess, 18.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000104.jpg: 384x640 1 Pothole, 18.9ms Speed: 2.4ms preprocess, 18.9ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000105.jpg: 384x640 1 Pothole, 18.8ms Speed: 2.4ms preprocess, 18.8ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000106.jpg: 384x640 1 Pothole, 18.8ms Speed: 2.6ms preprocess, 18.8ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000107.jpg: 384x640 1 Pothole, 18.8ms Speed: 1.8ms preprocess, 18.8ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000108.jpg: 384x640 (no detections), 18.7ms Speed: 1.8ms preprocess, 18.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000109.jpg: 384x640 (no detections), 18.7ms Speed: 1.8ms preprocess, 18.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000110.jpg: 384x640 (no detections), 18.7ms Speed: 1.6ms preprocess, 18.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000111.jpg: 384x640 1 Pothole, 19.1ms Speed: 4.5ms preprocess, 19.1ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000112.jpg: 384x640 1 Pothole, 18.8ms Speed: 2.4ms preprocess, 18.8ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000113.jpg: 384x640 1 Pothole, 18.8ms Speed: 1.7ms preprocess, 18.8ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000114.jpg: 384x640 2 Potholes, 19.4ms Speed: 1.6ms preprocess, 19.4ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000115.jpg: 384x640 1 Pothole, 18.9ms Speed: 2.3ms preprocess, 18.9ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000116.jpg: 384x640 1 Pothole, 19.0ms Speed: 2.3ms preprocess, 19.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000117.jpg: 384x640 (no detections), 18.6ms Speed: 2.3ms preprocess, 18.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000118.jpg: 384x640 (no detections), 18.7ms Speed: 1.6ms preprocess, 18.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000119.jpg: 384x640 (no detections), 18.7ms Speed: 1.5ms preprocess, 18.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000120.jpg: 384x640 (no detections), 18.7ms Speed: 1.5ms preprocess, 18.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000121.jpg: 384x640 (no detections), 18.7ms Speed: 1.5ms preprocess, 18.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000122.jpg: 384x640 1 Pothole, 16.4ms Speed: 2.8ms preprocess, 16.4ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000123.jpg: 384x640 (no detections), 16.3ms Speed: 1.6ms preprocess, 16.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000124.jpg: 384x640 (no detections), 16.6ms Speed: 1.6ms preprocess, 16.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000125.jpg: 384x640 (no detections), 16.4ms Speed: 2.4ms preprocess, 16.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000126.jpg: 384x640 (no detections), 16.4ms Speed: 1.6ms preprocess, 16.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000127.jpg: 384x640 (no detections), 16.4ms Speed: 1.5ms preprocess, 16.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000128.jpg: 384x640 (no detections), 16.4ms Speed: 2.3ms preprocess, 16.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000129.jpg: 384x640 1 Pothole, 16.4ms Speed: 2.6ms preprocess, 16.4ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000130.jpg: 384x640 1 Pothole, 17.7ms Speed: 3.6ms preprocess, 17.7ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000131.jpg: 384x640 1 Pothole, 16.9ms Speed: 2.6ms preprocess, 16.9ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000132.jpg: 384x640 (no detections), 16.5ms Speed: 2.5ms preprocess, 16.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000133.jpg: 384x640 (no detections), 16.5ms Speed: 2.3ms preprocess, 16.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000134.jpg: 384x640 1 Pothole, 16.5ms Speed: 1.7ms preprocess, 16.5ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000135.jpg: 384x640 2 Potholes, 17.0ms Speed: 2.5ms preprocess, 17.0ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000136.jpg: 384x640 (no detections), 16.5ms Speed: 2.6ms preprocess, 16.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000137.jpg: 384x640 2 Potholes, 16.4ms Speed: 2.4ms preprocess, 16.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000138.jpg: 384x640 1 Pothole, 16.5ms Speed: 2.5ms preprocess, 16.5ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000139.jpg: 384x640 1 Pothole, 16.4ms Speed: 2.0ms preprocess, 16.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000140.jpg: 384x640 (no detections), 16.3ms Speed: 1.6ms preprocess, 16.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000141.jpg: 384x640 (no detections), 16.5ms Speed: 2.0ms preprocess, 16.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000142.jpg: 384x640 (no detections), 16.4ms Speed: 1.9ms preprocess, 16.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000143.jpg: 384x640 (no detections), 15.8ms Speed: 1.4ms preprocess, 15.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000144.jpg: 384x640 (no detections), 15.7ms Speed: 1.6ms preprocess, 15.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000145.jpg: 384x640 (no detections), 15.8ms Speed: 1.7ms preprocess, 15.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000146.jpg: 384x640 (no detections), 15.9ms Speed: 1.8ms preprocess, 15.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000147.jpg: 384x640 (no detections), 15.8ms Speed: 1.8ms preprocess, 15.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000148.jpg: 384x640 1 Pothole, 15.8ms Speed: 2.2ms preprocess, 15.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000149.jpg: 384x640 (no detections), 16.3ms Speed: 1.7ms preprocess, 16.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000150.jpg: 384x640 (no detections), 15.5ms Speed: 2.2ms preprocess, 15.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000151.jpg: 384x640 (no detections), 15.6ms Speed: 1.7ms preprocess, 15.6ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000152.jpg: 384x640 (no detections), 16.8ms Speed: 2.6ms preprocess, 16.8ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000153.jpg: 384x640 (no detections), 16.6ms Speed: 2.8ms preprocess, 16.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000154.jpg: 384x640 (no detections), 15.5ms Speed: 2.1ms preprocess, 15.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000155.jpg: 384x640 (no detections), 15.5ms Speed: 2.2ms preprocess, 15.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000156.jpg: 384x640 (no detections), 15.4ms Speed: 2.3ms preprocess, 15.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000157.jpg: 384x640 (no detections), 15.4ms Speed: 1.8ms preprocess, 15.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000158.jpg: 384x640 (no detections), 15.5ms Speed: 1.4ms preprocess, 15.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000159.jpg: 384x640 (no detections), 15.5ms Speed: 1.7ms preprocess, 15.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000160.jpg: 384x640 (no detections), 15.5ms Speed: 1.9ms preprocess, 15.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000161.jpg: 384x640 (no detections), 15.4ms Speed: 2.0ms preprocess, 15.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000162.jpg: 384x640 (no detections), 15.4ms Speed: 1.6ms preprocess, 15.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000163.jpg: 384x640 (no detections), 15.5ms Speed: 2.6ms preprocess, 15.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000164.jpg: 384x640 (no detections), 15.4ms Speed: 2.1ms preprocess, 15.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000165.jpg: 384x640 (no detections), 15.5ms Speed: 2.2ms preprocess, 15.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000166.jpg: 384x640 (no detections), 15.6ms Speed: 3.0ms preprocess, 15.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000167.jpg: 384x640 (no detections), 15.5ms Speed: 2.3ms preprocess, 15.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000168.jpg: 384x640 (no detections), 15.5ms Speed: 2.3ms preprocess, 15.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000169.jpg: 384x640 (no detections), 15.4ms Speed: 2.2ms preprocess, 15.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000170.jpg: 384x640 (no detections), 15.4ms Speed: 1.6ms preprocess, 15.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000171.jpg: 384x640 (no detections), 15.9ms Speed: 2.4ms preprocess, 15.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000172.jpg: 384x640 (no detections), 16.0ms Speed: 2.6ms preprocess, 16.0ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000173.jpg: 384x640 1 Pothole, 15.5ms Speed: 2.3ms preprocess, 15.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000174.jpg: 384x640 (no detections), 15.4ms Speed: 1.7ms preprocess, 15.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000175.jpg: 384x640 (no detections), 15.6ms Speed: 1.6ms preprocess, 15.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000176.jpg: 384x640 (no detections), 15.5ms Speed: 2.2ms preprocess, 15.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000177.jpg: 384x640 (no detections), 16.1ms Speed: 2.0ms preprocess, 16.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000178.jpg: 384x640 (no detections), 15.7ms Speed: 1.8ms preprocess, 15.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000179.jpg: 384x640 (no detections), 15.4ms Speed: 1.7ms preprocess, 15.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000180.jpg: 384x640 (no detections), 15.4ms Speed: 1.8ms preprocess, 15.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000181.jpg: 384x640 (no detections), 15.5ms Speed: 1.6ms preprocess, 15.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000182.jpg: 384x640 (no detections), 15.6ms Speed: 2.3ms preprocess, 15.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000183.jpg: 384x640 (no detections), 15.4ms Speed: 1.6ms preprocess, 15.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000184.jpg: 384x640 (no detections), 15.5ms Speed: 2.4ms preprocess, 15.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000185.jpg: 384x640 1 Pothole, 15.5ms Speed: 2.5ms preprocess, 15.5ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000186.jpg: 384x640 1 Pothole, 15.5ms Speed: 1.5ms preprocess, 15.5ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000187.jpg: 384x640 1 Pothole, 15.4ms Speed: 1.8ms preprocess, 15.4ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000188.jpg: 384x640 1 Pothole, 16.4ms Speed: 1.9ms preprocess, 16.4ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000189.jpg: 384x640 1 Pothole, 15.7ms Speed: 2.4ms preprocess, 15.7ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000190.jpg: 384x640 (no detections), 16.2ms Speed: 2.4ms preprocess, 16.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000191.jpg: 384x640 (no detections), 16.1ms Speed: 3.9ms preprocess, 16.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000192.jpg: 384x640 (no detections), 15.8ms Speed: 2.3ms preprocess, 15.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000193.jpg: 384x640 1 Pothole, 15.9ms Speed: 1.9ms preprocess, 15.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000194.jpg: 384x640 1 Pothole, 15.8ms Speed: 1.6ms preprocess, 15.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000195.jpg: 384x640 (no detections), 15.8ms Speed: 2.0ms preprocess, 15.8ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000196.jpg: 384x640 (no detections), 15.7ms Speed: 1.6ms preprocess, 15.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000197.jpg: 384x640 (no detections), 15.7ms Speed: 1.5ms preprocess, 15.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000198.jpg: 384x640 (no detections), 15.8ms Speed: 2.0ms preprocess, 15.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000199.jpg: 384x640 (no detections), 15.7ms Speed: 1.5ms preprocess, 15.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000200.jpg: 384x640 (no detections), 14.0ms Speed: 1.7ms preprocess, 14.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_1_Pr_00000201.jpg: 384x640 (no detections), 14.2ms Speed: 2.5ms preprocess, 14.2ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000000.jpg: 384x640 2 Potholes, 14.2ms Speed: 1.7ms preprocess, 14.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000001.jpg: 384x640 (no detections), 14.4ms Speed: 1.8ms preprocess, 14.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000002.jpg: 384x640 (no detections), 14.0ms Speed: 1.9ms preprocess, 14.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000003.jpg: 384x640 (no detections), 15.8ms Speed: 2.4ms preprocess, 15.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000004.jpg: 384x640 (no detections), 14.2ms Speed: 2.3ms preprocess, 14.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000005.jpg: 384x640 (no detections), 14.1ms Speed: 1.8ms preprocess, 14.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000006.jpg: 384x640 (no detections), 15.1ms Speed: 2.6ms preprocess, 15.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000007.jpg: 384x640 (no detections), 14.2ms Speed: 2.3ms preprocess, 14.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000008.jpg: 384x640 (no detections), 16.7ms Speed: 2.2ms preprocess, 16.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000009.jpg: 384x640 (no detections), 16.1ms Speed: 2.6ms preprocess, 16.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000010.jpg: 384x640 (no detections), 14.2ms Speed: 1.6ms preprocess, 14.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000011.jpg: 384x640 (no detections), 14.2ms Speed: 2.4ms preprocess, 14.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000012.jpg: 384x640 (no detections), 14.1ms Speed: 2.6ms preprocess, 14.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000013.jpg: 384x640 (no detections), 14.1ms Speed: 2.2ms preprocess, 14.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000014.jpg: 384x640 1 Pothole, 14.4ms Speed: 2.5ms preprocess, 14.4ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000015.jpg: 384x640 (no detections), 14.3ms Speed: 2.5ms preprocess, 14.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000016.jpg: 384x640 (no detections), 14.9ms Speed: 1.6ms preprocess, 14.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000017.jpg: 384x640 (no detections), 15.1ms Speed: 3.0ms preprocess, 15.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000018.jpg: 384x640 (no detections), 14.3ms Speed: 2.4ms preprocess, 14.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000019.jpg: 384x640 (no detections), 14.1ms Speed: 1.9ms preprocess, 14.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000020.jpg: 384x640 (no detections), 14.2ms Speed: 2.3ms preprocess, 14.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000021.jpg: 384x640 (no detections), 14.7ms Speed: 1.8ms preprocess, 14.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000022.jpg: 384x640 (no detections), 14.0ms Speed: 1.7ms preprocess, 14.0ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000023.jpg: 384x640 (no detections), 14.3ms Speed: 2.3ms preprocess, 14.3ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000024.jpg: 384x640 (no detections), 17.7ms Speed: 3.0ms preprocess, 17.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000025.jpg: 384x640 (no detections), 14.2ms Speed: 2.7ms preprocess, 14.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000026.jpg: 384x640 (no detections), 14.1ms Speed: 1.8ms preprocess, 14.1ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000027.jpg: 384x640 (no detections), 14.2ms Speed: 2.2ms preprocess, 14.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000028.jpg: 384x640 (no detections), 14.1ms Speed: 1.6ms preprocess, 14.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000029.jpg: 384x640 (no detections), 14.1ms Speed: 2.1ms preprocess, 14.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000030.jpg: 384x640 1 Pothole, 14.3ms Speed: 2.4ms preprocess, 14.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000031.jpg: 384x640 1 Pothole, 14.1ms Speed: 1.6ms preprocess, 14.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000032.jpg: 384x640 (no detections), 14.2ms Speed: 1.7ms preprocess, 14.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000033.jpg: 384x640 (no detections), 14.6ms Speed: 2.5ms preprocess, 14.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000034.jpg: 384x640 (no detections), 14.2ms Speed: 2.7ms preprocess, 14.2ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000035.jpg: 384x640 1 Pothole, 14.4ms Speed: 2.5ms preprocess, 14.4ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000036.jpg: 384x640 (no detections), 14.2ms Speed: 3.0ms preprocess, 14.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000037.jpg: 384x640 1 Pothole, 15.3ms Speed: 2.1ms preprocess, 15.3ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000038.jpg: 384x640 (no detections), 15.9ms Speed: 2.2ms preprocess, 15.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000039.jpg: 384x640 (no detections), 15.3ms Speed: 2.2ms preprocess, 15.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000040.jpg: 384x640 (no detections), 15.2ms Speed: 1.6ms preprocess, 15.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000041.jpg: 384x640 (no detections), 15.8ms Speed: 3.1ms preprocess, 15.8ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000042.jpg: 384x640 (no detections), 15.7ms Speed: 2.5ms preprocess, 15.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000043.jpg: 384x640 (no detections), 15.7ms Speed: 1.8ms preprocess, 15.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000044.jpg: 384x640 1 Pothole, 15.8ms Speed: 2.4ms preprocess, 15.8ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000045.jpg: 384x640 1 Pothole, 15.8ms Speed: 1.8ms preprocess, 15.8ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000046.jpg: 384x640 1 Pothole, 15.9ms Speed: 2.1ms preprocess, 15.9ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000047.jpg: 384x640 1 Pothole, 18.0ms Speed: 3.9ms preprocess, 18.0ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000048.jpg: 384x640 (no detections), 15.9ms Speed: 1.9ms preprocess, 15.9ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000049.jpg: 384x640 2 Potholes, 16.2ms Speed: 2.7ms preprocess, 16.2ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000050.jpg: 384x640 1 Pothole, 16.5ms Speed: 3.9ms preprocess, 16.5ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000051.jpg: 384x640 1 Pothole, 16.1ms Speed: 2.3ms preprocess, 16.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000052.jpg: 384x640 3 Potholes, 16.0ms Speed: 1.7ms preprocess, 16.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000053.jpg: 384x640 3 Potholes, 16.2ms Speed: 2.3ms preprocess, 16.2ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000054.jpg: 384x640 2 Potholes, 16.3ms Speed: 2.2ms preprocess, 16.3ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000055.jpg: 384x640 (no detections), 16.5ms Speed: 3.2ms preprocess, 16.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000056.jpg: 384x640 2 Potholes, 16.3ms Speed: 1.8ms preprocess, 16.3ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000057.jpg: 384x640 2 Potholes, 16.6ms Speed: 3.4ms preprocess, 16.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000058.jpg: 384x640 2 Potholes, 16.4ms Speed: 1.7ms preprocess, 16.4ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000059.jpg: 384x640 (no detections), 16.4ms Speed: 1.5ms preprocess, 16.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000060.jpg: 384x640 (no detections), 16.3ms Speed: 1.7ms preprocess, 16.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000061.jpg: 384x640 (no detections), 16.4ms Speed: 2.2ms preprocess, 16.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000062.jpg: 384x640 (no detections), 16.5ms Speed: 1.6ms preprocess, 16.5ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000063.jpg: 384x640 (no detections), 16.6ms Speed: 3.0ms preprocess, 16.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000064.jpg: 384x640 1 Pothole, 16.5ms Speed: 2.4ms preprocess, 16.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000065.jpg: 384x640 1 Pothole, 16.7ms Speed: 1.8ms preprocess, 16.7ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000066.jpg: 384x640 (no detections), 16.7ms Speed: 1.6ms preprocess, 16.7ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000067.jpg: 384x640 2 Potholes, 16.7ms Speed: 1.5ms preprocess, 16.7ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000068.jpg: 384x640 (no detections), 16.5ms Speed: 1.5ms preprocess, 16.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000069.jpg: 384x640 1 Pothole, 16.5ms Speed: 2.1ms preprocess, 16.5ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000070.jpg: 384x640 3 Potholes, 15.8ms Speed: 2.7ms preprocess, 15.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000071.jpg: 384x640 1 Pothole, 15.7ms Speed: 1.6ms preprocess, 15.7ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000072.jpg: 384x640 (no detections), 15.7ms Speed: 2.3ms preprocess, 15.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000073.jpg: 384x640 1 Pothole, 15.7ms Speed: 2.2ms preprocess, 15.7ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000074.jpg: 384x640 1 Pothole, 15.6ms Speed: 1.9ms preprocess, 15.6ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000075.jpg: 384x640 2 Potholes, 15.8ms Speed: 1.7ms preprocess, 15.8ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000076.jpg: 384x640 (no detections), 15.6ms Speed: 1.8ms preprocess, 15.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000077.jpg: 384x640 2 Potholes, 15.7ms Speed: 3.2ms preprocess, 15.7ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000078.jpg: 384x640 1 Pothole, 15.7ms Speed: 2.4ms preprocess, 15.7ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000079.jpg: 384x640 (no detections), 18.7ms Speed: 2.9ms preprocess, 18.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000080.jpg: 384x640 1 Pothole, 15.7ms Speed: 2.2ms preprocess, 15.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000081.jpg: 384x640 1 Pothole, 15.6ms Speed: 1.6ms preprocess, 15.6ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000082.jpg: 384x640 (no detections), 15.7ms Speed: 2.3ms preprocess, 15.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000083.jpg: 384x640 (no detections), 15.6ms Speed: 1.6ms preprocess, 15.6ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000084.jpg: 384x640 (no detections), 15.6ms Speed: 2.6ms preprocess, 15.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000085.jpg: 384x640 (no detections), 15.7ms Speed: 1.9ms preprocess, 15.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000086.jpg: 384x640 (no detections), 15.6ms Speed: 1.5ms preprocess, 15.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000087.jpg: 384x640 (no detections), 15.6ms Speed: 1.6ms preprocess, 15.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000088.jpg: 384x640 (no detections), 15.8ms Speed: 2.3ms preprocess, 15.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000089.jpg: 384x640 (no detections), 15.7ms Speed: 1.7ms preprocess, 15.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000090.jpg: 384x640 (no detections), 15.7ms Speed: 1.9ms preprocess, 15.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000091.jpg: 384x640 (no detections), 15.7ms Speed: 3.7ms preprocess, 15.7ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000092.jpg: 384x640 (no detections), 15.7ms Speed: 2.3ms preprocess, 15.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000093.jpg: 384x640 1 Pothole, 15.6ms Speed: 2.1ms preprocess, 15.6ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000094.jpg: 384x640 2 Potholes, 15.6ms Speed: 2.3ms preprocess, 15.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000095.jpg: 384x640 3 Potholes, 15.9ms Speed: 2.3ms preprocess, 15.9ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000096.jpg: 384x640 2 Potholes, 15.6ms Speed: 1.6ms preprocess, 15.6ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000097.jpg: 384x640 1 Pothole, 15.6ms Speed: 1.6ms preprocess, 15.6ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000098.jpg: 384x640 (no detections), 15.9ms Speed: 1.7ms preprocess, 15.9ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000099.jpg: 384x640 (no detections), 15.6ms Speed: 1.6ms preprocess, 15.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000100.jpg: 384x640 1 Pothole, 15.6ms Speed: 1.5ms preprocess, 15.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000101.jpg: 384x640 1 Pothole, 15.6ms Speed: 1.7ms preprocess, 15.6ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Ca_00000102.jpg: 384x640 1 Pothole, 15.7ms Speed: 2.2ms preprocess, 15.7ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000000.jpg: 384x640 (no detections), 15.9ms Speed: 2.9ms preprocess, 15.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000001.jpg: 384x640 3 Potholes, 15.8ms Speed: 2.5ms preprocess, 15.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000002.jpg: 384x640 1 Pothole, 15.6ms Speed: 1.9ms preprocess, 15.6ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000003.jpg: 384x640 3 Potholes, 15.6ms Speed: 2.8ms preprocess, 15.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000004.jpg: 384x640 3 Potholes, 15.7ms Speed: 2.5ms preprocess, 15.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000005.jpg: 384x640 2 Potholes, 15.7ms Speed: 2.0ms preprocess, 15.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000006.jpg: 384x640 2 Potholes, 15.7ms Speed: 2.6ms preprocess, 15.7ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000007.jpg: 384x640 1 Pothole, 16.2ms Speed: 2.0ms preprocess, 16.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000008.jpg: 384x640 2 Potholes, 16.1ms Speed: 1.7ms preprocess, 16.1ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000009.jpg: 384x640 2 Potholes, 16.2ms Speed: 1.7ms preprocess, 16.2ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000010.jpg: 384x640 3 Potholes, 16.4ms Speed: 2.0ms preprocess, 16.4ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000011.jpg: 384x640 4 Potholes, 16.4ms Speed: 1.6ms preprocess, 16.4ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000012.jpg: 384x640 3 Potholes, 16.4ms Speed: 1.8ms preprocess, 16.4ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000013.jpg: 384x640 (no detections), 16.5ms Speed: 2.4ms preprocess, 16.5ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000014.jpg: 384x640 4 Potholes, 19.2ms Speed: 2.2ms preprocess, 19.2ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000015.jpg: 384x640 (no detections), 17.0ms Speed: 1.8ms preprocess, 17.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000016.jpg: 384x640 1 Pothole, 16.5ms Speed: 1.6ms preprocess, 16.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000017.jpg: 384x640 1 Pothole, 16.5ms Speed: 1.5ms preprocess, 16.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000018.jpg: 384x640 (no detections), 16.6ms Speed: 1.5ms preprocess, 16.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000019.jpg: 384x640 1 Pothole, 16.6ms Speed: 1.5ms preprocess, 16.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000020.jpg: 384x640 (no detections), 15.7ms Speed: 1.7ms preprocess, 15.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000021.jpg: 384x640 (no detections), 14.9ms Speed: 1.5ms preprocess, 14.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000022.jpg: 384x640 (no detections), 14.9ms Speed: 1.5ms preprocess, 14.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000023.jpg: 384x640 (no detections), 15.0ms Speed: 1.5ms preprocess, 15.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000024.jpg: 384x640 1 Pothole, 15.4ms Speed: 1.4ms preprocess, 15.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000025.jpg: 384x640 1 Pothole, 14.9ms Speed: 1.5ms preprocess, 14.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000026.jpg: 384x640 (no detections), 13.9ms Speed: 1.6ms preprocess, 13.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000027.jpg: 384x640 (no detections), 14.1ms Speed: 1.7ms preprocess, 14.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000028.jpg: 384x640 (no detections), 13.9ms Speed: 1.6ms preprocess, 13.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000029.jpg: 384x640 (no detections), 14.3ms Speed: 1.8ms preprocess, 14.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000030.jpg: 384x640 (no detections), 14.0ms Speed: 1.8ms preprocess, 14.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000031.jpg: 384x640 (no detections), 14.0ms Speed: 1.7ms preprocess, 14.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000032.jpg: 384x640 (no detections), 13.9ms Speed: 1.6ms preprocess, 13.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000033.jpg: 384x640 1 Pothole, 14.0ms Speed: 1.5ms preprocess, 14.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000034.jpg: 384x640 1 Pothole, 13.9ms Speed: 1.5ms preprocess, 13.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000035.jpg: 384x640 (no detections), 14.0ms Speed: 1.7ms preprocess, 14.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000036.jpg: 384x640 1 Pothole, 13.9ms Speed: 1.5ms preprocess, 13.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000037.jpg: 384x640 2 Potholes, 13.3ms Speed: 1.4ms preprocess, 13.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000038.jpg: 384x640 1 Pothole, 13.7ms Speed: 1.5ms preprocess, 13.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000039.jpg: 384x640 1 Pothole, 13.6ms Speed: 2.7ms preprocess, 13.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000040.jpg: 384x640 (no detections), 13.7ms Speed: 1.6ms preprocess, 13.7ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000041.jpg: 384x640 1 Pothole, 13.4ms Speed: 1.8ms preprocess, 13.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000042.jpg: 384x640 3 Potholes, 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000043.jpg: 384x640 2 Potholes, 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000044.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000045.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000046.jpg: 384x640 3 Potholes, 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000047.jpg: 384x640 2 Potholes, 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000048.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000049.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000050.jpg: 384x640 3 Potholes, 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000051.jpg: 384x640 2 Potholes, 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000052.jpg: 384x640 2 Potholes, 13.8ms Speed: 1.5ms preprocess, 13.8ms inference, 4.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000053.jpg: 384x640 2 Potholes, 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000054.jpg: 384x640 3 Potholes, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000055.jpg: 384x640 3 Potholes, 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000056.jpg: 384x640 3 Potholes, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000057.jpg: 384x640 2 Potholes, 12.7ms Speed: 1.7ms preprocess, 12.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000058.jpg: 384x640 2 Potholes, 12.9ms Speed: 2.0ms preprocess, 12.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000059.jpg: 384x640 1 Pothole, 12.8ms Speed: 2.3ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000060.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000061.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000062.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000063.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000064.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000065.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000066.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000067.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000068.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000069.jpg: 384x640 2 Potholes, 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000070.jpg: 384x640 2 Potholes, 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000071.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.7ms preprocess, 12.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000072.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000073.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.7ms preprocess, 12.8ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000074.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000075.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.7ms preprocess, 12.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000076.jpg: 384x640 (no detections), 12.9ms Speed: 1.9ms preprocess, 12.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000077.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000078.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000079.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000080.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000081.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000082.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000083.jpg: 384x640 2 Potholes, 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000084.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000085.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000086.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000087.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000088.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000089.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000090.jpg: 384x640 2 Potholes, 12.7ms Speed: 1.7ms preprocess, 12.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000091.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000092.jpg: 384x640 2 Potholes, 14.5ms Speed: 2.0ms preprocess, 14.5ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000093.jpg: 384x640 3 Potholes, 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000094.jpg: 384x640 2 Potholes, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000095.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.4ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000096.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000097.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000098.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000099.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000100.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000101.jpg: 384x640 (no detections), 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000102.jpg: 384x640 (no detections), 13.5ms Speed: 2.1ms preprocess, 13.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000103.jpg: 384x640 (no detections), 12.8ms Speed: 1.7ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000104.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000105.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000106.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000107.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000108.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000109.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000110.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000111.jpg: 384x640 1 Pothole, 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000112.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000113.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000114.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000115.jpg: 384x640 (no detections), 13.0ms Speed: 2.6ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000116.jpg: 384x640 (no detections), 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000117.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000118.jpg: 384x640 (no detections), 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000119.jpg: 384x640 (no detections), 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000120.jpg: 384x640 (no detections), 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000121.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000122.jpg: 384x640 (no detections), 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000123.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000124.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000125.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000126.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000127.jpg: 384x640 1 Pothole, 13.4ms Speed: 1.9ms preprocess, 13.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000128.jpg: 384x640 1 Pothole, 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000129.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000130.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000131.jpg: 384x640 (no detections), 13.5ms Speed: 2.7ms preprocess, 13.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_2_Pr_00000132.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000000.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000001.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000002.jpg: 384x640 (no detections), 13.8ms Speed: 1.5ms preprocess, 13.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000003.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000004.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000005.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000006.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000007.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000008.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000009.jpg: 384x640 (no detections), 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000010.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000011.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000012.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000013.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000014.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000015.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000016.jpg: 384x640 (no detections), 12.6ms Speed: 1.6ms preprocess, 12.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000017.jpg: 384x640 (no detections), 13.0ms Speed: 3.1ms preprocess, 13.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000018.jpg: 384x640 (no detections), 12.8ms Speed: 1.7ms preprocess, 12.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000019.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000020.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000021.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000022.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000023.jpg: 384x640 (no detections), 12.7ms Speed: 1.4ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000024.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000025.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000026.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000027.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000028.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000029.jpg: 384x640 (no detections), 12.7ms Speed: 1.7ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000030.jpg: 384x640 (no detections), 13.0ms Speed: 2.6ms preprocess, 13.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000031.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000032.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000033.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000034.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000035.jpg: 384x640 (no detections), 12.7ms Speed: 1.7ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000036.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000037.jpg: 384x640 1 Pothole, 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000038.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000039.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000040.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000041.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000042.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000043.jpg: 384x640 1 Pothole, 14.3ms Speed: 1.6ms preprocess, 14.3ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000044.jpg: 384x640 2 Potholes, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000045.jpg: 384x640 1 Pothole, 13.2ms Speed: 2.1ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000046.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000047.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000048.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000049.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000050.jpg: 384x640 (no detections), 12.6ms Speed: 1.7ms preprocess, 12.6ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000051.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.7ms preprocess, 12.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000052.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000053.jpg: 384x640 2 Potholes, 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000054.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.9ms preprocess, 12.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000055.jpg: 384x640 2 Potholes, 12.8ms Speed: 1.8ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000056.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000057.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000058.jpg: 384x640 (no detections), 12.8ms Speed: 2.3ms preprocess, 12.8ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000059.jpg: 384x640 (no detections), 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000060.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000061.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000062.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000063.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000064.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000065.jpg: 384x640 (no detections), 13.4ms Speed: 1.5ms preprocess, 13.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000066.jpg: 384x640 2 Potholes, 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000067.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000068.jpg: 384x640 (no detections), 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000069.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000070.jpg: 384x640 2 Potholes, 12.7ms Speed: 1.4ms preprocess, 12.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000071.jpg: 384x640 (no detections), 12.8ms Speed: 1.8ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000072.jpg: 384x640 (no detections), 12.7ms Speed: 1.7ms preprocess, 12.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000073.jpg: 384x640 1 Pothole, 13.2ms Speed: 1.4ms preprocess, 13.2ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000074.jpg: 384x640 1 Pothole, 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000075.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000076.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000077.jpg: 384x640 2 Potholes, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000078.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000079.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000080.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000081.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000082.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000083.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000084.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000085.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000086.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000087.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000088.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_100000089.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000000.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000001.jpg: 384x640 (no detections), 12.6ms Speed: 1.4ms preprocess, 12.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000002.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000003.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000004.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000005.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000006.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000007.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000008.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000009.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000010.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000011.jpg: 384x640 (no detections), 13.9ms Speed: 1.7ms preprocess, 13.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000012.jpg: 384x640 (no detections), 13.0ms Speed: 2.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000013.jpg: 384x640 (no detections), 13.2ms Speed: 2.0ms preprocess, 13.2ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000014.jpg: 384x640 (no detections), 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000015.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000016.jpg: 384x640 (no detections), 12.6ms Speed: 1.6ms preprocess, 12.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000017.jpg: 384x640 (no detections), 12.8ms Speed: 1.8ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000018.jpg: 384x640 (no detections), 12.8ms Speed: 2.0ms preprocess, 12.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000019.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000020.jpg: 384x640 (no detections), 12.8ms Speed: 1.8ms preprocess, 12.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000021.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000022.jpg: 384x640 (no detections), 12.4ms Speed: 1.6ms preprocess, 12.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000023.jpg: 384x640 (no detections), 12.7ms Speed: 1.7ms preprocess, 12.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000024.jpg: 384x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000025.jpg: 384x640 (no detections), 13.0ms Speed: 2.5ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000026.jpg: 384x640 (no detections), 12.4ms Speed: 2.0ms preprocess, 12.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000027.jpg: 384x640 (no detections), 12.5ms Speed: 1.8ms preprocess, 12.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000028.jpg: 384x640 (no detections), 12.4ms Speed: 1.6ms preprocess, 12.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000029.jpg: 384x640 (no detections), 12.4ms Speed: 1.5ms preprocess, 12.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000030.jpg: 384x640 1 Pothole, 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000031.jpg: 384x640 (no detections), 12.4ms Speed: 1.6ms preprocess, 12.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000032.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000033.jpg: 384x640 (no detections), 12.3ms Speed: 1.5ms preprocess, 12.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000034.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000035.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000036.jpg: 384x640 (no detections), 12.4ms Speed: 2.0ms preprocess, 12.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000037.jpg: 384x640 (no detections), 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000038.jpg: 384x640 (no detections), 12.1ms Speed: 1.6ms preprocess, 12.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000039.jpg: 384x640 2 Potholes, 12.1ms Speed: 1.6ms preprocess, 12.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000040.jpg: 384x640 (no detections), 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000041.jpg: 384x640 1 Pothole, 12.3ms Speed: 1.6ms preprocess, 12.3ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000042.jpg: 384x640 2 Potholes, 12.3ms Speed: 1.5ms preprocess, 12.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000043.jpg: 384x640 1 Pothole, 12.2ms Speed: 1.6ms preprocess, 12.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000044.jpg: 384x640 1 Pothole, 12.3ms Speed: 1.5ms preprocess, 12.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000045.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000046.jpg: 384x640 (no detections), 12.3ms Speed: 1.6ms preprocess, 12.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000047.jpg: 384x640 1 Pothole, 12.3ms Speed: 1.5ms preprocess, 12.3ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000048.jpg: 384x640 1 Pothole, 12.5ms Speed: 2.7ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000049.jpg: 384x640 (no detections), 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000050.jpg: 384x640 (no detections), 12.4ms Speed: 1.6ms preprocess, 12.4ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000051.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000052.jpg: 384x640 (no detections), 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000053.jpg: 384x640 (no detections), 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000054.jpg: 384x640 (no detections), 12.3ms Speed: 1.9ms preprocess, 12.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000055.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000056.jpg: 384x640 (no detections), 12.3ms Speed: 1.6ms preprocess, 12.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000057.jpg: 384x640 1 Pothole, 12.6ms Speed: 1.6ms preprocess, 12.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000058.jpg: 384x640 3 Potholes, 12.4ms Speed: 1.7ms preprocess, 12.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000059.jpg: 384x640 1 Pothole, 12.5ms Speed: 2.3ms preprocess, 12.5ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000060.jpg: 384x640 (no detections), 12.2ms Speed: 1.6ms preprocess, 12.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000061.jpg: 384x640 (no detections), 12.2ms Speed: 1.6ms preprocess, 12.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000062.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000063.jpg: 384x640 (no detections), 12.2ms Speed: 1.6ms preprocess, 12.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000064.jpg: 384x640 (no detections), 12.6ms Speed: 1.5ms preprocess, 12.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000065.jpg: 384x640 (no detections), 12.1ms Speed: 1.6ms preprocess, 12.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000066.jpg: 384x640 1 Pothole, 12.1ms Speed: 1.6ms preprocess, 12.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000067.jpg: 384x640 1 Pothole, 12.4ms Speed: 1.5ms preprocess, 12.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000068.jpg: 384x640 (no detections), 12.5ms Speed: 1.4ms preprocess, 12.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000069.jpg: 384x640 2 Potholes, 12.2ms Speed: 1.6ms preprocess, 12.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000070.jpg: 384x640 1 Pothole, 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000071.jpg: 384x640 (no detections), 12.3ms Speed: 1.8ms preprocess, 12.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000072.jpg: 384x640 (no detections), 12.4ms Speed: 2.5ms preprocess, 12.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000073.jpg: 384x640 (no detections), 12.3ms Speed: 1.6ms preprocess, 12.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000074.jpg: 384x640 (no detections), 12.2ms Speed: 1.6ms preprocess, 12.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000075.jpg: 384x640 (no detections), 12.1ms Speed: 1.6ms preprocess, 12.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000076.jpg: 384x640 2 Potholes, 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000077.jpg: 384x640 (no detections), 12.5ms Speed: 1.5ms preprocess, 12.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000078.jpg: 384x640 (no detections), 12.4ms Speed: 1.6ms preprocess, 12.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000079.jpg: 384x640 (no detections), 12.3ms Speed: 1.6ms preprocess, 12.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000080.jpg: 384x640 (no detections), 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000081.jpg: 384x640 1 Pothole, 12.1ms Speed: 1.7ms preprocess, 12.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000082.jpg: 384x640 (no detections), 12.1ms Speed: 1.6ms preprocess, 12.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000083.jpg: 384x640 (no detections), 12.3ms Speed: 2.3ms preprocess, 12.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000084.jpg: 384x640 (no detections), 12.2ms Speed: 1.6ms preprocess, 12.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000085.jpg: 384x640 (no detections), 12.6ms Speed: 1.7ms preprocess, 12.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000086.jpg: 384x640 1 Pothole, 12.6ms Speed: 1.9ms preprocess, 12.6ms inference, 6.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000087.jpg: 384x640 2 Potholes, 12.5ms Speed: 1.5ms preprocess, 12.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000088.jpg: 384x640 1 Pothole, 12.6ms Speed: 1.7ms preprocess, 12.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000089.jpg: 384x640 1 Pothole, 12.6ms Speed: 1.5ms preprocess, 12.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000090.jpg: 384x640 (no detections), 12.6ms Speed: 1.6ms preprocess, 12.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000091.jpg: 384x640 (no detections), 12.6ms Speed: 1.5ms preprocess, 12.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000092.jpg: 384x640 (no detections), 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000093.jpg: 384x640 (no detections), 12.6ms Speed: 1.5ms preprocess, 12.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000094.jpg: 384x640 1 Pothole, 12.8ms Speed: 2.3ms preprocess, 12.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000095.jpg: 384x640 (no detections), 12.6ms Speed: 1.6ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000096.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000097.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000098.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000099.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000100.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000101.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Ca_300000102.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000000.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000001.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000002.jpg: 384x640 (no detections), 12.8ms Speed: 1.8ms preprocess, 12.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000003.jpg: 384x640 (no detections), 13.2ms Speed: 2.2ms preprocess, 13.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000004.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000005.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000006.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000007.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000008.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000009.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000010.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000011.jpg: 384x640 (no detections), 12.9ms Speed: 1.8ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000012.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000013.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000014.jpg: 384x640 (no detections), 13.2ms Speed: 2.4ms preprocess, 13.2ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000015.jpg: 384x640 1 Pothole, 12.9ms Speed: 2.1ms preprocess, 12.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000016.jpg: 384x640 2 Potholes, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000017.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000018.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000019.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000020.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000021.jpg: 384x640 (no detections), 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000022.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000023.jpg: 384x640 2 Potholes, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000024.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000025.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000026.jpg: 384x640 (no detections), 13.4ms Speed: 2.2ms preprocess, 13.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000027.jpg: 384x640 (no detections), 13.2ms Speed: 2.3ms preprocess, 13.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000028.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000029.jpg: 384x640 2 Potholes, 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000030.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000031.jpg: 384x640 1 Pothole, 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000032.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000033.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000034.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000035.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000036.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000037.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000038.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000039.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000040.jpg: 384x640 2 Potholes, 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000041.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000042.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000043.jpg: 384x640 (no detections), 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000044.jpg: 384x640 (no detections), 13.2ms Speed: 1.9ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000045.jpg: 384x640 (no detections), 13.7ms Speed: 2.5ms preprocess, 13.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000046.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000047.jpg: 384x640 (no detections), 13.4ms Speed: 1.8ms preprocess, 13.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000048.jpg: 384x640 (no detections), 13.4ms Speed: 1.7ms preprocess, 13.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000049.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000050.jpg: 384x640 1 Pothole, 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000051.jpg: 384x640 2 Potholes, 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000052.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000053.jpg: 384x640 1 Pothole, 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000054.jpg: 384x640 1 Pothole, 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000055.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000056.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000057.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000058.jpg: 384x640 (no detections), 22.0ms Speed: 3.3ms preprocess, 22.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000059.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000060.jpg: 384x640 (no detections), 12.8ms Speed: 1.7ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000061.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000062.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000063.jpg: 384x640 2 Potholes, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000064.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000065.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000066.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000067.jpg: 384x640 (no detections), 12.8ms Speed: 2.1ms preprocess, 12.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000068.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000069.jpg: 384x640 (no detections), 13.0ms Speed: 2.0ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000070.jpg: 384x640 (no detections), 12.8ms Speed: 1.7ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000071.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000072.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000073.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000074.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000075.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000076.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000077.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000078.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000079.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000080.jpg: 384x640 (no detections), 13.2ms Speed: 2.6ms preprocess, 13.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000081.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000082.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000083.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000084.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000085.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000086.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000087.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000088.jpg: 384x640 (no detections), 13.0ms Speed: 2.8ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000089.jpg: 384x640 (no detections), 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000090.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000091.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000092.jpg: 384x640 2 Potholes, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000093.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_100000094.jpg: 384x640 (no detections), 12.9ms Speed: 1.4ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000000.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000001.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000002.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000003.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000004.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000005.jpg: 384x640 (no detections), 12.9ms Speed: 1.4ms preprocess, 12.9ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000006.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000007.jpg: 384x640 (no detections), 13.4ms Speed: 2.0ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000008.jpg: 384x640 (no detections), 13.8ms Speed: 2.6ms preprocess, 13.8ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000009.jpg: 384x640 (no detections), 12.9ms Speed: 2.5ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000010.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000011.jpg: 384x640 2 Potholes, 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000012.jpg: 384x640 3 Potholes, 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000013.jpg: 384x640 1 Pothole, 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000014.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000015.jpg: 384x640 2 Potholes, 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000016.jpg: 384x640 1 Pothole, 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000017.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000018.jpg: 384x640 (no detections), 13.5ms Speed: 2.6ms preprocess, 13.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000019.jpg: 384x640 1 Pothole, 14.2ms Speed: 1.8ms preprocess, 14.2ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000020.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000021.jpg: 384x640 1 Pothole, 13.7ms Speed: 1.6ms preprocess, 13.7ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000022.jpg: 384x640 (no detections), 13.4ms Speed: 1.8ms preprocess, 13.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000023.jpg: 384x640 (no detections), 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000024.jpg: 384x640 (no detections), 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000025.jpg: 384x640 1 Pothole, 13.3ms Speed: 1.4ms preprocess, 13.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000026.jpg: 384x640 (no detections), 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000027.jpg: 384x640 1 Pothole, 13.4ms Speed: 1.7ms preprocess, 13.4ms inference, 3.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000028.jpg: 384x640 2 Potholes, 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000029.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000030.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000031.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000032.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000033.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000034.jpg: 384x640 (no detections), 13.4ms Speed: 1.8ms preprocess, 13.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000035.jpg: 384x640 (no detections), 16.2ms Speed: 1.5ms preprocess, 16.2ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000036.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000037.jpg: 384x640 2 Potholes, 13.4ms Speed: 2.3ms preprocess, 13.4ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000038.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000039.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000040.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000041.jpg: 384x640 (no detections), 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000042.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000043.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000044.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000045.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000046.jpg: 384x640 3 Potholes, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000047.jpg: 384x640 2 Potholes, 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000048.jpg: 384x640 3 Potholes, 17.5ms Speed: 1.9ms preprocess, 17.5ms inference, 3.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000049.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000050.jpg: 384x640 1 Pothole, 13.5ms Speed: 2.1ms preprocess, 13.5ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000051.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000052.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000053.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000054.jpg: 384x640 (no detections), 13.3ms Speed: 2.2ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000055.jpg: 384x640 (no detections), 13.0ms Speed: 2.0ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000056.jpg: 384x640 (no detections), 13.1ms Speed: 2.3ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000057.jpg: 384x640 1 Pothole, 14.7ms Speed: 1.6ms preprocess, 14.7ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000058.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000059.jpg: 384x640 (no detections), 13.2ms Speed: 2.0ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000060.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000061.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000062.jpg: 384x640 (no detections), 13.6ms Speed: 1.8ms preprocess, 13.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000063.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000064.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000065.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000066.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000067.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000068.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000069.jpg: 384x640 (no detections), 13.2ms Speed: 2.5ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000070.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000071.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000072.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000073.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000074.jpg: 384x640 (no detections), 13.2ms Speed: 1.4ms preprocess, 13.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000075.jpg: 384x640 (no detections), 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000076.jpg: 384x640 (no detections), 13.5ms Speed: 1.6ms preprocess, 13.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000077.jpg: 384x640 (no detections), 13.5ms Speed: 1.6ms preprocess, 13.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000078.jpg: 384x640 (no detections), 14.0ms Speed: 1.4ms preprocess, 14.0ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000079.jpg: 384x640 (no detections), 13.7ms Speed: 2.3ms preprocess, 13.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000080.jpg: 384x640 (no detections), 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000081.jpg: 384x640 (no detections), 13.7ms Speed: 1.4ms preprocess, 13.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000082.jpg: 384x640 (no detections), 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000083.jpg: 384x640 (no detections), 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000084.jpg: 384x640 (no detections), 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000085.jpg: 384x640 (no detections), 14.1ms Speed: 1.4ms preprocess, 14.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000086.jpg: 384x640 (no detections), 13.6ms Speed: 1.8ms preprocess, 13.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000087.jpg: 384x640 (no detections), 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000088.jpg: 384x640 (no detections), 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000089.jpg: 384x640 (no detections), 13.7ms Speed: 1.6ms preprocess, 13.7ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000090.jpg: 384x640 (no detections), 13.8ms Speed: 2.4ms preprocess, 13.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000091.jpg: 384x640 (no detections), 13.8ms Speed: 1.5ms preprocess, 13.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000092.jpg: 384x640 (no detections), 13.8ms Speed: 2.1ms preprocess, 13.8ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000093.jpg: 384x640 (no detections), 13.7ms Speed: 1.5ms preprocess, 13.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000094.jpg: 384x640 (no detections), 13.7ms Speed: 1.8ms preprocess, 13.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000095.jpg: 384x640 1 Pothole, 13.8ms Speed: 1.6ms preprocess, 13.8ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_3_Pr_300000096.jpg: 384x640 (no detections), 13.9ms Speed: 1.5ms preprocess, 13.9ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000000.jpg: 384x640 (no detections), 13.9ms Speed: 1.5ms preprocess, 13.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000001.jpg: 384x640 (no detections), 13.8ms Speed: 1.5ms preprocess, 13.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000002.jpg: 384x640 (no detections), 14.3ms Speed: 2.0ms preprocess, 14.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000003.jpg: 384x640 1 Pothole, 14.4ms Speed: 2.1ms preprocess, 14.4ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000004.jpg: 384x640 (no detections), 14.2ms Speed: 1.9ms preprocess, 14.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000005.jpg: 384x640 (no detections), 14.0ms Speed: 1.9ms preprocess, 14.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000006.jpg: 384x640 (no detections), 13.8ms Speed: 1.6ms preprocess, 13.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000007.jpg: 384x640 (no detections), 13.8ms Speed: 1.4ms preprocess, 13.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000008.jpg: 384x640 (no detections), 13.9ms Speed: 1.4ms preprocess, 13.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000009.jpg: 384x640 (no detections), 13.9ms Speed: 1.7ms preprocess, 13.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000010.jpg: 384x640 (no detections), 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000011.jpg: 384x640 (no detections), 13.6ms Speed: 1.4ms preprocess, 13.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000012.jpg: 384x640 (no detections), 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000013.jpg: 384x640 (no detections), 13.8ms Speed: 2.4ms preprocess, 13.8ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000014.jpg: 384x640 (no detections), 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000015.jpg: 384x640 (no detections), 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000016.jpg: 384x640 (no detections), 13.4ms Speed: 1.5ms preprocess, 13.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000017.jpg: 384x640 (no detections), 13.4ms Speed: 1.5ms preprocess, 13.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000018.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000019.jpg: 384x640 (no detections), 13.4ms Speed: 1.5ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000020.jpg: 384x640 (no detections), 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000021.jpg: 384x640 (no detections), 14.6ms Speed: 1.7ms preprocess, 14.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000022.jpg: 384x640 (no detections), 13.5ms Speed: 2.0ms preprocess, 13.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000023.jpg: 384x640 (no detections), 13.8ms Speed: 1.5ms preprocess, 13.8ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000024.jpg: 384x640 (no detections), 13.4ms Speed: 1.4ms preprocess, 13.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000025.jpg: 384x640 (no detections), 13.5ms Speed: 1.4ms preprocess, 13.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000026.jpg: 384x640 (no detections), 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000027.jpg: 384x640 1 Pothole, 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000028.jpg: 384x640 (no detections), 13.4ms Speed: 1.7ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000029.jpg: 384x640 (no detections), 13.4ms Speed: 1.5ms preprocess, 13.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000030.jpg: 384x640 (no detections), 14.0ms Speed: 1.6ms preprocess, 14.0ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000031.jpg: 384x640 (no detections), 13.7ms Speed: 1.6ms preprocess, 13.7ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000032.jpg: 384x640 (no detections), 13.6ms Speed: 3.8ms preprocess, 13.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000033.jpg: 384x640 (no detections), 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000034.jpg: 384x640 (no detections), 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000035.jpg: 384x640 (no detections), 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000036.jpg: 384x640 (no detections), 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000037.jpg: 384x640 1 Pothole, 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000038.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000039.jpg: 384x640 1 Pothole, 13.6ms Speed: 1.3ms preprocess, 13.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000040.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000041.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000042.jpg: 384x640 1 Pothole, 13.4ms Speed: 2.1ms preprocess, 13.4ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000043.jpg: 384x640 1 Pothole, 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000044.jpg: 384x640 2 Potholes, 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000045.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000046.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000047.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000048.jpg: 384x640 (no detections), 14.4ms Speed: 1.5ms preprocess, 14.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000049.jpg: 384x640 (no detections), 12.8ms Speed: 1.4ms preprocess, 12.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000050.jpg: 384x640 (no detections), 17.7ms Speed: 2.4ms preprocess, 17.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000051.jpg: 384x640 (no detections), 13.1ms Speed: 3.6ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000052.jpg: 384x640 (no detections), 12.9ms Speed: 2.9ms preprocess, 12.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000053.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.4ms preprocess, 12.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000054.jpg: 384x640 (no detections), 12.9ms Speed: 1.4ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000055.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000056.jpg: 384x640 (no detections), 12.9ms Speed: 1.4ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000057.jpg: 384x640 (no detections), 12.9ms Speed: 1.4ms preprocess, 12.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000058.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 3.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000059.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000060.jpg: 384x640 2 Potholes, 12.9ms Speed: 1.4ms preprocess, 12.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000061.jpg: 384x640 2 Potholes, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000062.jpg: 384x640 1 Pothole, 13.0ms Speed: 2.3ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000063.jpg: 384x640 (no detections), 13.0ms Speed: 2.0ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000064.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000065.jpg: 384x640 2 Potholes, 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 3.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000066.jpg: 384x640 3 Potholes, 12.8ms Speed: 1.7ms preprocess, 12.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000067.jpg: 384x640 2 Potholes, 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000068.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000069.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000070.jpg: 384x640 (no detections), 12.8ms Speed: 1.7ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000071.jpg: 384x640 (no detections), 14.0ms Speed: 2.5ms preprocess, 14.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000072.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000073.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000074.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000075.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000076.jpg: 384x640 1 Pothole, 15.0ms Speed: 1.4ms preprocess, 15.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000077.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000078.jpg: 384x640 (no detections), 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000079.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000080.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000081.jpg: 384x640 3 Potholes, 12.9ms Speed: 1.4ms preprocess, 12.9ms inference, 3.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000082.jpg: 384x640 1 Pothole, 13.1ms Speed: 2.1ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000083.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000084.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000085.jpg: 384x640 (no detections), 12.8ms Speed: 1.4ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000086.jpg: 384x640 1 Pothole, 13.4ms Speed: 1.4ms preprocess, 13.4ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000087.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.4ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000088.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.4ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000089.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.4ms preprocess, 12.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000090.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 4.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000091.jpg: 384x640 (no detections), 12.9ms Speed: 2.5ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000092.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.4ms preprocess, 12.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000093.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000094.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000095.jpg: 384x640 (no detections), 12.8ms Speed: 1.7ms preprocess, 12.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000096.jpg: 384x640 (no detections), 12.8ms Speed: 1.4ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000097.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000098.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000099.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000100.jpg: 384x640 (no detections), 16.0ms Speed: 1.8ms preprocess, 16.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000101.jpg: 384x640 (no detections), 13.0ms Speed: 3.0ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000102.jpg: 384x640 (no detections), 16.2ms Speed: 2.6ms preprocess, 16.2ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000103.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000104.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000105.jpg: 384x640 (no detections), 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000106.jpg: 384x640 (no detections), 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000107.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000108.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000109.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000110.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000111.jpg: 384x640 2 Potholes, 12.9ms Speed: 2.2ms preprocess, 12.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000112.jpg: 384x640 (no detections), 12.4ms Speed: 1.5ms preprocess, 12.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000113.jpg: 384x640 (no detections), 12.4ms Speed: 1.7ms preprocess, 12.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000114.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_evening_00000115.jpg: 384x640 (no detections), 12.3ms Speed: 1.5ms preprocess, 12.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000000.jpg: 384x640 (no detections), 12.3ms Speed: 1.7ms preprocess, 12.3ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000001.jpg: 384x640 (no detections), 12.5ms Speed: 1.5ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000002.jpg: 384x640 (no detections), 12.3ms Speed: 1.5ms preprocess, 12.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000003.jpg: 384x640 (no detections), 12.6ms Speed: 1.6ms preprocess, 12.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000004.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000005.jpg: 384x640 (no detections), 12.7ms Speed: 2.1ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000006.jpg: 384x640 (no detections), 12.4ms Speed: 1.8ms preprocess, 12.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000007.jpg: 384x640 (no detections), 12.4ms Speed: 1.8ms preprocess, 12.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000008.jpg: 384x640 (no detections), 12.4ms Speed: 1.9ms preprocess, 12.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000009.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000010.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000011.jpg: 384x640 (no detections), 12.4ms Speed: 1.6ms preprocess, 12.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000012.jpg: 384x640 (no detections), 12.3ms Speed: 1.5ms preprocess, 12.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000013.jpg: 384x640 (no detections), 11.7ms Speed: 1.8ms preprocess, 11.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000014.jpg: 384x640 (no detections), 14.6ms Speed: 1.8ms preprocess, 14.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000015.jpg: 384x640 (no detections), 11.7ms Speed: 1.7ms preprocess, 11.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000016.jpg: 384x640 (no detections), 12.0ms Speed: 1.7ms preprocess, 12.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000017.jpg: 384x640 (no detections), 11.8ms Speed: 1.7ms preprocess, 11.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000018.jpg: 384x640 (no detections), 11.9ms Speed: 1.6ms preprocess, 11.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000019.jpg: 384x640 (no detections), 11.9ms Speed: 1.6ms preprocess, 11.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000020.jpg: 384x640 (no detections), 11.8ms Speed: 1.6ms preprocess, 11.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000021.jpg: 384x640 (no detections), 11.7ms Speed: 1.6ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000022.jpg: 384x640 (no detections), 11.8ms Speed: 1.7ms preprocess, 11.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000023.jpg: 384x640 (no detections), 12.1ms Speed: 2.3ms preprocess, 12.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000024.jpg: 384x640 (no detections), 11.8ms Speed: 2.0ms preprocess, 11.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000025.jpg: 384x640 (no detections), 12.2ms Speed: 1.6ms preprocess, 12.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000026.jpg: 384x640 (no detections), 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000027.jpg: 384x640 (no detections), 12.2ms Speed: 1.6ms preprocess, 12.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000028.jpg: 384x640 (no detections), 11.8ms Speed: 1.5ms preprocess, 11.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000029.jpg: 384x640 (no detections), 11.6ms Speed: 1.6ms preprocess, 11.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000030.jpg: 384x640 (no detections), 11.8ms Speed: 1.5ms preprocess, 11.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000031.jpg: 384x640 (no detections), 11.7ms Speed: 1.7ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000032.jpg: 384x640 (no detections), 11.5ms Speed: 1.9ms preprocess, 11.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000033.jpg: 384x640 (no detections), 11.5ms Speed: 1.8ms preprocess, 11.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000034.jpg: 384x640 (no detections), 11.4ms Speed: 1.6ms preprocess, 11.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000035.jpg: 384x640 (no detections), 11.4ms Speed: 1.7ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000036.jpg: 384x640 (no detections), 11.3ms Speed: 2.1ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000037.jpg: 384x640 (no detections), 11.5ms Speed: 1.7ms preprocess, 11.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000038.jpg: 384x640 (no detections), 11.5ms Speed: 2.1ms preprocess, 11.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000039.jpg: 384x640 (no detections), 11.5ms Speed: 2.0ms preprocess, 11.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000040.jpg: 384x640 (no detections), 14.7ms Speed: 1.9ms preprocess, 14.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000041.jpg: 384x640 (no detections), 11.8ms Speed: 1.9ms preprocess, 11.8ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000042.jpg: 384x640 (no detections), 11.7ms Speed: 1.8ms preprocess, 11.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000043.jpg: 384x640 (no detections), 11.6ms Speed: 1.5ms preprocess, 11.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000044.jpg: 384x640 (no detections), 11.4ms Speed: 1.6ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000045.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000046.jpg: 384x640 (no detections), 11.4ms Speed: 1.6ms preprocess, 11.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000047.jpg: 384x640 (no detections), 11.5ms Speed: 1.7ms preprocess, 11.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000048.jpg: 384x640 (no detections), 11.5ms Speed: 1.5ms preprocess, 11.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000049.jpg: 384x640 (no detections), 11.8ms Speed: 1.9ms preprocess, 11.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000050.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000051.jpg: 384x640 (no detections), 11.4ms Speed: 1.5ms preprocess, 11.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000052.jpg: 384x640 (no detections), 12.4ms Speed: 1.6ms preprocess, 12.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000053.jpg: 384x640 (no detections), 11.9ms Speed: 2.6ms preprocess, 11.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000054.jpg: 384x640 (no detections), 11.5ms Speed: 1.6ms preprocess, 11.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000055.jpg: 384x640 (no detections), 11.4ms Speed: 1.5ms preprocess, 11.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000056.jpg: 384x640 (no detections), 11.5ms Speed: 1.7ms preprocess, 11.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000057.jpg: 384x640 (no detections), 11.4ms Speed: 1.5ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000058.jpg: 384x640 (no detections), 15.2ms Speed: 2.1ms preprocess, 15.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000059.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000060.jpg: 384x640 (no detections), 11.3ms Speed: 1.7ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000061.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000062.jpg: 384x640 (no detections), 11.4ms Speed: 1.7ms preprocess, 11.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000063.jpg: 384x640 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000064.jpg: 384x640 (no detections), 11.8ms Speed: 1.6ms preprocess, 11.8ms inference, 4.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000065.jpg: 384x640 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000066.jpg: 384x640 (no detections), 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000067.jpg: 384x640 (no detections), 11.4ms Speed: 1.7ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000068.jpg: 384x640 (no detections), 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000069.jpg: 384x640 (no detections), 11.5ms Speed: 2.5ms preprocess, 11.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000070.jpg: 384x640 (no detections), 11.6ms Speed: 1.8ms preprocess, 11.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000071.jpg: 384x640 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000072.jpg: 384x640 (no detections), 11.4ms Speed: 1.8ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000073.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000074.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000075.jpg: 384x640 (no detections), 11.3ms Speed: 1.9ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000076.jpg: 384x640 (no detections), 11.4ms Speed: 1.5ms preprocess, 11.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000077.jpg: 384x640 (no detections), 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000078.jpg: 384x640 (no detections), 11.5ms Speed: 1.4ms preprocess, 11.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000079.jpg: 384x640 (no detections), 16.8ms Speed: 2.7ms preprocess, 16.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000080.jpg: 384x640 (no detections), 12.0ms Speed: 2.2ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000081.jpg: 384x640 (no detections), 11.4ms Speed: 2.4ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000082.jpg: 384x640 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000083.jpg: 384x640 (no detections), 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000084.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000085.jpg: 384x640 (no detections), 11.3ms Speed: 1.9ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000086.jpg: 384x640 (no detections), 11.4ms Speed: 1.7ms preprocess, 11.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000087.jpg: 384x640 (no detections), 12.2ms Speed: 1.9ms preprocess, 12.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000088.jpg: 384x640 (no detections), 22.5ms Speed: 2.7ms preprocess, 22.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000089.jpg: 384x640 (no detections), 11.7ms Speed: 2.1ms preprocess, 11.7ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000090.jpg: 384x640 (no detections), 11.3ms Speed: 1.9ms preprocess, 11.3ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000091.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000092.jpg: 384x640 (no detections), 11.3ms Speed: 1.7ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000093.jpg: 384x640 (no detections), 11.3ms Speed: 1.4ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000094.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000095.jpg: 384x640 (no detections), 11.3ms Speed: 1.7ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000096.jpg: 384x640 (no detections), 11.3ms Speed: 1.4ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000097.jpg: 384x640 (no detections), 11.4ms Speed: 1.6ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000098.jpg: 384x640 (no detections), 11.5ms Speed: 1.8ms preprocess, 11.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000099.jpg: 384x640 (no detections), 11.4ms Speed: 1.6ms preprocess, 11.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000100.jpg: 384x640 (no detections), 11.3ms Speed: 1.4ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000101.jpg: 384x640 (no detections), 12.6ms Speed: 1.7ms preprocess, 12.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000102.jpg: 384x640 (no detections), 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000103.jpg: 384x640 (no detections), 12.5ms Speed: 1.5ms preprocess, 12.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000104.jpg: 384x640 (no detections), 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000105.jpg: 384x640 (no detections), 11.4ms Speed: 1.6ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000106.jpg: 384x640 (no detections), 11.4ms Speed: 1.4ms preprocess, 11.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000107.jpg: 384x640 (no detections), 11.6ms Speed: 1.5ms preprocess, 11.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000108.jpg: 384x640 (no detections), 11.5ms Speed: 2.1ms preprocess, 11.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000109.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000110.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000111.jpg: 384x640 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000112.jpg: 384x640 (no detections), 11.3ms Speed: 1.4ms preprocess, 11.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000113.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000114.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000115.jpg: 384x640 (no detections), 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000116.jpg: 384x640 (no detections), 11.4ms Speed: 1.5ms preprocess, 11.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000117.jpg: 384x640 (no detections), 11.3ms Speed: 3.0ms preprocess, 11.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000118.jpg: 384x640 (no detections), 12.6ms Speed: 1.8ms preprocess, 12.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000119.jpg: 384x640 (no detections), 11.3ms Speed: 1.4ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000120.jpg: 384x640 (no detections), 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000121.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000122.jpg: 384x640 (no detections), 11.9ms Speed: 1.7ms preprocess, 11.9ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000123.jpg: 384x640 (no detections), 11.3ms Speed: 1.8ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000124.jpg: 384x640 (no detections), 11.6ms Speed: 1.5ms preprocess, 11.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000125.jpg: 384x640 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000126.jpg: 384x640 (no detections), 11.3ms Speed: 2.1ms preprocess, 11.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000127.jpg: 384x640 (no detections), 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000128.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000129.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000130.jpg: 384x640 (no detections), 16.8ms Speed: 2.2ms preprocess, 16.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000131.jpg: 384x640 (no detections), 11.3ms Speed: 1.7ms preprocess, 11.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000132.jpg: 384x640 (no detections), 11.4ms Speed: 2.2ms preprocess, 11.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000133.jpg: 384x640 (no detections), 11.5ms Speed: 1.8ms preprocess, 11.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000134.jpg: 384x640 (no detections), 11.5ms Speed: 1.8ms preprocess, 11.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000135.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000136.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000137.jpg: 384x640 (no detections), 11.4ms Speed: 1.9ms preprocess, 11.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000138.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000139.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000140.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000141.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000142.jpg: 384x640 (no detections), 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000143.jpg: 384x640 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000144.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000145.jpg: 384x640 (no detections), 11.5ms Speed: 1.3ms preprocess, 11.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000146.jpg: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_night_00000147.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000000.jpg: 384x640 (no detections), 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000001.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000002.jpg: 384x640 (no detections), 12.5ms Speed: 1.7ms preprocess, 12.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000003.jpg: 384x640 1 Pothole, 11.8ms Speed: 1.8ms preprocess, 11.8ms inference, 4.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000004.jpg: 384x640 1 Pothole, 11.4ms Speed: 2.8ms preprocess, 11.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000005.jpg: 384x640 1 Pothole, 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000006.jpg: 384x640 (no detections), 11.6ms Speed: 1.7ms preprocess, 11.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000007.jpg: 384x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000008.jpg: 384x640 (no detections), 11.3ms Speed: 1.9ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000009.jpg: 384x640 (no detections), 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000010.jpg: 384x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000011.jpg: 384x640 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000012.jpg: 384x640 (no detections), 11.7ms Speed: 1.9ms preprocess, 11.7ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000013.jpg: 384x640 (no detections), 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000014.jpg: 384x640 (no detections), 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000015.jpg: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000016.jpg: 384x640 (no detections), 11.3ms Speed: 1.4ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000017.jpg: 384x640 (no detections), 11.4ms Speed: 1.5ms preprocess, 11.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000018.jpg: 384x640 (no detections), 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000019.jpg: 384x640 1 Pothole, 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000020.jpg: 384x640 (no detections), 14.0ms Speed: 1.9ms preprocess, 14.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000021.jpg: 384x640 (no detections), 11.9ms Speed: 1.5ms preprocess, 11.9ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000022.jpg: 384x640 (no detections), 11.9ms Speed: 1.8ms preprocess, 11.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000023.jpg: 384x640 (no detections), 14.6ms Speed: 2.4ms preprocess, 14.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000024.jpg: 384x640 (no detections), 12.2ms Speed: 1.8ms preprocess, 12.2ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000025.jpg: 384x640 (no detections), 11.8ms Speed: 1.4ms preprocess, 11.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000026.jpg: 384x640 (no detections), 12.0ms Speed: 1.3ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000027.jpg: 384x640 (no detections), 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000028.jpg: 384x640 (no detections), 12.0ms Speed: 1.4ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000029.jpg: 384x640 (no detections), 12.2ms Speed: 3.0ms preprocess, 12.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000030.jpg: 384x640 (no detections), 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000031.jpg: 384x640 (no detections), 11.9ms Speed: 1.6ms preprocess, 11.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000032.jpg: 384x640 (no detections), 12.0ms Speed: 1.5ms preprocess, 12.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000033.jpg: 384x640 (no detections), 12.0ms Speed: 1.4ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000034.jpg: 384x640 (no detections), 12.0ms Speed: 1.6ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000035.jpg: 384x640 (no detections), 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000036.jpg: 384x640 (no detections), 12.0ms Speed: 1.5ms preprocess, 12.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000037.jpg: 384x640 (no detections), 12.5ms Speed: 2.2ms preprocess, 12.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000038.jpg: 384x640 (no detections), 12.1ms Speed: 1.4ms preprocess, 12.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000039.jpg: 384x640 1 Pothole, 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000040.jpg: 384x640 (no detections), 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000041.jpg: 384x640 (no detections), 12.1ms Speed: 1.4ms preprocess, 12.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000042.jpg: 384x640 (no detections), 12.6ms Speed: 1.7ms preprocess, 12.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000043.jpg: 384x640 (no detections), 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000044.jpg: 384x640 (no detections), 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000045.jpg: 384x640 (no detections), 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000046.jpg: 384x640 (no detections), 12.5ms Speed: 2.3ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000047.jpg: 384x640 (no detections), 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000048.jpg: 384x640 (no detections), 12.4ms Speed: 1.7ms preprocess, 12.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000049.jpg: 384x640 (no detections), 12.3ms Speed: 1.8ms preprocess, 12.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000050.jpg: 384x640 (no detections), 12.9ms Speed: 2.2ms preprocess, 12.9ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000051.jpg: 384x640 (no detections), 12.3ms Speed: 1.7ms preprocess, 12.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000052.jpg: 384x640 (no detections), 12.3ms Speed: 1.4ms preprocess, 12.3ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000053.jpg: 384x640 (no detections), 12.5ms Speed: 2.0ms preprocess, 12.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000054.jpg: 384x640 (no detections), 12.5ms Speed: 1.5ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000055.jpg: 384x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000056.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000057.jpg: 384x640 (no detections), 12.4ms Speed: 1.4ms preprocess, 12.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000058.jpg: 384x640 (no detections), 12.5ms Speed: 1.4ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000059.jpg: 384x640 (no detections), 12.4ms Speed: 1.8ms preprocess, 12.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000060.jpg: 384x640 (no detections), 12.6ms Speed: 1.5ms preprocess, 12.6ms inference, 3.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000061.jpg: 384x640 (no detections), 14.7ms Speed: 2.0ms preprocess, 14.7ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000062.jpg: 384x640 (no detections), 12.4ms Speed: 1.5ms preprocess, 12.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000063.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000064.jpg: 384x640 (no detections), 12.4ms Speed: 1.5ms preprocess, 12.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000065.jpg: 384x640 1 Pothole, 12.3ms Speed: 1.4ms preprocess, 12.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000066.jpg: 384x640 (no detections), 12.6ms Speed: 1.5ms preprocess, 12.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000067.jpg: 384x640 3 Potholes, 12.6ms Speed: 1.8ms preprocess, 12.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000068.jpg: 384x640 (no detections), 12.6ms Speed: 1.7ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000069.jpg: 384x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000070.jpg: 384x640 (no detections), 12.6ms Speed: 2.2ms preprocess, 12.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000071.jpg: 384x640 (no detections), 12.6ms Speed: 2.0ms preprocess, 12.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000072.jpg: 384x640 (no detections), 16.3ms Speed: 2.8ms preprocess, 16.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000073.jpg: 384x640 (no detections), 12.5ms Speed: 1.8ms preprocess, 12.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000074.jpg: 384x640 (no detections), 12.5ms Speed: 1.5ms preprocess, 12.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000075.jpg: 384x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000076.jpg: 384x640 (no detections), 14.6ms Speed: 2.5ms preprocess, 14.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000077.jpg: 384x640 (no detections), 13.1ms Speed: 2.4ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000078.jpg: 384x640 (no detections), 12.7ms Speed: 1.9ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000079.jpg: 384x640 (no detections), 12.7ms Speed: 1.7ms preprocess, 12.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000080.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000081.jpg: 384x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000082.jpg: 384x640 (no detections), 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000083.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000084.jpg: 384x640 2 Potholes, 12.9ms Speed: 3.0ms preprocess, 12.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000085.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000086.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000087.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000088.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.5ms preprocess, 12.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000089.jpg: 384x640 (no detections), 12.8ms Speed: 1.4ms preprocess, 12.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000090.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000091.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000092.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000093.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.9ms preprocess, 12.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000094.jpg: 384x640 2 Potholes, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000095.jpg: 384x640 (no detections), 16.3ms Speed: 1.5ms preprocess, 16.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000096.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000097.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000098.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000099.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000100.jpg: 384x640 (no detections), 13.2ms Speed: 3.3ms preprocess, 13.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000101.jpg: 384x640 1 Pothole, 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000102.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000103.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000104.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000105.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000106.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000107.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000108.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000109.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000110.jpg: 384x640 (no detections), 13.7ms Speed: 1.5ms preprocess, 13.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000111.jpg: 384x640 (no detections), 13.2ms Speed: 1.8ms preprocess, 13.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000112.jpg: 384x640 (no detections), 13.7ms Speed: 1.5ms preprocess, 13.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000113.jpg: 384x640 (no detections), 12.9ms Speed: 1.4ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000114.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000115.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000116.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000117.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000118.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000119.jpg: 384x640 (no detections), 13.7ms Speed: 2.0ms preprocess, 13.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000120.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000121.jpg: 384x640 (no detections), 13.7ms Speed: 2.3ms preprocess, 13.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000122.jpg: 384x640 (no detections), 13.2ms Speed: 2.2ms preprocess, 13.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000123.jpg: 384x640 (no detections), 13.4ms Speed: 1.7ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000124.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000125.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000126.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000127.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000128.jpg: 384x640 (no detections), 13.4ms Speed: 2.1ms preprocess, 13.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_rain_00000129.jpg: 384x640 (no detections), 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000000.jpg: 384x640 (no detections), 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000001.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000002.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000003.jpg: 384x640 (no detections), 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000004.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000005.jpg: 384x640 (no detections), 13.4ms Speed: 1.5ms preprocess, 13.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000006.jpg: 384x640 1 Pothole, 13.2ms Speed: 1.4ms preprocess, 13.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000007.jpg: 384x640 (no detections), 13.5ms Speed: 2.0ms preprocess, 13.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000008.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000009.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000010.jpg: 384x640 (no detections), 17.9ms Speed: 1.6ms preprocess, 17.9ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000011.jpg: 384x640 (no detections), 13.3ms Speed: 1.4ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000012.jpg: 384x640 (no detections), 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000013.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000014.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 3.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000015.jpg: 384x640 (no detections), 13.2ms Speed: 2.3ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000016.jpg: 384x640 (no detections), 13.4ms Speed: 1.5ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000017.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000018.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000019.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000020.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000021.jpg: 384x640 (no detections), 13.7ms Speed: 1.5ms preprocess, 13.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000022.jpg: 384x640 (no detections), 13.3ms Speed: 2.1ms preprocess, 13.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000023.jpg: 384x640 (no detections), 13.9ms Speed: 2.2ms preprocess, 13.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000024.jpg: 384x640 (no detections), 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000025.jpg: 384x640 (no detections), 13.3ms Speed: 1.4ms preprocess, 13.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000026.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000027.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000028.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000029.jpg: 384x640 2 Potholes, 12.9ms Speed: 1.4ms preprocess, 12.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000030.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000031.jpg: 384x640 2 Potholes, 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000032.jpg: 384x640 (no detections), 13.5ms Speed: 1.8ms preprocess, 13.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000033.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000034.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000035.jpg: 384x640 (no detections), 13.3ms Speed: 1.4ms preprocess, 13.3ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000036.jpg: 384x640 1 Pothole, 13.4ms Speed: 1.5ms preprocess, 13.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000037.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000038.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000039.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000040.jpg: 384x640 3 Potholes, 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000041.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000042.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000043.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000044.jpg: 384x640 2 Potholes, 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000045.jpg: 384x640 1 Pothole, 13.2ms Speed: 2.0ms preprocess, 13.2ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000046.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000047.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.9ms preprocess, 13.0ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000048.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000049.jpg: 384x640 2 Potholes, 12.8ms Speed: 1.4ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000050.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000051.jpg: 384x640 (no detections), 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000052.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000053.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000054.jpg: 384x640 (no detections), 13.0ms Speed: 1.9ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000055.jpg: 384x640 (no detections), 13.0ms Speed: 2.0ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000056.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000057.jpg: 384x640 (no detections), 12.7ms Speed: 1.4ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000058.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000059.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000060.jpg: 384x640 1 Pothole, 21.9ms Speed: 1.9ms preprocess, 21.9ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000061.jpg: 384x640 3 Potholes, 12.9ms Speed: 1.8ms preprocess, 12.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000062.jpg: 384x640 1 Pothole, 13.4ms Speed: 2.3ms preprocess, 13.4ms inference, 4.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000063.jpg: 384x640 3 Potholes, 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000064.jpg: 384x640 2 Potholes, 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000065.jpg: 384x640 2 Potholes, 14.4ms Speed: 1.3ms preprocess, 14.4ms inference, 3.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000066.jpg: 384x640 (no detections), 12.8ms Speed: 1.4ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000067.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000068.jpg: 384x640 (no detections), 12.9ms Speed: 1.4ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000069.jpg: 384x640 (no detections), 12.8ms Speed: 1.7ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000070.jpg: 384x640 (no detections), 14.0ms Speed: 1.4ms preprocess, 14.0ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000071.jpg: 384x640 (no detections), 13.0ms Speed: 2.2ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000072.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000073.jpg: 384x640 (no detections), 12.9ms Speed: 2.3ms preprocess, 12.9ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000074.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000075.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000076.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000077.jpg: 384x640 (no detections), 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000078.jpg: 384x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000079.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000080.jpg: 384x640 (no detections), 14.7ms Speed: 2.3ms preprocess, 14.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000081.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000082.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.8ms preprocess, 12.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000083.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.4ms preprocess, 12.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000084.jpg: 384x640 1 Pothole, 12.8ms Speed: 1.4ms preprocess, 12.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000085.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000086.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000087.jpg: 384x640 1 Pothole, 13.1ms Speed: 2.3ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000088.jpg: 384x640 (no detections), 13.0ms Speed: 2.0ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000089.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000090.jpg: 384x640 (no detections), 14.7ms Speed: 2.2ms preprocess, 14.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000091.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000092.jpg: 384x640 (no detections), 12.8ms Speed: 1.4ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000093.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Ca_sunset_00000094.jpg: 384x640 (no detections), 13.4ms Speed: 2.2ms preprocess, 13.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000000.jpg: 384x640 (no detections), 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000001.jpg: 384x640 (no detections), 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000002.jpg: 384x640 (no detections), 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000003.jpg: 384x640 (no detections), 13.3ms Speed: 1.4ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000004.jpg: 384x640 (no detections), 13.2ms Speed: 1.4ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000005.jpg: 384x640 (no detections), 16.3ms Speed: 2.6ms preprocess, 16.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000006.jpg: 384x640 (no detections), 13.2ms Speed: 1.8ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000007.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000008.jpg: 384x640 (no detections), 13.2ms Speed: 1.4ms preprocess, 13.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000009.jpg: 384x640 (no detections), 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000010.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000011.jpg: 384x640 1 Pothole, 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000012.jpg: 384x640 1 Pothole, 13.6ms Speed: 3.1ms preprocess, 13.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000013.jpg: 384x640 (no detections), 13.4ms Speed: 1.5ms preprocess, 13.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000014.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000015.jpg: 384x640 1 Pothole, 13.5ms Speed: 1.4ms preprocess, 13.5ms inference, 3.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000016.jpg: 384x640 1 Pothole, 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000017.jpg: 384x640 (no detections), 13.4ms Speed: 1.4ms preprocess, 13.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000018.jpg: 384x640 1 Pothole, 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000019.jpg: 384x640 2 Potholes, 13.5ms Speed: 1.9ms preprocess, 13.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000020.jpg: 384x640 2 Potholes, 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000021.jpg: 384x640 1 Pothole, 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000022.jpg: 384x640 2 Potholes, 13.5ms Speed: 1.4ms preprocess, 13.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000023.jpg: 384x640 (no detections), 13.4ms Speed: 1.4ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000024.jpg: 384x640 (no detections), 13.6ms Speed: 2.1ms preprocess, 13.6ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000025.jpg: 384x640 1 Pothole, 13.7ms Speed: 1.5ms preprocess, 13.7ms inference, 3.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000026.jpg: 384x640 (no detections), 13.9ms Speed: 3.3ms preprocess, 13.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000027.jpg: 384x640 1 Pothole, 13.7ms Speed: 1.5ms preprocess, 13.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000028.jpg: 384x640 (no detections), 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000029.jpg: 384x640 (no detections), 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000030.jpg: 384x640 (no detections), 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000031.jpg: 384x640 2 Potholes, 13.6ms Speed: 1.4ms preprocess, 13.6ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000032.jpg: 384x640 (no detections), 13.8ms Speed: 1.5ms preprocess, 13.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000033.jpg: 384x640 2 Potholes, 14.4ms Speed: 2.9ms preprocess, 14.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000034.jpg: 384x640 1 Pothole, 13.8ms Speed: 2.4ms preprocess, 13.8ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000035.jpg: 384x640 1 Pothole, 14.2ms Speed: 2.1ms preprocess, 14.2ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000036.jpg: 384x640 (no detections), 13.9ms Speed: 1.6ms preprocess, 13.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000037.jpg: 384x640 1 Pothole, 13.8ms Speed: 1.4ms preprocess, 13.8ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000038.jpg: 384x640 1 Pothole, 13.8ms Speed: 1.4ms preprocess, 13.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000039.jpg: 384x640 1 Pothole, 13.8ms Speed: 1.4ms preprocess, 13.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000040.jpg: 384x640 1 Pothole, 17.3ms Speed: 2.0ms preprocess, 17.3ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000041.jpg: 384x640 1 Pothole, 13.9ms Speed: 1.7ms preprocess, 13.9ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000042.jpg: 384x640 2 Potholes, 13.8ms Speed: 1.4ms preprocess, 13.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000043.jpg: 384x640 3 Potholes, 13.7ms Speed: 1.4ms preprocess, 13.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000044.jpg: 384x640 2 Potholes, 14.0ms Speed: 1.6ms preprocess, 14.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000045.jpg: 384x640 (no detections), 14.2ms Speed: 1.3ms preprocess, 14.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000046.jpg: 384x640 (no detections), 14.0ms Speed: 1.4ms preprocess, 14.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000047.jpg: 384x640 (no detections), 13.5ms Speed: 1.4ms preprocess, 13.5ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000048.jpg: 384x640 (no detections), 13.6ms Speed: 1.8ms preprocess, 13.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000049.jpg: 384x640 1 Pothole, 13.4ms Speed: 1.4ms preprocess, 13.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000050.jpg: 384x640 (no detections), 13.7ms Speed: 1.6ms preprocess, 13.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000051.jpg: 384x640 (no detections), 13.4ms Speed: 1.7ms preprocess, 13.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000052.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000053.jpg: 384x640 (no detections), 13.4ms Speed: 1.5ms preprocess, 13.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000054.jpg: 384x640 2 Potholes, 13.5ms Speed: 2.0ms preprocess, 13.5ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000055.jpg: 384x640 1 Pothole, 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000056.jpg: 384x640 1 Pothole, 13.3ms Speed: 1.4ms preprocess, 13.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000057.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000058.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000059.jpg: 384x640 4 Potholes, 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000060.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000061.jpg: 384x640 (no detections), 13.3ms Speed: 1.9ms preprocess, 13.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000062.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000063.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000064.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000065.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000066.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000067.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 3.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000068.jpg: 384x640 (no detections), 13.1ms Speed: 2.7ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000069.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000070.jpg: 384x640 (no detections), 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000071.jpg: 384x640 (no detections), 13.1ms Speed: 2.1ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000072.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000073.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000074.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000075.jpg: 384x640 1 Pothole, 20.3ms Speed: 2.2ms preprocess, 20.3ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000076.jpg: 384x640 2 Potholes, 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000077.jpg: 384x640 1 Pothole, 14.1ms Speed: 1.5ms preprocess, 14.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000078.jpg: 384x640 (no detections), 13.2ms Speed: 1.8ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000079.jpg: 384x640 (no detections), 13.1ms Speed: 2.4ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000080.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 4.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000081.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000082.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000083.jpg: 384x640 (no detections), 13.3ms Speed: 1.8ms preprocess, 13.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000084.jpg: 384x640 (no detections), 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000085.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000086.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000087.jpg: 384x640 (no detections), 13.4ms Speed: 1.8ms preprocess, 13.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000088.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000089.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000090.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000091.jpg: 384x640 (no detections), 13.2ms Speed: 1.9ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000092.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000093.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000094.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000095.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000096.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000097.jpg: 384x640 (no detections), 13.6ms Speed: 2.9ms preprocess, 13.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000098.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000099.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000100.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000101.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000102.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000103.jpg: 384x640 2 Potholes, 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000104.jpg: 384x640 (no detections), 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pd_sunset_00000105.jpg: 384x640 (no detections), 13.5ms Speed: 1.6ms preprocess, 13.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000000.jpg: 384x640 1 Pothole, 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000001.jpg: 384x640 1 Pothole, 13.4ms Speed: 1.5ms preprocess, 13.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000002.jpg: 384x640 (no detections), 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000003.jpg: 384x640 2 Potholes, 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000004.jpg: 384x640 1 Pothole, 14.5ms Speed: 1.4ms preprocess, 14.5ms inference, 5.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000005.jpg: 384x640 (no detections), 13.4ms Speed: 2.2ms preprocess, 13.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000006.jpg: 384x640 1 Pothole, 13.4ms Speed: 1.7ms preprocess, 13.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000007.jpg: 384x640 (no detections), 13.4ms Speed: 1.5ms preprocess, 13.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000008.jpg: 384x640 1 Pothole, 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000009.jpg: 384x640 (no detections), 13.9ms Speed: 1.5ms preprocess, 13.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000010.jpg: 384x640 1 Pothole, 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000011.jpg: 384x640 3 Potholes, 13.6ms Speed: 1.4ms preprocess, 13.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000012.jpg: 384x640 4 Potholes, 17.9ms Speed: 3.7ms preprocess, 17.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000013.jpg: 384x640 2 Potholes, 14.3ms Speed: 2.0ms preprocess, 14.3ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000014.jpg: 384x640 3 Potholes, 13.9ms Speed: 2.0ms preprocess, 13.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000015.jpg: 384x640 3 Potholes, 13.6ms Speed: 1.4ms preprocess, 13.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000016.jpg: 384x640 2 Potholes, 13.7ms Speed: 1.5ms preprocess, 13.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000017.jpg: 384x640 3 Potholes, 13.7ms Speed: 1.6ms preprocess, 13.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000018.jpg: 384x640 (no detections), 13.6ms Speed: 1.4ms preprocess, 13.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000019.jpg: 384x640 (no detections), 13.7ms Speed: 2.3ms preprocess, 13.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000020.jpg: 384x640 2 Potholes, 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000021.jpg: 384x640 (no detections), 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000022.jpg: 384x640 (no detections), 13.5ms Speed: 1.4ms preprocess, 13.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000023.jpg: 384x640 (no detections), 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000024.jpg: 384x640 (no detections), 15.5ms Speed: 1.4ms preprocess, 15.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000025.jpg: 384x640 (no detections), 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000026.jpg: 384x640 (no detections), 13.7ms Speed: 2.0ms preprocess, 13.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000027.jpg: 384x640 1 Pothole, 13.5ms Speed: 1.6ms preprocess, 13.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000028.jpg: 384x640 (no detections), 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000029.jpg: 384x640 (no detections), 13.6ms Speed: 1.7ms preprocess, 13.6ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000030.jpg: 384x640 1 Pothole, 13.7ms Speed: 1.4ms preprocess, 13.7ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000031.jpg: 384x640 1 Pothole, 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000032.jpg: 384x640 1 Pothole, 13.7ms Speed: 1.8ms preprocess, 13.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000033.jpg: 384x640 1 Pothole, 13.6ms Speed: 1.4ms preprocess, 13.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000034.jpg: 384x640 (no detections), 13.7ms Speed: 1.7ms preprocess, 13.7ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000035.jpg: 384x640 1 Pothole, 13.5ms Speed: 1.6ms preprocess, 13.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000036.jpg: 384x640 (no detections), 13.7ms Speed: 1.7ms preprocess, 13.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000037.jpg: 384x640 (no detections), 13.7ms Speed: 1.7ms preprocess, 13.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000038.jpg: 384x640 (no detections), 13.8ms Speed: 3.6ms preprocess, 13.8ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000039.jpg: 384x640 (no detections), 13.9ms Speed: 1.6ms preprocess, 13.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000040.jpg: 384x640 1 Pothole, 13.6ms Speed: 2.2ms preprocess, 13.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000041.jpg: 384x640 1 Pothole, 13.6ms Speed: 1.4ms preprocess, 13.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000042.jpg: 384x640 1 Pothole, 13.6ms Speed: 1.4ms preprocess, 13.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000043.jpg: 384x640 (no detections), 14.0ms Speed: 1.6ms preprocess, 14.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000044.jpg: 384x640 (no detections), 18.6ms Speed: 2.4ms preprocess, 18.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000045.jpg: 384x640 (no detections), 13.6ms Speed: 1.7ms preprocess, 13.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000046.jpg: 384x640 1 Pothole, 13.7ms Speed: 1.6ms preprocess, 13.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000047.jpg: 384x640 1 Pothole, 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000048.jpg: 384x640 1 Pothole, 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000049.jpg: 384x640 1 Pothole, 13.7ms Speed: 1.4ms preprocess, 13.7ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000050.jpg: 384x640 (no detections), 13.7ms Speed: 2.1ms preprocess, 13.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000051.jpg: 384x640 (no detections), 13.4ms Speed: 2.0ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000052.jpg: 384x640 (no detections), 13.2ms Speed: 1.9ms preprocess, 13.2ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000053.jpg: 384x640 (no detections), 13.2ms Speed: 1.4ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000054.jpg: 384x640 (no detections), 15.5ms Speed: 1.6ms preprocess, 15.5ms inference, 3.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000055.jpg: 384x640 (no detections), 14.8ms Speed: 1.8ms preprocess, 14.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000056.jpg: 384x640 1 Pothole, 13.4ms Speed: 2.1ms preprocess, 13.4ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000057.jpg: 384x640 1 Pothole, 13.3ms Speed: 2.8ms preprocess, 13.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000058.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000059.jpg: 384x640 2 Potholes, 13.2ms Speed: 1.4ms preprocess, 13.2ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000060.jpg: 384x640 2 Potholes, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000061.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000062.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000063.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000064.jpg: 384x640 (no detections), 13.5ms Speed: 2.2ms preprocess, 13.5ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000065.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000066.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000067.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000068.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000069.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000070.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000071.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000072.jpg: 384x640 2 Potholes, 13.2ms Speed: 1.9ms preprocess, 13.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000073.jpg: 384x640 2 Potholes, 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000074.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000075.jpg: 384x640 1 Pothole, 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000076.jpg: 384x640 1 Pothole, 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000077.jpg: 384x640 2 Potholes, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000078.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000079.jpg: 384x640 (no detections), 13.3ms Speed: 2.0ms preprocess, 13.3ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000080.jpg: 384x640 (no detections), 13.2ms Speed: 2.3ms preprocess, 13.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000081.jpg: 384x640 (no detections), 13.5ms Speed: 1.8ms preprocess, 13.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000082.jpg: 384x640 1 Pothole, 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000083.jpg: 384x640 1 Pothole, 13.1ms Speed: 2.4ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000084.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000085.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000086.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000087.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000088.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000089.jpg: 384x640 (no detections), 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000090.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000091.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000092.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000093.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000094.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000095.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000096.jpg: 384x640 (no detections), 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000097.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000098.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000099.jpg: 384x640 (no detections), 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000100.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000101.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000102.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000103.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000104.jpg: 384x640 (no detections), 13.2ms Speed: 2.1ms preprocess, 13.2ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000105.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000106.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000107.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000108.jpg: 384x640 (no detections), 13.4ms Speed: 2.5ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000109.jpg: 384x640 (no detections), 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000110.jpg: 384x640 (no detections), 13.1ms Speed: 2.4ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000111.jpg: 384x640 (no detections), 13.2ms Speed: 2.3ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000112.jpg: 384x640 (no detections), 12.8ms Speed: 1.5ms preprocess, 12.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000113.jpg: 384x640 (no detections), 12.9ms Speed: 1.4ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000114.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000115.jpg: 384x640 (no detections), 12.9ms Speed: 1.9ms preprocess, 12.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000116.jpg: 384x640 (no detections), 12.9ms Speed: 1.8ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000117.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000118.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000119.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000120.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000121.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000122.jpg: 384x640 (no detections), 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000123.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000124.jpg: 384x640 (no detections), 13.1ms Speed: 2.9ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000125.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000126.jpg: 384x640 (no detections), 12.9ms Speed: 1.4ms preprocess, 12.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000127.jpg: 384x640 1 Pothole, 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000128.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000129.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000130.jpg: 384x640 (no detections), 12.9ms Speed: 1.4ms preprocess, 12.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000131.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000132.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_evening_00000133.jpg: 384x640 (no detections), 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000000.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000001.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000002.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000003.jpg: 384x640 (no detections), 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000004.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000005.jpg: 384x640 (no detections), 13.7ms Speed: 1.7ms preprocess, 13.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000006.jpg: 384x640 (no detections), 19.9ms Speed: 2.3ms preprocess, 19.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000007.jpg: 384x640 (no detections), 13.5ms Speed: 1.9ms preprocess, 13.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000008.jpg: 384x640 (no detections), 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000009.jpg: 384x640 (no detections), 13.5ms Speed: 1.4ms preprocess, 13.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000010.jpg: 384x640 (no detections), 13.7ms Speed: 1.5ms preprocess, 13.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000011.jpg: 384x640 (no detections), 13.7ms Speed: 1.9ms preprocess, 13.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000012.jpg: 384x640 (no detections), 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000013.jpg: 384x640 (no detections), 13.6ms Speed: 1.4ms preprocess, 13.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000014.jpg: 384x640 (no detections), 15.0ms Speed: 1.6ms preprocess, 15.0ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000015.jpg: 384x640 (no detections), 13.6ms Speed: 1.7ms preprocess, 13.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000016.jpg: 384x640 (no detections), 13.7ms Speed: 2.2ms preprocess, 13.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000017.jpg: 384x640 (no detections), 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000018.jpg: 384x640 (no detections), 14.3ms Speed: 1.5ms preprocess, 14.3ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000019.jpg: 384x640 (no detections), 13.7ms Speed: 1.6ms preprocess, 13.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000020.jpg: 384x640 (no detections), 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000021.jpg: 384x640 (no detections), 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000022.jpg: 384x640 (no detections), 13.6ms Speed: 1.4ms preprocess, 13.6ms inference, 8.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000023.jpg: 384x640 (no detections), 13.7ms Speed: 2.5ms preprocess, 13.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000024.jpg: 384x640 (no detections), 13.6ms Speed: 1.4ms preprocess, 13.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000025.jpg: 384x640 (no detections), 13.6ms Speed: 2.0ms preprocess, 13.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000026.jpg: 384x640 (no detections), 15.6ms Speed: 1.4ms preprocess, 15.6ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000027.jpg: 384x640 (no detections), 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000028.jpg: 384x640 (no detections), 13.4ms Speed: 1.4ms preprocess, 13.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000029.jpg: 384x640 (no detections), 13.4ms Speed: 3.0ms preprocess, 13.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000030.jpg: 384x640 (no detections), 13.5ms Speed: 2.6ms preprocess, 13.5ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000031.jpg: 384x640 (no detections), 14.7ms Speed: 2.1ms preprocess, 14.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000032.jpg: 384x640 (no detections), 13.4ms Speed: 2.0ms preprocess, 13.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000033.jpg: 384x640 (no detections), 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000034.jpg: 384x640 (no detections), 13.3ms Speed: 1.4ms preprocess, 13.3ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000035.jpg: 384x640 (no detections), 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000036.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000037.jpg: 384x640 (no detections), 13.4ms Speed: 2.0ms preprocess, 13.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000038.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000039.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000040.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000041.jpg: 384x640 (no detections), 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000042.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000043.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000044.jpg: 384x640 (no detections), 13.2ms Speed: 1.9ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000045.jpg: 384x640 (no detections), 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000046.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000047.jpg: 384x640 (no detections), 13.0ms Speed: 1.9ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000048.jpg: 384x640 (no detections), 13.0ms Speed: 2.1ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000049.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000050.jpg: 384x640 (no detections), 18.5ms Speed: 1.8ms preprocess, 18.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000051.jpg: 384x640 (no detections), 13.2ms Speed: 2.2ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000052.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000053.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000054.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000055.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000056.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000057.jpg: 384x640 (no detections), 13.2ms Speed: 2.3ms preprocess, 13.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000058.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000059.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000060.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000061.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000062.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000063.jpg: 384x640 (no detections), 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000064.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000065.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000066.jpg: 384x640 (no detections), 13.4ms Speed: 1.9ms preprocess, 13.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000067.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000068.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000069.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000070.jpg: 384x640 (no detections), 13.6ms Speed: 2.1ms preprocess, 13.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000071.jpg: 384x640 (no detections), 14.1ms Speed: 1.8ms preprocess, 14.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000072.jpg: 384x640 (no detections), 13.2ms Speed: 1.8ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000073.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000074.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000075.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000076.jpg: 384x640 (no detections), 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000077.jpg: 384x640 (no detections), 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000078.jpg: 384x640 (no detections), 13.3ms Speed: 2.1ms preprocess, 13.3ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000079.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000080.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000081.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000082.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000083.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000084.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000085.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000086.jpg: 384x640 (no detections), 17.1ms Speed: 2.8ms preprocess, 17.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000087.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000088.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000089.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000090.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000091.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000092.jpg: 384x640 (no detections), 17.2ms Speed: 2.1ms preprocess, 17.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000093.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000094.jpg: 384x640 (no detections), 15.0ms Speed: 1.8ms preprocess, 15.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000095.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000096.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000097.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000098.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000099.jpg: 384x640 (no detections), 13.3ms Speed: 1.9ms preprocess, 13.3ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000100.jpg: 384x640 (no detections), 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000101.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000102.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000103.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000104.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000105.jpg: 384x640 (no detections), 14.2ms Speed: 1.5ms preprocess, 14.2ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000106.jpg: 384x640 (no detections), 13.1ms Speed: 2.2ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000107.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000108.jpg: 384x640 (no detections), 12.9ms Speed: 1.8ms preprocess, 12.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000109.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000110.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000111.jpg: 384x640 (no detections), 13.1ms Speed: 2.5ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000112.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000113.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000114.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000115.jpg: 384x640 (no detections), 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000116.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000117.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000118.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000119.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000120.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000121.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000122.jpg: 384x640 (no detections), 14.8ms Speed: 2.4ms preprocess, 14.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000123.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000124.jpg: 384x640 (no detections), 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000125.jpg: 384x640 (no detections), 13.2ms Speed: 2.2ms preprocess, 13.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000126.jpg: 384x640 (no detections), 13.1ms Speed: 2.0ms preprocess, 13.1ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000127.jpg: 384x640 (no detections), 13.2ms Speed: 1.9ms preprocess, 13.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000128.jpg: 384x640 (no detections), 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000129.jpg: 384x640 (no detections), 13.2ms Speed: 1.4ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000130.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000131.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000132.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000133.jpg: 384x640 (no detections), 13.2ms Speed: 2.2ms preprocess, 13.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000134.jpg: 384x640 (no detections), 13.1ms Speed: 2.1ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000135.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000136.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000137.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000138.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000139.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000140.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000141.jpg: 384x640 (no detections), 13.2ms Speed: 2.1ms preprocess, 13.2ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000142.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000143.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000144.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000145.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000146.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000147.jpg: 384x640 (no detections), 13.4ms Speed: 2.8ms preprocess, 13.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000148.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000149.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000150.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000151.jpg: 384x640 (no detections), 14.8ms Speed: 2.6ms preprocess, 14.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000152.jpg: 384x640 (no detections), 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000153.jpg: 384x640 (no detections), 13.6ms Speed: 2.2ms preprocess, 13.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000154.jpg: 384x640 (no detections), 13.2ms Speed: 1.8ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000155.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000156.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000157.jpg: 384x640 (no detections), 13.2ms Speed: 1.4ms preprocess, 13.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000158.jpg: 384x640 (no detections), 12.9ms Speed: 1.8ms preprocess, 12.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000159.jpg: 384x640 (no detections), 13.2ms Speed: 3.0ms preprocess, 13.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000160.jpg: 384x640 (no detections), 13.6ms Speed: 2.2ms preprocess, 13.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_night_00000161.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000000.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000001.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000002.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000003.jpg: 384x640 (no detections), 13.2ms Speed: 1.9ms preprocess, 13.2ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000004.jpg: 384x640 1 Pothole, 13.5ms Speed: 2.1ms preprocess, 13.5ms inference, 4.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000005.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000006.jpg: 384x640 2 Potholes, 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000007.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000008.jpg: 384x640 (no detections), 14.0ms Speed: 2.2ms preprocess, 14.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000009.jpg: 384x640 (no detections), 18.7ms Speed: 1.8ms preprocess, 18.7ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000010.jpg: 384x640 (no detections), 13.3ms Speed: 3.2ms preprocess, 13.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000011.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000012.jpg: 384x640 1 Pothole, 13.2ms Speed: 1.4ms preprocess, 13.2ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000013.jpg: 384x640 (no detections), 13.0ms Speed: 1.9ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000014.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000015.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000016.jpg: 384x640 (no detections), 13.3ms Speed: 1.8ms preprocess, 13.3ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000017.jpg: 384x640 (no detections), 13.2ms Speed: 1.8ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000018.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000019.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000020.jpg: 384x640 2 Potholes, 13.4ms Speed: 1.8ms preprocess, 13.4ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000021.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000022.jpg: 384x640 4 Potholes, 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000023.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000024.jpg: 384x640 4 Potholes, 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000025.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000026.jpg: 384x640 2 Potholes, 13.2ms Speed: 2.4ms preprocess, 13.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000027.jpg: 384x640 3 Potholes, 16.5ms Speed: 1.9ms preprocess, 16.5ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000028.jpg: 384x640 3 Potholes, 15.2ms Speed: 2.9ms preprocess, 15.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000029.jpg: 384x640 4 Potholes, 13.2ms Speed: 2.5ms preprocess, 13.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000030.jpg: 384x640 2 Potholes, 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000031.jpg: 384x640 2 Potholes, 13.2ms Speed: 1.8ms preprocess, 13.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000032.jpg: 384x640 (no detections), 14.8ms Speed: 1.6ms preprocess, 14.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000033.jpg: 384x640 (no detections), 13.4ms Speed: 1.5ms preprocess, 13.4ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000034.jpg: 384x640 (no detections), 14.1ms Speed: 2.4ms preprocess, 14.1ms inference, 4.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000035.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000036.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000037.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000038.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000039.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000040.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000041.jpg: 384x640 (no detections), 13.5ms Speed: 1.7ms preprocess, 13.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000042.jpg: 384x640 (no detections), 13.7ms Speed: 2.4ms preprocess, 13.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000043.jpg: 384x640 (no detections), 13.5ms Speed: 1.9ms preprocess, 13.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000044.jpg: 384x640 (no detections), 13.3ms Speed: 1.5ms preprocess, 13.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000045.jpg: 384x640 (no detections), 13.3ms Speed: 2.0ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000046.jpg: 384x640 (no detections), 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000047.jpg: 384x640 (no detections), 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000048.jpg: 384x640 (no detections), 18.0ms Speed: 2.5ms preprocess, 18.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000049.jpg: 384x640 (no detections), 13.7ms Speed: 1.6ms preprocess, 13.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000050.jpg: 384x640 (no detections), 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000051.jpg: 384x640 (no detections), 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000052.jpg: 384x640 1 Pothole, 13.6ms Speed: 2.2ms preprocess, 13.6ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000053.jpg: 384x640 (no detections), 13.7ms Speed: 2.5ms preprocess, 13.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000054.jpg: 384x640 (no detections), 13.7ms Speed: 2.6ms preprocess, 13.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000055.jpg: 384x640 (no detections), 13.7ms Speed: 1.9ms preprocess, 13.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000056.jpg: 384x640 3 Potholes, 13.5ms Speed: 1.7ms preprocess, 13.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000057.jpg: 384x640 3 Potholes, 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000058.jpg: 384x640 2 Potholes, 13.9ms Speed: 2.9ms preprocess, 13.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000059.jpg: 384x640 2 Potholes, 13.6ms Speed: 1.8ms preprocess, 13.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000060.jpg: 384x640 1 Pothole, 13.6ms Speed: 1.7ms preprocess, 13.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000061.jpg: 384x640 1 Pothole, 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000062.jpg: 384x640 (no detections), 13.5ms Speed: 1.6ms preprocess, 13.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000063.jpg: 384x640 (no detections), 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000064.jpg: 384x640 (no detections), 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000065.jpg: 384x640 1 Pothole, 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000066.jpg: 384x640 (no detections), 14.0ms Speed: 1.4ms preprocess, 14.0ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000067.jpg: 384x640 (no detections), 13.6ms Speed: 1.7ms preprocess, 13.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000068.jpg: 384x640 1 Pothole, 13.6ms Speed: 1.7ms preprocess, 13.6ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000069.jpg: 384x640 3 Potholes, 13.9ms Speed: 1.5ms preprocess, 13.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000070.jpg: 384x640 (no detections), 14.9ms Speed: 1.5ms preprocess, 14.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000071.jpg: 384x640 2 Potholes, 13.8ms Speed: 1.5ms preprocess, 13.8ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000072.jpg: 384x640 2 Potholes, 13.7ms Speed: 1.4ms preprocess, 13.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000073.jpg: 384x640 3 Potholes, 13.7ms Speed: 1.4ms preprocess, 13.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000074.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 4.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000075.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000076.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000077.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000078.jpg: 384x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000079.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000080.jpg: 384x640 (no detections), 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000081.jpg: 384x640 (no detections), 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000082.jpg: 384x640 (no detections), 18.8ms Speed: 3.4ms preprocess, 18.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000083.jpg: 384x640 (no detections), 13.6ms Speed: 3.6ms preprocess, 13.6ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000084.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000085.jpg: 384x640 (no detections), 13.0ms Speed: 2.0ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000086.jpg: 384x640 (no detections), 14.9ms Speed: 1.6ms preprocess, 14.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000087.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000088.jpg: 384x640 2 Potholes, 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000089.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000090.jpg: 384x640 2 Potholes, 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000091.jpg: 384x640 1 Pothole, 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000092.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000093.jpg: 384x640 (no detections), 13.3ms Speed: 2.0ms preprocess, 13.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000094.jpg: 384x640 (no detections), 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000095.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000096.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000097.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000098.jpg: 384x640 (no detections), 13.7ms Speed: 1.5ms preprocess, 13.7ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000099.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000100.jpg: 384x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000101.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000102.jpg: 384x640 (no detections), 14.2ms Speed: 1.6ms preprocess, 14.2ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000103.jpg: 384x640 (no detections), 13.0ms Speed: 1.8ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000104.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000105.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000106.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000107.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000108.jpg: 384x640 (no detections), 13.1ms Speed: 1.5ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000109.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000110.jpg: 384x640 1 Pothole, 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000111.jpg: 384x640 1 Pothole, 13.4ms Speed: 1.7ms preprocess, 13.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000112.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000113.jpg: 384x640 (no detections), 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000114.jpg: 384x640 (no detections), 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000115.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000116.jpg: 384x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000117.jpg: 384x640 (no detections), 13.7ms Speed: 2.8ms preprocess, 13.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000118.jpg: 384x640 (no detections), 15.9ms Speed: 2.9ms preprocess, 15.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000119.jpg: 384x640 1 Pothole, 13.0ms Speed: 2.3ms preprocess, 13.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000120.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000121.jpg: 384x640 (no detections), 13.0ms Speed: 1.6ms preprocess, 13.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000122.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000123.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000124.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000125.jpg: 384x640 (no detections), 13.1ms Speed: 1.9ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000126.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000127.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000128.jpg: 384x640 (no detections), 13.0ms Speed: 1.7ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000129.jpg: 384x640 1 Pothole, 13.4ms Speed: 1.5ms preprocess, 13.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000130.jpg: 384x640 1 Pothole, 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 3.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000131.jpg: 384x640 (no detections), 13.5ms Speed: 1.8ms preprocess, 13.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000132.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000133.jpg: 384x640 (no detections), 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000134.jpg: 384x640 (no detections), 16.6ms Speed: 3.0ms preprocess, 16.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000135.jpg: 384x640 (no detections), 13.4ms Speed: 1.8ms preprocess, 13.4ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000136.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000137.jpg: 384x640 (no detections), 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000138.jpg: 384x640 (no detections), 13.4ms Speed: 1.8ms preprocess, 13.4ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000139.jpg: 384x640 (no detections), 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000140.jpg: 384x640 (no detections), 13.1ms Speed: 2.1ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000141.jpg: 384x640 (no detections), 13.1ms Speed: 2.2ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000142.jpg: 384x640 (no detections), 21.3ms Speed: 2.4ms preprocess, 21.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000143.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000144.jpg: 384x640 (no detections), 14.2ms Speed: 2.0ms preprocess, 14.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000145.jpg: 384x640 (no detections), 13.1ms Speed: 1.8ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000146.jpg: 384x640 (no detections), 13.3ms Speed: 1.6ms preprocess, 13.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000147.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000148.jpg: 384x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000149.jpg: 384x640 1 Pothole, 12.9ms Speed: 1.6ms preprocess, 12.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000150.jpg: 384x640 1 Pothole, 13.2ms Speed: 1.7ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000151.jpg: 384x640 1 Pothole, 13.1ms Speed: 1.4ms preprocess, 13.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000152.jpg: 384x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000153.jpg: 384x640 (no detections), 13.1ms Speed: 1.6ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000154.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7 image 1/1 D:\ASTC project\Dataset 3\Data\images\Vid_Pr_rain_00000155.jpg: 384x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Results saved to runs\detect\predict7
InΒ [2]:
import os
import shutil
import random
source_dir=r"D:\ASTC project\runs\detect\predict_nano_combine_on_pothole2-3"
Destination_dir=r"D:\ASTC project\Final results\Nano_combine_on_pothole2-3"
num_images = 100
all_images = [f for f in os.listdir(source_dir) if f.lower().endswith(('.jpg'))]
selected_images = random.sample(all_images, min(num_images, len(all_images)))
for img in selected_images:
shutil.copy(os.path.join(source_dir, img), os.path.join(Destination_dir, img))
InΒ [2]:
import os
import shutil
import random
source_dir=r"D:\ASTC project\runs\detect\predict_five_weather_small_combined"
Destination_dir=r"D:\ASTC project\Final results\Small_five_weather_result"
num_images = 100
all_images = [f for f in os.listdir(source_dir) if f.lower().endswith(('.jpg'))]
selected_images = random.sample(all_images, min(num_images, len(all_images)))
for img in selected_images:
shutil.copy(os.path.join(source_dir, img), os.path.join(Destination_dir, img))
InΒ [Β ]:
import os
import random
import shutil
dataset_path = r"D:\ASTC project\Dataset 3\Data"
images_path = os.path.join(dataset_path, "images")
labels_path = os.path.join(dataset_path, "labels")
# Output directories
output_dir = r"D:\ASTC project\dataset3_splitted"
for split in ["train", "val", "test"]:
os.makedirs(os.path.join(output_dir, split, "images"), exist_ok=True)
os.makedirs(os.path.join(output_dir, split, "labels"), exist_ok=True)
# Get all images
all_images = [f for f in os.listdir(images_path) if f.endswith((".jpg"))]
# random.shuffle(all_images)
# Split ratios
train_ratio = 0.7
val_ratio = 0.2
test_ratio = 0.1
train_split = int(len(all_images) * train_ratio)
val_split = int(len(all_images) * (train_ratio + val_ratio))
train_files = all_images[:train_split]
val_files = all_images[train_split:val_split]
test_files = all_images[val_split:]
def copy_files(file_list, split):
for file in file_list:
src_img = os.path.join(images_path, file)
dst_img = os.path.join(output_dir, split, "images", file)
shutil.copy(src_img, dst_img)
label_file = os.path.splitext(file)[0] + ".txt"
src_label = os.path.join(labels_path, label_file)
if os.path.exists(src_label):
dst_label = os.path.join(output_dir, split, "labels", label_file)
shutil.copy(src_label, dst_label)
copy_files(train_files, "train")
copy_files(val_files, "val")
copy_files(test_files, "test")
InΒ [14]:
from ultralytics import YOLO
model = inference_Combined_nano_model
model.train(data = r"D:\ASTC project\dataset3_splitted\data.yaml" ,epochs =20 ,imgsz = 640 , batch = 16 ,name = "yoloN_combined_five_weather",workers=4)
New https://pypi.org/project/ultralytics/8.3.187 available Update with 'pip install -U ultralytics' Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) engine\trainer: agnostic_nms=False, amp=True, augment=False, auto_augment=randaugment, batch=16, bgr=0.0, box=7.5, cache=False, cfg=None, classes=None, close_mosaic=10, cls=0.5, conf=None, copy_paste=0.0, copy_paste_mode=flip, cos_lr=False, cutmix=0.0, data=D:\ASTC project\dataset3_splitted\data.yaml, degrees=0.0, deterministic=True, device=None, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, epochs=20, erasing=0.4, exist_ok=False, fliplr=0.5, flipud=0.0, format=torchscript, fraction=1.0, freeze=None, half=False, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, imgsz=640, int8=False, iou=0.7, keras=False, kobj=1.0, line_width=None, lr0=0.01, lrf=0.01, mask_ratio=4, max_det=300, mixup=0.0, mode=train, model=D:\ASTC project\runs\detect\yoloN_final_combined\weights\best.pt, momentum=0.937, mosaic=1.0, multi_scale=False, name=yoloN_combined_five_weather11, nbs=64, nms=False, opset=None, optimize=False, optimizer=auto, overlap_mask=True, patience=100, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=None, rect=False, resume=False, retina_masks=False, save=True, save_conf=False, save_crop=False, save_dir=runs\detect\yoloN_combined_five_weather11, save_frames=False, save_json=False, save_period=-1, save_txt=False, scale=0.5, seed=0, shear=0.0, show=False, show_boxes=True, show_conf=True, show_labels=True, simplify=True, single_cls=False, source=None, split=val, stream_buffer=False, task=detect, time=None, tracker=botsort.yaml, translate=0.1, val=True, verbose=True, vid_stride=1, visualize=False, warmup_bias_lr=0.0, warmup_epochs=3.0, warmup_momentum=0.8, weight_decay=0.0005, workers=4, workspace=None Overriding model.yaml nc=2 with nc=1 from n params module arguments 0 -1 1 464 ultralytics.nn.modules.conv.Conv [3, 16, 3, 2] 1 -1 1 4672 ultralytics.nn.modules.conv.Conv [16, 32, 3, 2] 2 -1 1 6640 ultralytics.nn.modules.block.C3k2 [32, 64, 1, False, 0.25] 3 -1 1 36992 ultralytics.nn.modules.conv.Conv [64, 64, 3, 2] 4 -1 1 26080 ultralytics.nn.modules.block.C3k2 [64, 128, 1, False, 0.25] 5 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 6 -1 1 87040 ultralytics.nn.modules.block.C3k2 [128, 128, 1, True] 7 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2] 8 -1 1 346112 ultralytics.nn.modules.block.C3k2 [256, 256, 1, True] 9 -1 1 164608 ultralytics.nn.modules.block.SPPF [256, 256, 5] 10 -1 1 249728 ultralytics.nn.modules.block.C2PSA [256, 256, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] 13 -1 1 111296 ultralytics.nn.modules.block.C3k2 [384, 128, 1, False] 14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 15 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] 16 -1 1 32096 ultralytics.nn.modules.block.C3k2 [256, 64, 1, False] 17 -1 1 36992 ultralytics.nn.modules.conv.Conv [64, 64, 3, 2] 18 [-1, 13] 1 0 ultralytics.nn.modules.conv.Concat [1] 19 -1 1 86720 ultralytics.nn.modules.block.C3k2 [192, 128, 1, False] 20 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 21 [-1, 10] 1 0 ultralytics.nn.modules.conv.Concat [1] 22 -1 1 378880 ultralytics.nn.modules.block.C3k2 [384, 256, 1, True] 23 [16, 19, 22] 1 430867 ultralytics.nn.modules.head.Detect [1, [64, 128, 256]] YOLO11n summary: 181 layers, 2,590,035 parameters, 2,590,019 gradients, 6.4 GFLOPs Transferred 493/499 items from pretrained weights Freezing layer 'model.23.dfl.conv.weight' AMP: running Automatic Mixed Precision (AMP) checks... AMP: checks passed train: Fast image access (ping: 0.00.0 ms, read: 3966.0642.3 MB/s, size: 544.0 KB)
train: Scanning D:\ASTC project\dataset3_splitted\train\labels.cache... 1469 images, 391 backgrounds, 203 corrupt: 100%|ββββββββββ| 1469/1469 [00:00<?, ?it/s]
train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000058.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000059.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000060.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000061.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000062.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000063.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000064.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000065.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000066.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000067.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000071.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000072.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000073.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000074.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000075.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000076.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000077.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000078.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000079.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000080.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000081.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000140.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000141.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000142.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000143.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000144.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000145.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000146.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000147.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000148.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000149.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000150.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000151.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000152.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000153.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000154.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000155.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000210.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000211.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000212.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000213.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000214.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000215.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000216.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000014.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000015.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000016.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000017.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000018.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000019.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000020.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000021.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000022.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000023.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000076.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000077.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000078.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000079.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000117.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000136.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000145.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000146.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000147.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000148.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000198.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000199.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000028.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000029.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000030.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000031.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000032.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000033.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000034.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000035.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000036.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000037.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000068.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000069.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000070.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000092.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000093.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000094.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000095.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000096.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000005.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000006.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000007.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000008.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000009.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000010.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000011.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000012.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000013.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000014.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000050.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000051.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000052.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000053.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000054.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000055.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000092.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000093.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000094.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000100.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000101.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000102.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000132.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000025.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000026.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000027.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000055.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000056.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000057.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000058.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000059.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000083.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000084.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000085.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000027.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000028.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000029.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000058.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000059.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000060.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000061.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000062.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000084.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000085.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000086.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000087.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000088.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000089.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000090.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000091.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000003.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000004.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000005.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000006.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000007.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000033.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000034.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000035.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000036.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000037.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000038.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000069.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000070.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000001.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000002.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000003.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000004.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000005.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000006.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000031.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000032.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000033.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000034.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000066.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000067.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000068.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000033.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000034.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000035.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000036.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000037.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000038.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000041.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000042.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000043.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000044.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000045.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000077.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000078.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000079.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000080.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000081.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000082.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000107.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000108.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000109.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000039.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000040.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000041.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000081.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000082.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000083.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000084.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000085.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000086.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000125.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000126.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000127.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000044.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000045.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000046.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000085.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000086.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000087.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000088.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000119.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000120.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000121.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000122.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0
val: Fast image access (ping: 0.10.0 ms, read: 1511.9203.8 MB/s, size: 365.6 KB)
val: Scanning D:\ASTC project\dataset3_splitted\valid\labels.cache... 420 images, 114 backgrounds, 58 corrupt: 100%|ββββββββββ| 420/420 [00:00<?, ?it/s]
val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000027.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000028.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000029.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000061.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000062.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000063.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000064.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000090.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000091.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000092.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000093.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000094.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000003.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000004.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000005.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000006.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000007.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000008.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000039.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000040.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000041.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000042.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000074.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000075.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000004.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000005.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000006.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000007.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000008.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000009.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000010.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000011.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000012.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000013.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000014.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000015.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000016.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000017.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000058.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000059.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000093.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000094.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000095.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000007.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000008.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000009.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000010.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000011.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000012.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000013.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000014.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000015.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000067.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000068.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000069.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000070.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000071.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000072.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0
Plotting labels to runs\detect\yoloN_combined_five_weather11\labels.jpg... optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... optimizer: AdamW(lr=0.002, momentum=0.9) with parameter groups 81 weight(decay=0.0), 88 weight(decay=0.0005), 87 bias(decay=0.0) Image sizes 640 train, 640 val Using 4 dataloader workers Logging results to runs\detect\yoloN_combined_five_weather11 Starting training for 20 epochs... Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/20 2.25G 2.1 2.264 1.177 39 640: 4%|β | 3/80 [00:01<00:25, 3.06it/s]Exception ignored in: <function _MultiProcessingDataLoaderIter.__del__ at 0x00000207EA2B16C0>
Traceback (most recent call last):
File "d:\ASTC project\.venv\Lib\site-packages\torch\utils\data\dataloader.py", line 1604, in __del__
self._shutdown_workers()
File "d:\ASTC project\.venv\Lib\site-packages\torch\utils\data\dataloader.py", line 1562, in _shutdown_workers
if self._persistent_workers or self._workers_status[worker_id]:
^^^^^^^^^^^^^^^^^^^^
AttributeError: '_MultiProcessingDataLoaderIter' object has no attribute '_workers_status'
1/20 2.25G 2.106 1.967 1.159 8 640: 100%|ββββββββββ| 80/80 [00:17<00:00, 4.57it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:01<00:00, 6.96it/s]
all 362 497 0.615 0.577 0.597 0.227
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/20 2.25G 2.064 1.592 1.144 9 640: 100%|ββββββββββ| 80/80 [00:15<00:00, 5.09it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:01<00:00, 6.98it/s]
all 362 497 0.59 0.525 0.514 0.166
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/20 2.25G 2.065 1.453 1.141 11 640: 100%|ββββββββββ| 80/80 [00:15<00:00, 5.13it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:01<00:00, 6.34it/s]
all 362 497 0.623 0.582 0.591 0.217
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/20 2.25G 2.065 1.416 1.134 4 640: 100%|ββββββββββ| 80/80 [00:15<00:00, 5.17it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:01<00:00, 7.03it/s]
all 362 497 0.637 0.569 0.581 0.214
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/20 2.25G 2.055 1.367 1.14 7 640: 100%|ββββββββββ| 80/80 [00:15<00:00, 5.16it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:01<00:00, 6.68it/s]
all 362 497 0.557 0.446 0.451 0.163
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/20 2.25G 2.033 1.312 1.148 6 640: 100%|ββββββββββ| 80/80 [00:15<00:00, 5.09it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:01<00:00, 6.58it/s]
all 362 497 0.544 0.425 0.459 0.171
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/20 2.25G 2.023 1.326 1.126 2 640: 100%|ββββββββββ| 80/80 [00:15<00:00, 5.09it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:01<00:00, 6.65it/s]
all 362 497 0.624 0.545 0.583 0.222
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/20 2.25G 2.034 1.305 1.13 2 640: 100%|ββββββββββ| 80/80 [00:15<00:00, 5.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:01<00:00, 6.60it/s]
all 362 497 0.604 0.509 0.535 0.189
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/20 2.25G 1.983 1.274 1.134 5 640: 100%|ββββββββββ| 80/80 [00:15<00:00, 5.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:01<00:00, 6.46it/s]
all 362 497 0.65 0.582 0.59 0.224
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/20 2.25G 2.019 1.255 1.14 2 640: 100%|ββββββββββ| 80/80 [00:15<00:00, 5.06it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:01<00:00, 6.42it/s]
all 362 497 0.679 0.565 0.625 0.237
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/20 2.25G 2.046 1.333 1.187 2 640: 100%|ββββββββββ| 80/80 [00:16<00:00, 5.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:01<00:00, 6.73it/s]
all 362 497 0.591 0.515 0.53 0.195
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/20 2.25G 2.012 1.26 1.173 4 640: 100%|ββββββββββ| 80/80 [00:15<00:00, 5.04it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:01<00:00, 6.06it/s]
all 362 497 0.652 0.571 0.598 0.216
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/20 2.25G 1.986 1.24 1.163 3 640: 100%|ββββββββββ| 80/80 [00:16<00:00, 4.89it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:01<00:00, 6.43it/s]
all 362 497 0.652 0.598 0.622 0.229
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/20 2.25G 1.966 1.214 1.148 7 640: 100%|ββββββββββ| 80/80 [00:15<00:00, 5.06it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:01<00:00, 6.07it/s]
all 362 497 0.635 0.556 0.578 0.205
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/20 2.25G 1.965 1.195 1.159 1 640: 100%|ββββββββββ| 80/80 [00:15<00:00, 5.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:01<00:00, 6.46it/s]
all 362 497 0.65 0.583 0.58 0.216
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
16/20 2.25G 1.924 1.167 1.151 2 640: 100%|ββββββββββ| 80/80 [00:15<00:00, 5.06it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.98it/s]
all 362 497 0.688 0.555 0.599 0.223
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
17/20 2.25G 1.924 1.133 1.155 1 640: 100%|ββββββββββ| 80/80 [00:16<00:00, 4.94it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.75it/s]
all 362 497 0.577 0.575 0.556 0.202
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
18/20 2.25G 1.903 1.114 1.139 4 640: 100%|ββββββββββ| 80/80 [00:16<00:00, 4.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.10it/s]
all 362 497 0.646 0.533 0.555 0.204
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
19/20 2.25G 1.872 1.109 1.127 1 640: 100%|ββββββββββ| 80/80 [00:17<00:00, 4.68it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.17it/s]
all 362 497 0.655 0.588 0.615 0.226
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
20/20 2.25G 1.904 1.113 1.143 2 640: 100%|ββββββββββ| 80/80 [00:17<00:00, 4.66it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.02it/s]
all 362 497 0.671 0.563 0.595 0.221
20 epochs completed in 0.117 hours. Optimizer stripped from runs\detect\yoloN_combined_five_weather11\weights\last.pt, 5.4MB Optimizer stripped from runs\detect\yoloN_combined_five_weather11\weights\best.pt, 5.4MB Validating runs\detect\yoloN_combined_five_weather11\weights\best.pt... Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) YOLO11n summary (fused): 100 layers, 2,582,347 parameters, 0 gradients, 6.3 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:03<00:00, 3.80it/s]
all 362 497 0.68 0.567 0.625 0.236
Speed: 0.3ms preprocess, 2.1ms inference, 0.0ms loss, 2.4ms postprocess per image
Results saved to runs\detect\yoloN_combined_five_weather11
Out[14]:
ultralytics.utils.metrics.DetMetrics object with attributes:
ap_class_index: array([0])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x00000207ED20AC10>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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0.24748, 0.24696, 0.24489, 0.24082, 0.2391, 0.23807, 0.23664, 0.23458, 0.23252, 0.23092, 0.22989, 0.22923, 0.22893, 0.22864, 0.22834, 0.22805, 0.22776, 0.22746, 0.22195, 0.21659, 0.21555, 0.21452, 0.21349,
0.21246, 0.21143, 0.20953, 0.20233, 0.20129, 0.19831, 0.19625, 0.19419, 0.19212, 0.18913, 0.18656, 0.18552, 0.18511, 0.18511, 0.18377, 0.18171, 0.18109, 0.17759, 0.17552, 0.17224, 0.17121, 0.17046, 0.16978,
0.16909, 0.16315, 0.15908, 0.15701, 0.15495, 0.15391, 0.15089, 0.15058, 0.15026, 0.14994, 0.14962, 0.14931, 0.14899, 0.14415, 0.14312, 0.14132, 0.13926, 0.13518, 0.13396, 0.13293, 0.13101, 0.12836, 0.12732,
0.12381, 0.11773, 0.11618, 0.11515, 0.11469, 0.11469, 0.11469, 0.11417, 0.11335, 0.11268, 0.11268, 0.11268, 0.11066, 0.10807, 0.10399, 0.10026, 0.09923, 0.098277, 0.097452, 0.096627, 0.094179, 0.093766, 0.093354,
0.092941, 0.090477, 0.089446, 0.084042, 0.079838, 0.078807, 0.078123, 0.077608, 0.077092, 0.076577, 0.074868, 0.07134, 0.069737, 0.068277, 0.067902, 0.067527, 0.067152, 0.066777, 0.066402, 0.063364, 0.062341, 0.061516, 0.060691,
0.059949, 0.059261, 0.058574, 0.056959, 0.055926, 0.055337, 0.054748, 0.054092, 0.053267, 0.052442, 0.048559, 0.046496, 0.043528, 0.042703, 0.042128, 0.041853, 0.041578, 0.041303, 0.041028, 0.040753, 0.040478, 0.04016, 0.039571,
0.038981, 0.038392, 0.038229, 0.035681, 0.0319, 0.030868, 0.030181, 0.030181, 0.029463, 0.028638, 0.027915, 0.027326, 0.026736, 0.026147, 0.025558, 0.024969, 0.024379, 0.023524, 0.022493, 0.019929, 0.019634, 0.01934, 0.019045,
0.01875, 0.018456, 0.018161, 0.017544, 0.016856, 0.016169, 0.015879, 0.015637, 0.015394, 0.015151, 0.014909, 0.014666, 0.014424, 0.014181, 0.013729, 0.01314, 0.012551, 0.012032, 0.011815, 0.011597, 0.01138, 0.011163, 0.010946,
0.010729, 0.010512, 0.010295, 0.010078, 0.0098372, 0.0095945, 0.0093519, 0.0091092, 0.0088666, 0.008624, 0.0083813, 0.0081387, 0.0079985, 0.0079192, 0.0078399, 0.0077605, 0.0076812, 0.0076019, 0.0075226, 0.0074433, 0.0073639, 0.0072846, 0.0072053,
0.007126, 0.0070466, 0.0069673, 0.006888, 0.0068087, 0.0067293, 0.00665, 0.0065707, 0.0064914, 0.006412, 0.0063327, 0.0062534, 0.0061741, 0.0060947, 0.0060141, 0.00593, 0.0058458, 0.0057616, 0.0056774, 0.0055932, 0.0055091, 0.0054249, 0.0053407,
0.0052565, 0.0051723, 0.0050882, 0.005004, 0.0049198, 0.0048356, 0.0047514, 0.0046673, 0.0045831, 0.0044989, 0.0044147, 0.0043305, 0.0042464, 0.0041622, 0.004078, 0.0040026, 0.0039428, 0.003883, 0.0038233, 0.0037635, 0.0037037, 0.0036439, 0.0035841,
0.0035244, 0.0034646, 0.0034048, 0.003345, 0.0032852, 0.0032255, 0.0031657, 0.0031059, 0.0030461, 0.0029863, 0.0029266, 0.0028668, 0.002807, 0.0027472, 0.0026874, 0.0026277, 0.0025679, 0.0025081, 0.0024483, 0.0023885, 0.0023288, 0.002269, 0.0022092,
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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]), 'Confidence', 'Recall']]
fitness: np.float64(0.27472720022281283)
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.23585])
names: {0: 'Pothole'}
nt_per_class: array([497])
nt_per_image: array([248])
results_dict: {'metrics/precision(B)': np.float64(0.6796623816645934), 'metrics/recall(B)': np.float64(0.5674044265593562), 'metrics/mAP50(B)': np.float64(0.6246317314538061), 'metrics/mAP50-95(B)': np.float64(0.23584891897492466), 'fitness': np.float64(0.27472720022281283)}
save_dir: WindowsPath('runs/detect/yoloN_combined_five_weather11')
speed: {'preprocess': 0.29613646435505037, 'inference': 2.1260569061188654, 'loss': 0.0010955797698739811, 'postprocess': 2.38253977870085}
stats: {'tp': [], 'conf': [], 'pred_cls': [], 'target_cls': [], 'target_img': []}
task: 'detect'
InΒ [3]:
from ultralytics import YOLO
model = inference_Combined_small_model
model.train(data = r"D:\ASTC project\dataset3_splitted\data.yaml" ,epochs =20 ,imgsz = 640 , batch = 16 ,name = "yoloS _combined_five_weather",workers=4)
New https://pypi.org/project/ultralytics/8.3.189 available Update with 'pip install -U ultralytics' Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) engine\trainer: agnostic_nms=False, amp=True, augment=False, auto_augment=randaugment, batch=16, bgr=0.0, box=7.5, cache=False, cfg=None, classes=None, close_mosaic=10, cls=0.5, conf=None, copy_paste=0.0, copy_paste_mode=flip, cos_lr=False, cutmix=0.0, data=D:\ASTC project\dataset3_splitted\data.yaml, degrees=0.0, deterministic=True, device=None, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, epochs=20, erasing=0.4, exist_ok=False, fliplr=0.5, flipud=0.0, format=torchscript, fraction=1.0, freeze=None, half=False, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, imgsz=640, int8=False, iou=0.7, keras=False, kobj=1.0, line_width=None, lr0=0.01, lrf=0.01, mask_ratio=4, max_det=300, mixup=0.0, mode=train, model=D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt, momentum=0.937, mosaic=1.0, multi_scale=False, name=yoloS _combined_five_weather, nbs=64, nms=False, opset=None, optimize=False, optimizer=auto, overlap_mask=True, patience=100, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=None, rect=False, resume=False, retina_masks=False, save=True, save_conf=False, save_crop=False, save_dir=runs\detect\yoloS _combined_five_weather, save_frames=False, save_json=False, save_period=-1, save_txt=False, scale=0.5, seed=0, shear=0.0, show=False, show_boxes=True, show_conf=True, show_labels=True, simplify=True, single_cls=False, source=None, split=val, stream_buffer=False, task=detect, time=None, tracker=botsort.yaml, translate=0.1, val=True, verbose=True, vid_stride=1, visualize=False, warmup_bias_lr=0.1, warmup_epochs=3.0, warmup_momentum=0.8, weight_decay=0.0005, workers=4, workspace=None from n params module arguments 0 -1 1 928 ultralytics.nn.modules.conv.Conv [3, 32, 3, 2] 1 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2] 2 -1 1 26080 ultralytics.nn.modules.block.C3k2 [64, 128, 1, False, 0.25] 3 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 4 -1 1 103360 ultralytics.nn.modules.block.C3k2 [128, 256, 1, False, 0.25] 5 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 6 -1 1 346112 ultralytics.nn.modules.block.C3k2 [256, 256, 1, True] 7 -1 1 1180672 ultralytics.nn.modules.conv.Conv [256, 512, 3, 2] 8 -1 1 1380352 ultralytics.nn.modules.block.C3k2 [512, 512, 1, True] 9 -1 1 656896 ultralytics.nn.modules.block.SPPF [512, 512, 5] 10 -1 1 990976 ultralytics.nn.modules.block.C2PSA [512, 512, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] 13 -1 1 443776 ultralytics.nn.modules.block.C3k2 [768, 256, 1, False] 14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 15 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] 16 -1 1 127680 ultralytics.nn.modules.block.C3k2 [512, 128, 1, False] 17 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 18 [-1, 13] 1 0 ultralytics.nn.modules.conv.Concat [1] 19 -1 1 345472 ultralytics.nn.modules.block.C3k2 [384, 256, 1, False] 20 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 21 [-1, 10] 1 0 ultralytics.nn.modules.conv.Concat [1] 22 -1 1 1511424 ultralytics.nn.modules.block.C3k2 [768, 512, 1, True] 23 [16, 19, 22] 1 819795 ultralytics.nn.modules.head.Detect [1, [128, 256, 512]] YOLO11s summary: 181 layers, 9,428,179 parameters, 9,428,163 gradients, 21.5 GFLOPs Transferred 499/499 items from pretrained weights Freezing layer 'model.23.dfl.conv.weight' AMP: running Automatic Mixed Precision (AMP) checks... AMP: checks passed train: Fast image access (ping: 0.30.1 ms, read: 828.4209.4 MB/s, size: 544.0 KB)
train: Scanning D:\ASTC project\dataset3_splitted\train\labels.cache... 1469 images, 391 backgrounds, 203 corrupt: 100%|ββββββββββ| 1469/1469 [00:00<?, ?it/s]
train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000058.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000059.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000060.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000061.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000062.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000063.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000064.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000065.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000066.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000067.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000071.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000072.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000073.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000074.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000075.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000076.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000077.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000078.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000079.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000080.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000081.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000140.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000141.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000142.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000143.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000144.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000145.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000146.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000147.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000148.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000149.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000150.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000151.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000152.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000153.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000154.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000155.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000210.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000211.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000212.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000213.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000214.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000215.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000216.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000014.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000015.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000016.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000017.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000018.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000019.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000020.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000021.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000022.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000023.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000076.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000077.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000078.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000079.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000117.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000136.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000145.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000146.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000147.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000148.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000198.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000199.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000028.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000029.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000030.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000031.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000032.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000033.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000034.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000035.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000036.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000037.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000068.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000069.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000070.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000092.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000093.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000094.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000095.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000096.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000005.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000006.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000007.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000008.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000009.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000010.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000011.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000012.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000013.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000014.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000050.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000051.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000052.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000053.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000054.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000055.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000092.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000093.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000094.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000100.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000101.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000102.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000132.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000025.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000026.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000027.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000055.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000056.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000057.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000058.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000059.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000083.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000084.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000085.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000027.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000028.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000029.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000058.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000059.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000060.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000061.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000062.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000084.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000085.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000086.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000087.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000088.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000089.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000090.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000091.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000003.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000004.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000005.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000006.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000007.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000033.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000034.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000035.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000036.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000037.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000038.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000069.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000070.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000001.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000002.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000003.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000004.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000005.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000006.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000031.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000032.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000033.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000034.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000066.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000067.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000068.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000033.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000034.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000035.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000036.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000037.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000038.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000041.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000042.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000043.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000044.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000045.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000077.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000078.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000079.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000080.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000081.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000082.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000107.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000108.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000109.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000039.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000040.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000041.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000081.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000082.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000083.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000084.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000085.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000086.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000125.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000126.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000127.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000044.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000045.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000046.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000085.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000086.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000087.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000088.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000119.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000120.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000121.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000122.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0
val: Fast image access (ping: 0.30.1 ms, read: 663.7183.4 MB/s, size: 365.6 KB)
val: Scanning D:\ASTC project\dataset3_splitted\valid\labels.cache... 420 images, 114 backgrounds, 58 corrupt: 100%|ββββββββββ| 420/420 [00:00<?, ?it/s]
val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000027.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000028.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000029.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000061.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000062.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000063.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000064.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000090.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000091.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000092.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000093.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000094.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000003.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000004.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000005.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000006.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000007.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000008.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000039.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000040.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000041.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000042.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000074.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000075.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000004.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000005.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000006.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000007.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000008.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000009.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000010.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000011.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000012.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000013.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000014.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000015.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000016.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000017.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000058.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000059.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000093.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000094.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000095.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000007.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000008.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000009.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000010.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000011.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000012.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000013.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000014.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000015.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000067.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000068.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000069.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000070.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000071.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000072.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0
Plotting labels to runs\detect\yoloS _combined_five_weather\labels.jpg... optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... optimizer: AdamW(lr=0.002, momentum=0.9) with parameter groups 81 weight(decay=0.0), 88 weight(decay=0.0005), 87 bias(decay=0.0) Image sizes 640 train, 640 val Using 4 dataloader workers Logging results to runs\detect\yoloS _combined_five_weather Starting training for 20 epochs... Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/20 4.01G 2.531 2.37 1.363 8 640: 100%|ββββββββββ| 80/80 [00:31<00:00, 2.54it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.30it/s]
all 362 497 0.526 0.449 0.464 0.157
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/20 4.04G 2.282 1.609 1.242 9 640: 100%|ββββββββββ| 80/80 [00:27<00:00, 2.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.43it/s]
all 362 497 0.541 0.535 0.537 0.209
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/20 4.09G 2.259 1.552 1.24 11 640: 100%|ββββββββββ| 80/80 [00:27<00:00, 2.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.03it/s]
all 362 497 0.575 0.497 0.532 0.197
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/20 4.09G 2.283 1.576 1.224 4 640: 100%|ββββββββββ| 80/80 [00:27<00:00, 2.89it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.44it/s]
all 362 497 0.611 0.54 0.583 0.202
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/20 4.1G 2.252 1.509 1.224 7 640: 100%|ββββββββββ| 80/80 [00:27<00:00, 2.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.49it/s]
all 362 497 0.566 0.487 0.501 0.182
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/20 4.08G 2.209 1.455 1.226 6 640: 100%|ββββββββββ| 80/80 [00:27<00:00, 2.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.82it/s]
all 362 497 0.612 0.541 0.558 0.207
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/20 4.06G 2.171 1.449 1.188 2 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 2.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.86it/s]
all 362 497 0.561 0.577 0.557 0.207
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/20 4.07G 2.161 1.409 1.201 2 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 2.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.68it/s]
all 362 497 0.666 0.559 0.607 0.224
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/20 4.09G 2.134 1.382 1.197 5 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 2.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.78it/s]
all 362 497 0.592 0.521 0.513 0.168
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/20 4.06G 2.131 1.33 1.201 2 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 2.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.05it/s]
all 362 497 0.705 0.535 0.604 0.217
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/20 4.07G 2.091 1.343 1.23 2 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.75it/s]
all 362 497 0.579 0.539 0.531 0.199
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/20 4.07G 2.098 1.311 1.216 4 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.04it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.35it/s]
all 362 497 0.584 0.571 0.574 0.217
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/20 4.06G 2.069 1.296 1.211 3 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 2.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.64it/s]
all 362 497 0.589 0.549 0.554 0.19
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/20 4.07G 2.046 1.263 1.205 7 640: 100%|ββββββββββ| 80/80 [00:27<00:00, 2.89it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:03<00:00, 3.85it/s]
all 362 497 0.575 0.556 0.548 0.186
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/20 4.07G 2.02 1.233 1.204 1 640: 100%|ββββββββββ| 80/80 [00:27<00:00, 2.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.23it/s]
all 362 497 0.669 0.59 0.615 0.228
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
16/20 4.07G 2.006 1.197 1.196 2 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 2.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.33it/s]
all 362 497 0.565 0.543 0.534 0.199
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
17/20 4.08G 1.949 1.176 1.191 1 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.20it/s]
all 362 497 0.566 0.533 0.517 0.177
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
18/20 4.08G 1.978 1.167 1.182 4 640: 100%|ββββββββββ| 80/80 [00:27<00:00, 2.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.05it/s]
all 362 497 0.631 0.539 0.554 0.201
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
19/20 4.06G 1.927 1.146 1.16 1 640: 100%|ββββββββββ| 80/80 [00:27<00:00, 2.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.15it/s]
all 362 497 0.617 0.589 0.569 0.211
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
20/20 4.08G 1.958 1.144 1.167 2 640: 100%|ββββββββββ| 80/80 [00:27<00:00, 2.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.06it/s]
all 362 497 0.67 0.547 0.577 0.207
20 epochs completed in 0.186 hours. Optimizer stripped from runs\detect\yoloS _combined_five_weather\weights\last.pt, 19.1MB Optimizer stripped from runs\detect\yoloS _combined_five_weather\weights\best.pt, 19.1MB Validating runs\detect\yoloS _combined_five_weather\weights\best.pt... Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) YOLO11s summary (fused): 100 layers, 9,413,187 parameters, 0 gradients, 21.3 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:03<00:00, 3.34it/s]
all 362 497 0.669 0.588 0.615 0.228
Speed: 0.1ms preprocess, 3.7ms inference, 0.0ms loss, 2.7ms postprocess per image
Results saved to runs\detect\yoloS _combined_five_weather
Out[3]:
ultralytics.utils.metrics.DetMetrics object with attributes:
ap_class_index: array([0])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x0000026F0776F410>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
curves_results: [[array([ 0, 0.001001, 0.002002, 0.003003, 0.004004, 0.005005, 0.006006, 0.007007, 0.008008, 0.009009, 0.01001, 0.011011, 0.012012, 0.013013, 0.014014, 0.015015, 0.016016, 0.017017, 0.018018, 0.019019, 0.02002, 0.021021, 0.022022, 0.023023,
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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]), 'Confidence', 'Recall']]
fitness: np.float64(0.2665995484826823)
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.22784])
names: {0: 'Pothole'}
nt_per_class: array([497])
nt_per_image: array([248])
results_dict: {'metrics/precision(B)': np.float64(0.669183896085414), 'metrics/recall(B)': np.float64(0.5875251509054326), 'metrics/mAP50(B)': np.float64(0.6154452198611493), 'metrics/mAP50-95(B)': np.float64(0.2278389183295193), 'fitness': np.float64(0.2665995484826823)}
save_dir: WindowsPath('runs/detect/yoloS _combined_five_weather')
speed: {'preprocess': 0.14963480661213474, 'inference': 3.704562707205505, 'loss': 0.0005168508047183965, 'postprocess': 2.6853696132364657}
stats: {'tp': [], 'conf': [], 'pred_cls': [], 'target_cls': [], 'target_img': []}
task: 'detect'
InΒ [15]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS _combined_five_weather\weights\best.pt")
results = model.predict(
source="D:\ASTC project\input_video1.mp4",
save=False,
save_txt=False,
conf=0.10,
show=True
)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.0ms
video 1/1 (frame 2/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.2ms
video 1/1 (frame 3/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 4/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.4ms
video 1/1 (frame 5/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.4ms
video 1/1 (frame 6/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.5ms
video 1/1 (frame 7/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.0ms
video 1/1 (frame 8/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.4ms
video 1/1 (frame 9/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.9ms
video 1/1 (frame 10/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 11/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.0ms
video 1/1 (frame 12/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.6ms
video 1/1 (frame 13/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 14/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.2ms
video 1/1 (frame 15/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.5ms
video 1/1 (frame 16/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.8ms
video 1/1 (frame 17/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 18/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 19/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 20/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.5ms
video 1/1 (frame 21/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.5ms
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video 1/1 (frame 645/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
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video 1/1 (frame 647/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 648/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 649/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 18.3ms
video 1/1 (frame 650/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 15.4ms
video 1/1 (frame 651/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 14.6ms
video 1/1 (frame 652/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 653/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.7ms
video 1/1 (frame 654/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 14.5ms
video 1/1 (frame 655/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 13.9ms
video 1/1 (frame 656/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 657/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.7ms
video 1/1 (frame 658/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 13.3ms
video 1/1 (frame 659/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 12.6ms
video 1/1 (frame 660/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 17.0ms
video 1/1 (frame 661/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.2ms
video 1/1 (frame 662/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
video 1/1 (frame 663/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 664/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 665/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
video 1/1 (frame 666/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
video 1/1 (frame 667/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 668/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 669/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 670/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 671/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.5ms
video 1/1 (frame 672/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
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video 1/1 (frame 674/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.3ms
video 1/1 (frame 675/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 676/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.2ms
video 1/1 (frame 677/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
video 1/1 (frame 678/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 14.9ms
video 1/1 (frame 679/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.6ms
video 1/1 (frame 680/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 681/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
video 1/1 (frame 682/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 16.7ms
video 1/1 (frame 683/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 684/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 12.9ms
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video 1/1 (frame 686/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.2ms
video 1/1 (frame 687/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
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video 1/1 (frame 689/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 16.9ms
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video 1/1 (frame 691/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 16.8ms
video 1/1 (frame 692/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 15.1ms
video 1/1 (frame 693/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 16.4ms
video 1/1 (frame 694/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.3ms
video 1/1 (frame 695/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 696/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 16.7ms
video 1/1 (frame 697/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 13.9ms
video 1/1 (frame 698/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 17.3ms
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video 1/1 (frame 701/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 16.7ms
video 1/1 (frame 702/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 22.7ms
video 1/1 (frame 703/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 17.7ms
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video 1/1 (frame 706/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.4ms
video 1/1 (frame 707/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 17.7ms
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video 1/1 (frame 710/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.1ms
video 1/1 (frame 711/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 15.7ms
video 1/1 (frame 712/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 16.2ms
video 1/1 (frame 713/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 21.2ms
video 1/1 (frame 714/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 16.4ms
video 1/1 (frame 715/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 16.9ms
video 1/1 (frame 716/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 18.5ms
video 1/1 (frame 717/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 18.9ms
video 1/1 (frame 718/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 14.9ms
video 1/1 (frame 719/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 14.6ms
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video 1/1 (frame 721/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.5ms
video 1/1 (frame 722/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 15.2ms
video 1/1 (frame 723/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 15.0ms
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video 1/1 (frame 727/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 11.2ms
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video 1/1 (frame 731/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 15.4ms
video 1/1 (frame 732/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 16.5ms
video 1/1 (frame 733/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.3ms
video 1/1 (frame 734/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 17.2ms
video 1/1 (frame 735/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
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video 1/1 (frame 737/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
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video 1/1 (frame 742/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 16.7ms
video 1/1 (frame 743/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 17.1ms
video 1/1 (frame 744/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 16.1ms
video 1/1 (frame 745/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 14.3ms
video 1/1 (frame 746/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 747/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 12.9ms
video 1/1 (frame 748/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
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video 1/1 (frame 751/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 16.9ms
video 1/1 (frame 752/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 753/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
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video 1/1 (frame 759/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 16.1ms
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video 1/1 (frame 805/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 14.2ms
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video 1/1 (frame 1049/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.9ms
video 1/1 (frame 1050/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1051/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.8ms
video 1/1 (frame 1052/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 17.0ms
video 1/1 (frame 1053/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 1054/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1055/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.3ms
video 1/1 (frame 1056/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 13.7ms
video 1/1 (frame 1057/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.7ms
video 1/1 (frame 1058/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.3ms
video 1/1 (frame 1059/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 16.7ms
video 1/1 (frame 1060/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 16.3ms
video 1/1 (frame 1061/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 1062/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 1063/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 20.3ms
video 1/1 (frame 1064/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 16.5ms
video 1/1 (frame 1065/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 14.2ms
video 1/1 (frame 1066/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.9ms
video 1/1 (frame 1067/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 19.4ms
video 1/1 (frame 1068/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 14.0ms
video 1/1 (frame 1069/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 13.7ms
video 1/1 (frame 1070/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 1071/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 1072/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 13.2ms
video 1/1 (frame 1073/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 14.8ms
video 1/1 (frame 1074/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 14.3ms
video 1/1 (frame 1075/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1076/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.5ms
video 1/1 (frame 1077/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.4ms
video 1/1 (frame 1078/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1079/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.7ms
video 1/1 (frame 1080/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1081/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.0ms
video 1/1 (frame 1082/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1083/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 13.4ms
video 1/1 (frame 1084/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 13.1ms
video 1/1 (frame 1085/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 17.6ms
video 1/1 (frame 1086/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1087/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.6ms
video 1/1 (frame 1088/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.7ms
video 1/1 (frame 1089/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 1090/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 1091/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 19.3ms
video 1/1 (frame 1092/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 13.0ms
video 1/1 (frame 1093/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 13.1ms
video 1/1 (frame 1094/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 1095/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 13.3ms
video 1/1 (frame 1096/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 1097/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.5ms
video 1/1 (frame 1098/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.5ms
video 1/1 (frame 1099/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 1100/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 12.4ms
video 1/1 (frame 1101/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 14.9ms
video 1/1 (frame 1102/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 12.7ms
video 1/1 (frame 1103/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 1104/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 1105/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 1106/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 1107/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 1108/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 1109/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 1110/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 1111/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 1112/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 1113/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 1114/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 1115/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 1116/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 1117/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 16.8ms
video 1/1 (frame 1118/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.1ms
video 1/1 (frame 1119/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 1120/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 1121/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 1122/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 1123/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.3ms
video 1/1 (frame 1124/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1125/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.7ms
video 1/1 (frame 1126/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.2ms
video 1/1 (frame 1127/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.3ms
video 1/1 (frame 1128/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 1129/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 1130/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 1131/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 1132/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 1133/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 14.9ms
video 1/1 (frame 1134/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 12.7ms
video 1/1 (frame 1135/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 16.4ms
video 1/1 (frame 1136/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.6ms
video 1/1 (frame 1137/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 1138/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 1139/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 1140/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 1141/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 1142/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 1143/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 1144/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 1145/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1146/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 1147/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 1148/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 1149/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 1150/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 13.9ms
video 1/1 (frame 1151/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 17.4ms
video 1/1 (frame 1152/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 12.8ms
video 1/1 (frame 1153/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.2ms
video 1/1 (frame 1154/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.5ms
video 1/1 (frame 1155/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.2ms
video 1/1 (frame 1156/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
video 1/1 (frame 1157/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.4ms
video 1/1 (frame 1158/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.5ms
video 1/1 (frame 1159/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 13.2ms
video 1/1 (frame 1160/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 1161/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 1162/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 1163/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 1164/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 1165/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 1166/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 1167/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.9ms
video 1/1 (frame 1168/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 17.0ms
video 1/1 (frame 1169/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.7ms
video 1/1 (frame 1170/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 1171/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 1172/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 1173/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 1174/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 1175/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 16.3ms
video 1/1 (frame 1176/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.3ms
video 1/1 (frame 1177/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 1178/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.1ms
video 1/1 (frame 1179/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
Speed: 1.8ms preprocess, 11.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384)
Total potholes detected in video: 345
InΒ [4]:
from ultralytics import YOLO
inference_Combined_five_weather_small_model= YOLO(r"D:\ASTC project\runs\detect\yoloS _combined_five_weather\weights\best.pt")
InΒ [Β ]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloN_combined_five_weather11\weights\best.pt")
results = model.predict(
source="D:\ASTC project\input_video1.mp4",
save=False,
conf=0.10,
show=True
)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 43.1ms
video 1/1 (frame 2/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 39.6ms
video 1/1 (frame 3/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.0ms
video 1/1 (frame 4/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.5ms
video 1/1 (frame 5/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 6/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.4ms
video 1/1 (frame 7/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.3ms
video 1/1 (frame 8/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 9/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.7ms
video 1/1 (frame 10/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 11/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 12/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 13/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 14/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 15/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.4ms
video 1/1 (frame 16/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.4ms
video 1/1 (frame 17/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.7ms
video 1/1 (frame 18/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.0ms
video 1/1 (frame 19/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.2ms
video 1/1 (frame 20/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 21/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.1ms
video 1/1 (frame 22/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.2ms
video 1/1 (frame 23/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.0ms
video 1/1 (frame 24/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.1ms
video 1/1 (frame 25/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 26/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 27/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.5ms
video 1/1 (frame 28/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.5ms
video 1/1 (frame 29/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.8ms
video 1/1 (frame 30/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 31/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.0ms
video 1/1 (frame 32/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 14.0ms
video 1/1 (frame 33/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.8ms
video 1/1 (frame 34/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.6ms
video 1/1 (frame 35/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.6ms
video 1/1 (frame 36/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.9ms
video 1/1 (frame 37/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 38/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 39/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 40/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.2ms
video 1/1 (frame 41/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.9ms
video 1/1 (frame 42/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 43/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.1ms
video 1/1 (frame 44/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.1ms
video 1/1 (frame 45/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 46/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.6ms
video 1/1 (frame 47/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.2ms
video 1/1 (frame 48/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 49/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 50/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.1ms
video 1/1 (frame 51/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.0ms
video 1/1 (frame 52/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.2ms
video 1/1 (frame 53/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.6ms
video 1/1 (frame 54/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.3ms
video 1/1 (frame 55/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 56/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.5ms
video 1/1 (frame 57/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.4ms
video 1/1 (frame 58/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 8.0ms
video 1/1 (frame 59/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.0ms
video 1/1 (frame 60/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.2ms
video 1/1 (frame 61/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.2ms
video 1/1 (frame 62/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.7ms
video 1/1 (frame 63/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 64/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.8ms
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video 1/1 (frame 273/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.3ms
video 1/1 (frame 274/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.9ms
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video 1/1 (frame 282/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 283/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 284/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.4ms
video 1/1 (frame 285/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.7ms
video 1/1 (frame 286/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 287/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.3ms
video 1/1 (frame 288/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 289/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.4ms
video 1/1 (frame 290/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.3ms
video 1/1 (frame 291/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 292/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.9ms
video 1/1 (frame 293/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.0ms
video 1/1 (frame 294/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 295/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.9ms
video 1/1 (frame 296/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 297/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 298/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 299/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.4ms
video 1/1 (frame 300/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.5ms
video 1/1 (frame 301/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.0ms
video 1/1 (frame 302/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.3ms
video 1/1 (frame 303/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.5ms
video 1/1 (frame 304/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.8ms
video 1/1 (frame 305/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.9ms
video 1/1 (frame 306/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.2ms
video 1/1 (frame 307/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 8.0ms
video 1/1 (frame 308/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.1ms
video 1/1 (frame 309/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.0ms
video 1/1 (frame 310/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.0ms
video 1/1 (frame 311/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.9ms
video 1/1 (frame 312/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.3ms
video 1/1 (frame 313/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.0ms
video 1/1 (frame 314/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.4ms
video 1/1 (frame 315/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.8ms
video 1/1 (frame 316/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.8ms
video 1/1 (frame 317/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.4ms
video 1/1 (frame 318/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.5ms
video 1/1 (frame 319/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.3ms
video 1/1 (frame 320/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.2ms
video 1/1 (frame 321/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.9ms
video 1/1 (frame 322/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.0ms
video 1/1 (frame 323/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.6ms
video 1/1 (frame 324/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.8ms
video 1/1 (frame 325/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.0ms
video 1/1 (frame 326/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 327/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.5ms
video 1/1 (frame 328/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.2ms
video 1/1 (frame 329/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.7ms
video 1/1 (frame 330/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.5ms
video 1/1 (frame 331/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.9ms
video 1/1 (frame 332/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.4ms
video 1/1 (frame 333/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.0ms
video 1/1 (frame 334/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.6ms
video 1/1 (frame 335/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.9ms
video 1/1 (frame 336/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 8.1ms
video 1/1 (frame 337/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.9ms
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video 1/1 (frame 339/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.1ms
video 1/1 (frame 340/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 8.0ms
video 1/1 (frame 341/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.3ms
video 1/1 (frame 342/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.0ms
video 1/1 (frame 343/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.4ms
video 1/1 (frame 344/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
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video 1/1 (frame 346/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
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video 1/1 (frame 351/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.1ms
video 1/1 (frame 352/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.7ms
video 1/1 (frame 353/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.3ms
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video 1/1 (frame 361/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.8ms
video 1/1 (frame 362/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.1ms
video 1/1 (frame 363/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.0ms
video 1/1 (frame 364/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.9ms
video 1/1 (frame 365/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.2ms
video 1/1 (frame 366/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.6ms
video 1/1 (frame 367/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.9ms
video 1/1 (frame 368/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.5ms
video 1/1 (frame 369/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.6ms
video 1/1 (frame 370/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.3ms
video 1/1 (frame 371/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 372/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 8.6ms
video 1/1 (frame 373/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.3ms
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video 1/1 (frame 376/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
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video 1/1 (frame 378/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 379/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.3ms
video 1/1 (frame 380/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.9ms
video 1/1 (frame 381/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 382/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.6ms
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video 1/1 (frame 391/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.0ms
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video 1/1 (frame 396/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.8ms
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video 1/1 (frame 405/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.1ms
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video 1/1 (frame 407/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.8ms
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video 1/1 (frame 415/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.5ms
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video 1/1 (frame 419/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.5ms
video 1/1 (frame 420/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.4ms
video 1/1 (frame 421/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.9ms
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video 1/1 (frame 426/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.7ms
video 1/1 (frame 427/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.5ms
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video 1/1 (frame 431/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
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video 1/1 (frame 436/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.6ms
video 1/1 (frame 437/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 438/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.8ms
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video 1/1 (frame 445/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.6ms
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video 1/1 (frame 453/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.3ms
video 1/1 (frame 454/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
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video 1/1 (frame 457/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.5ms
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video 1/1 (frame 462/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
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video 1/1 (frame 474/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.9ms
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video 1/1 (frame 479/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.2ms
video 1/1 (frame 480/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.8ms
video 1/1 (frame 481/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.6ms
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video 1/1 (frame 486/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
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video 1/1 (frame 488/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.1ms
video 1/1 (frame 489/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
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video 1/1 (frame 491/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.6ms
video 1/1 (frame 492/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
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video 1/1 (frame 497/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.9ms
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video 1/1 (frame 505/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.7ms
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video 1/1 (frame 510/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.2ms
video 1/1 (frame 511/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.6ms
video 1/1 (frame 512/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.2ms
video 1/1 (frame 513/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 514/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.6ms
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video 1/1 (frame 528/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
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video 1/1 (frame 537/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.3ms
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video 1/1 (frame 540/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.3ms
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video 1/1 (frame 564/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.2ms
video 1/1 (frame 565/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.2ms
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video 1/1 (frame 568/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.3ms
video 1/1 (frame 569/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.9ms
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video 1/1 (frame 578/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 6.8ms
video 1/1 (frame 579/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.2ms
video 1/1 (frame 580/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.9ms
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video 1/1 (frame 585/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.0ms
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video 1/1 (frame 592/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.5ms
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video 1/1 (frame 609/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.7ms
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video 1/1 (frame 616/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.3ms
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video 1/1 (frame 672/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.0ms
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video 1/1 (frame 676/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.8ms
video 1/1 (frame 677/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 8.3ms
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video 1/1 (frame 684/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.1ms
video 1/1 (frame 685/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 686/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.1ms
video 1/1 (frame 687/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.6ms
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video 1/1 (frame 689/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.5ms
video 1/1 (frame 690/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.2ms
video 1/1 (frame 691/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.4ms
video 1/1 (frame 692/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.7ms
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video 1/1 (frame 696/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.2ms
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video 1/1 (frame 702/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.1ms
video 1/1 (frame 703/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.1ms
video 1/1 (frame 704/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 12.1ms
video 1/1 (frame 705/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.1ms
video 1/1 (frame 706/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.2ms
video 1/1 (frame 707/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.3ms
video 1/1 (frame 708/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.1ms
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video 1/1 (frame 710/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.1ms
video 1/1 (frame 711/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.7ms
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video 1/1 (frame 713/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.3ms
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video 1/1 (frame 715/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 7.2ms
video 1/1 (frame 716/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.1ms
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video 1/1 (frame 719/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.6ms
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video 1/1 (frame 731/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 8.4ms
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video 1/1 (frame 743/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.0ms
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video 1/1 (frame 747/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.4ms
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video 1/1 (frame 861/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 8.0ms
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video 1/1 (frame 1091/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 16.2ms
video 1/1 (frame 1092/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.2ms
video 1/1 (frame 1093/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.0ms
video 1/1 (frame 1094/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 12.5ms
video 1/1 (frame 1095/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.3ms
video 1/1 (frame 1096/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.3ms
video 1/1 (frame 1097/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.2ms
video 1/1 (frame 1098/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.1ms
video 1/1 (frame 1099/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.2ms
video 1/1 (frame 1100/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.2ms
video 1/1 (frame 1101/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.2ms
video 1/1 (frame 1102/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.3ms
video 1/1 (frame 1103/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 9.3ms
video 1/1 (frame 1104/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.0ms
video 1/1 (frame 1105/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.2ms
video 1/1 (frame 1106/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.7ms
video 1/1 (frame 1107/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.3ms
video 1/1 (frame 1108/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.4ms
video 1/1 (frame 1109/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.5ms
video 1/1 (frame 1110/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.4ms
video 1/1 (frame 1111/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.5ms
video 1/1 (frame 1112/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.4ms
video 1/1 (frame 1113/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.9ms
video 1/1 (frame 1114/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.1ms
video 1/1 (frame 1115/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.0ms
video 1/1 (frame 1116/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 15.5ms
video 1/1 (frame 1117/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.8ms
video 1/1 (frame 1118/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.6ms
video 1/1 (frame 1119/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.0ms
video 1/1 (frame 1120/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.6ms
video 1/1 (frame 1121/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.7ms
video 1/1 (frame 1122/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.2ms
video 1/1 (frame 1123/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.8ms
video 1/1 (frame 1124/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.6ms
video 1/1 (frame 1125/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.7ms
video 1/1 (frame 1126/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.8ms
video 1/1 (frame 1127/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 15.9ms
video 1/1 (frame 1128/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.0ms
video 1/1 (frame 1129/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.0ms
video 1/1 (frame 1130/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.4ms
video 1/1 (frame 1131/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 14.1ms
video 1/1 (frame 1132/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.6ms
video 1/1 (frame 1133/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.6ms
video 1/1 (frame 1134/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 1135/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.5ms
video 1/1 (frame 1136/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 1137/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.0ms
video 1/1 (frame 1138/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.0ms
video 1/1 (frame 1139/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.0ms
video 1/1 (frame 1140/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.9ms
video 1/1 (frame 1141/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.1ms
video 1/1 (frame 1142/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.0ms
video 1/1 (frame 1143/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.0ms
video 1/1 (frame 1144/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.0ms
video 1/1 (frame 1145/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.0ms
video 1/1 (frame 1146/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.2ms
video 1/1 (frame 1147/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 13.3ms
video 1/1 (frame 1148/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 14.9ms
video 1/1 (frame 1149/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 13.6ms
video 1/1 (frame 1150/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 16.3ms
video 1/1 (frame 1151/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 16.5ms
video 1/1 (frame 1152/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 16.4ms
video 1/1 (frame 1153/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 12.0ms
video 1/1 (frame 1154/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 13.1ms
video 1/1 (frame 1155/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.4ms
video 1/1 (frame 1156/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 12.2ms
video 1/1 (frame 1157/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 14.2ms
video 1/1 (frame 1158/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.5ms
video 1/1 (frame 1159/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 1160/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 16.9ms
video 1/1 (frame 1161/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 1162/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 1163/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.3ms
video 1/1 (frame 1164/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.6ms
video 1/1 (frame 1165/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 15.1ms
video 1/1 (frame 1166/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 16.7ms
video 1/1 (frame 1167/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.7ms
video 1/1 (frame 1168/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 1169/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 1170/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 1171/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 1172/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 1173/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1174/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 1175/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 1176/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 1177/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 1178/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 1179/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.8ms
Speed: 1.6ms preprocess, 8.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384)
InΒ [Β ]:
model =YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
results = model.predict(
source="D:\ASTC project\input_video1.mp4",
save=True,
conf=0.10,
show=True
)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 44.0ms
video 1/1 (frame 2/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.9ms
video 1/1 (frame 3/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.8ms
video 1/1 (frame 4/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 14.1ms
video 1/1 (frame 5/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.9ms
video 1/1 (frame 6/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 7/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 8/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.9ms
video 1/1 (frame 9/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.1ms
video 1/1 (frame 10/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.7ms
video 1/1 (frame 11/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 12/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 13/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 14/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 15/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 16/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.1ms
video 1/1 (frame 17/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 18/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.1ms
video 1/1 (frame 19/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 20/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.7ms
video 1/1 (frame 21/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 22/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.8ms
video 1/1 (frame 23/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.8ms
video 1/1 (frame 24/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 25/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.8ms
video 1/1 (frame 26/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.8ms
video 1/1 (frame 27/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.9ms
video 1/1 (frame 28/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.9ms
video 1/1 (frame 29/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 30/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.1ms
video 1/1 (frame 31/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.7ms
video 1/1 (frame 32/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.8ms
video 1/1 (frame 33/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.5ms
video 1/1 (frame 34/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.8ms
video 1/1 (frame 35/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.0ms
video 1/1 (frame 36/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 37/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 38/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 39/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.8ms
video 1/1 (frame 40/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 41/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 42/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.3ms
video 1/1 (frame 43/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 44/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.1ms
video 1/1 (frame 45/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 46/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.0ms
video 1/1 (frame 47/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 48/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 49/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.7ms
video 1/1 (frame 50/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 8.8ms
video 1/1 (frame 51/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 6.7ms
video 1/1 (frame 52/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 53/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 54/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 6.7ms
video 1/1 (frame 55/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 56/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 57/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 58/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 8.2ms
video 1/1 (frame 59/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.0ms
video 1/1 (frame 60/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 8.2ms
video 1/1 (frame 61/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.3ms
video 1/1 (frame 62/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.2ms
video 1/1 (frame 63/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.2ms
video 1/1 (frame 64/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.1ms
video 1/1 (frame 65/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.2ms
video 1/1 (frame 66/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.3ms
video 1/1 (frame 67/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.4ms
video 1/1 (frame 68/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.6ms
video 1/1 (frame 69/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.2ms
video 1/1 (frame 70/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.4ms
video 1/1 (frame 71/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.3ms
video 1/1 (frame 72/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.3ms
video 1/1 (frame 73/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.7ms
video 1/1 (frame 74/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.4ms
video 1/1 (frame 75/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.0ms
video 1/1 (frame 76/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.0ms
video 1/1 (frame 77/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.4ms
video 1/1 (frame 78/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.3ms
video 1/1 (frame 79/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.0ms
video 1/1 (frame 80/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.4ms
video 1/1 (frame 81/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.3ms
video 1/1 (frame 82/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.9ms
video 1/1 (frame 83/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.5ms
video 1/1 (frame 84/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 85/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.7ms
video 1/1 (frame 86/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.5ms
video 1/1 (frame 87/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.7ms
video 1/1 (frame 88/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.6ms
video 1/1 (frame 89/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.6ms
video 1/1 (frame 90/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.6ms
video 1/1 (frame 91/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.1ms
video 1/1 (frame 92/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.7ms
video 1/1 (frame 93/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.9ms
video 1/1 (frame 94/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.7ms
video 1/1 (frame 95/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.6ms
video 1/1 (frame 96/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.7ms
video 1/1 (frame 97/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.7ms
video 1/1 (frame 98/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.2ms
video 1/1 (frame 99/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.0ms
video 1/1 (frame 100/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.8ms
video 1/1 (frame 101/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.9ms
video 1/1 (frame 102/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.8ms
video 1/1 (frame 103/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.3ms
video 1/1 (frame 104/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 105/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 106/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.8ms
video 1/1 (frame 107/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.1ms
video 1/1 (frame 108/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.0ms
video 1/1 (frame 109/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.1ms
video 1/1 (frame 110/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.8ms
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video 1/1 (frame 113/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.3ms
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video 1/1 (frame 118/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 119/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.9ms
video 1/1 (frame 120/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.1ms
video 1/1 (frame 121/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.2ms
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video 1/1 (frame 124/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.8ms
video 1/1 (frame 125/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.1ms
video 1/1 (frame 126/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.1ms
video 1/1 (frame 127/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
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video 1/1 (frame 130/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.2ms
video 1/1 (frame 131/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.2ms
video 1/1 (frame 132/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.2ms
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video 1/1 (frame 134/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 135/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 136/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.4ms
video 1/1 (frame 137/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
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video 1/1 (frame 141/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 142/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.8ms
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video 1/1 (frame 144/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 145/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 146/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.4ms
video 1/1 (frame 147/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
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video 1/1 (frame 149/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.4ms
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video 1/1 (frame 157/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
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video 1/1 (frame 181/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.8ms
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video 1/1 (frame 185/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
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video 1/1 (frame 316/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
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video 1/1 (frame 318/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 319/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 320/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 321/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 322/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 323/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 324/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 325/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 326/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.7ms
video 1/1 (frame 327/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 328/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 329/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.4ms
video 1/1 (frame 330/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.9ms
video 1/1 (frame 331/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 332/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 333/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 334/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 335/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 336/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 337/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 338/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 339/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.4ms
video 1/1 (frame 340/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
video 1/1 (frame 341/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.2ms
video 1/1 (frame 342/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.1ms
video 1/1 (frame 343/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
video 1/1 (frame 344/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 345/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
video 1/1 (frame 346/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.9ms
video 1/1 (frame 347/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 348/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 349/1179) D:\ASTC project\input_video1.mp4: 640x384 7 Potholes, 11.6ms
video 1/1 (frame 350/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.2ms
video 1/1 (frame 351/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.1ms
video 1/1 (frame 352/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.1ms
video 1/1 (frame 353/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.2ms
video 1/1 (frame 354/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 355/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 356/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
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video 1/1 (frame 361/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.3ms
video 1/1 (frame 362/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.1ms
video 1/1 (frame 363/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 12.3ms
video 1/1 (frame 364/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 365/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 366/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 367/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.0ms
video 1/1 (frame 368/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
video 1/1 (frame 369/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.3ms
video 1/1 (frame 370/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 371/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 372/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 373/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 374/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 375/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 376/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 377/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 378/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 379/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.1ms
video 1/1 (frame 380/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.0ms
video 1/1 (frame 381/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 382/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 383/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.4ms
video 1/1 (frame 384/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
video 1/1 (frame 385/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 386/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.9ms
video 1/1 (frame 387/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 388/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.9ms
video 1/1 (frame 389/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 390/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 10.9ms
video 1/1 (frame 391/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 392/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 393/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 394/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 395/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 14.8ms
video 1/1 (frame 396/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 397/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 398/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.0ms
video 1/1 (frame 399/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 400/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.1ms
video 1/1 (frame 401/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.2ms
video 1/1 (frame 402/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.9ms
video 1/1 (frame 403/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 404/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 10.9ms
video 1/1 (frame 405/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 406/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 10.9ms
video 1/1 (frame 407/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 11.0ms
video 1/1 (frame 408/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 10.9ms
video 1/1 (frame 409/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 10.9ms
video 1/1 (frame 410/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 10.9ms
video 1/1 (frame 411/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 10.9ms
video 1/1 (frame 412/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.9ms
video 1/1 (frame 413/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.0ms
video 1/1 (frame 414/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.3ms
video 1/1 (frame 415/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 416/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 417/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 418/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 419/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 420/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 421/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.5ms
video 1/1 (frame 422/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.0ms
video 1/1 (frame 423/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.9ms
video 1/1 (frame 424/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.0ms
video 1/1 (frame 425/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 426/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 427/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 12.1ms
video 1/1 (frame 428/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 429/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 430/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 431/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 432/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 433/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 434/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.8ms
video 1/1 (frame 435/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.8ms
video 1/1 (frame 436/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 437/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 438/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.9ms
video 1/1 (frame 439/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.9ms
video 1/1 (frame 440/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 441/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 442/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 443/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.1ms
video 1/1 (frame 444/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 445/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
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video 1/1 (frame 447/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 448/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 449/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
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video 1/1 (frame 451/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.8ms
video 1/1 (frame 452/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 453/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 454/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 455/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 456/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 457/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 11.2ms
video 1/1 (frame 458/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 11.1ms
video 1/1 (frame 459/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.9ms
video 1/1 (frame 460/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.1ms
video 1/1 (frame 461/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 11.1ms
video 1/1 (frame 462/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 10.9ms
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video 1/1 (frame 464/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 465/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 466/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 467/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.9ms
video 1/1 (frame 468/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 469/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 470/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 471/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 10.9ms
video 1/1 (frame 472/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.9ms
video 1/1 (frame 473/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 11.0ms
video 1/1 (frame 474/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 475/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 476/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
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video 1/1 (frame 479/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.8ms
video 1/1 (frame 480/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 10.9ms
video 1/1 (frame 481/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.9ms
video 1/1 (frame 482/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 10.9ms
video 1/1 (frame 483/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.8ms
video 1/1 (frame 484/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.9ms
video 1/1 (frame 485/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.8ms
video 1/1 (frame 486/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.5ms
video 1/1 (frame 487/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 488/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 489/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
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video 1/1 (frame 491/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.8ms
video 1/1 (frame 492/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 493/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 494/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.8ms
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video 1/1 (frame 496/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
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video 1/1 (frame 499/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
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video 1/1 (frame 501/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 502/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 503/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 504/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 505/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 506/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 507/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 508/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
video 1/1 (frame 509/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 510/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 511/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 512/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 513/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 514/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 515/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 516/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 517/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 518/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 519/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 520/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 521/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 522/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
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video 1/1 (frame 524/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 525/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 526/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.4ms
video 1/1 (frame 527/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 528/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 529/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 530/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 531/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 532/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 533/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 534/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 535/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 536/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.5ms
video 1/1 (frame 537/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 538/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 539/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
video 1/1 (frame 540/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.2ms
video 1/1 (frame 541/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.2ms
video 1/1 (frame 542/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 543/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
video 1/1 (frame 544/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.1ms
video 1/1 (frame 545/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.2ms
video 1/1 (frame 546/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.3ms
video 1/1 (frame 547/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 548/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 549/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 550/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 551/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 552/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
video 1/1 (frame 553/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 554/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
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video 1/1 (frame 556/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 557/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
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video 1/1 (frame 559/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 560/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 561/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 562/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
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video 1/1 (frame 565/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
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video 1/1 (frame 567/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 568/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
video 1/1 (frame 569/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
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video 1/1 (frame 577/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 578/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
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video 1/1 (frame 580/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 581/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.1ms
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video 1/1 (frame 591/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
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video 1/1 (frame 598/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
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video 1/1 (frame 606/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.9ms
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video 1/1 (frame 611/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
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video 1/1 (frame 614/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.0ms
video 1/1 (frame 615/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
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video 1/1 (frame 620/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 621/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 622/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.9ms
video 1/1 (frame 623/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 624/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 625/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
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video 1/1 (frame 627/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 628/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 629/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
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video 1/1 (frame 631/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 11.0ms
video 1/1 (frame 632/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 10.9ms
video 1/1 (frame 633/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
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video 1/1 (frame 635/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.1ms
video 1/1 (frame 636/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.1ms
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video 1/1 (frame 640/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 12.4ms
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video 1/1 (frame 679/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.2ms
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video 1/1 (frame 687/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.3ms
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video 1/1 (frame 691/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.4ms
video 1/1 (frame 692/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.5ms
video 1/1 (frame 693/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 694/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 695/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.4ms
video 1/1 (frame 696/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.2ms
video 1/1 (frame 697/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.7ms
video 1/1 (frame 698/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
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video 1/1 (frame 702/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 703/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.3ms
video 1/1 (frame 704/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
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video 1/1 (frame 710/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
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video 1/1 (frame 713/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.3ms
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video 1/1 (frame 717/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.3ms
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video 1/1 (frame 723/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.3ms
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video 1/1 (frame 726/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 727/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 728/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 12.7ms
video 1/1 (frame 729/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.8ms
video 1/1 (frame 730/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 731/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 732/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 733/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.9ms
video 1/1 (frame 734/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 735/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
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video 1/1 (frame 737/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
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video 1/1 (frame 739/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 740/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 741/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 742/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 743/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 744/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 745/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 746/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.3ms
video 1/1 (frame 747/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 748/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 749/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 750/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 751/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 752/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 753/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 754/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.7ms
video 1/1 (frame 755/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.9ms
video 1/1 (frame 756/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 757/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 758/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
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video 1/1 (frame 760/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 761/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 762/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 763/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 764/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 765/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 766/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.4ms
video 1/1 (frame 767/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 768/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 769/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 770/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 771/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 772/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 773/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.4ms
video 1/1 (frame 774/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.7ms
video 1/1 (frame 775/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 776/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 777/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 778/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 779/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 780/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 781/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
video 1/1 (frame 782/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
video 1/1 (frame 783/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 784/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 785/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 786/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 787/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 788/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
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video 1/1 (frame 791/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 792/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 793/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 794/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 795/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
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video 1/1 (frame 801/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 802/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 803/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 804/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 805/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
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video 1/1 (frame 807/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 808/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 809/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 810/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.3ms
video 1/1 (frame 811/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
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video 1/1 (frame 813/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 814/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 815/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 816/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 817/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 818/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 819/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 820/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 821/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.5ms
video 1/1 (frame 822/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 823/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 824/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.7ms
video 1/1 (frame 825/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 826/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 827/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.5ms
video 1/1 (frame 828/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 829/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 830/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 831/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 832/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 833/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 834/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 835/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 836/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 837/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 838/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 839/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 840/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.7ms
video 1/1 (frame 841/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 842/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 843/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 844/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 845/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 846/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.5ms
video 1/1 (frame 847/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 848/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
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video 1/1 (frame 850/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 851/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 852/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.5ms
video 1/1 (frame 853/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.5ms
video 1/1 (frame 854/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 855/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.3ms
video 1/1 (frame 856/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 857/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 858/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 859/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 12.9ms
video 1/1 (frame 860/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.1ms
video 1/1 (frame 861/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.2ms
video 1/1 (frame 862/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
video 1/1 (frame 863/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
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video 1/1 (frame 866/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 867/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
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video 1/1 (frame 869/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
video 1/1 (frame 870/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
video 1/1 (frame 871/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 12.4ms
video 1/1 (frame 872/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.3ms
video 1/1 (frame 873/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
video 1/1 (frame 874/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
video 1/1 (frame 875/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
video 1/1 (frame 876/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
video 1/1 (frame 877/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
video 1/1 (frame 878/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.1ms
video 1/1 (frame 879/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 11.2ms
video 1/1 (frame 880/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 881/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 882/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 883/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.0ms
video 1/1 (frame 884/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
video 1/1 (frame 885/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.1ms
video 1/1 (frame 886/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
video 1/1 (frame 887/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.1ms
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video 1/1 (frame 889/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.1ms
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video 1/1 (frame 891/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.3ms
video 1/1 (frame 892/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.1ms
video 1/1 (frame 893/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.1ms
video 1/1 (frame 894/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 11.2ms
video 1/1 (frame 895/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 11.0ms
video 1/1 (frame 896/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.1ms
video 1/1 (frame 897/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 11.1ms
video 1/1 (frame 898/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 11.1ms
video 1/1 (frame 899/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.1ms
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video 1/1 (frame 902/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.0ms
video 1/1 (frame 903/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 904/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 11.1ms
video 1/1 (frame 905/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 11.0ms
video 1/1 (frame 906/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 11.2ms
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video 1/1 (frame 908/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 11.0ms
video 1/1 (frame 909/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.0ms
video 1/1 (frame 910/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.0ms
video 1/1 (frame 911/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 912/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 913/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 914/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 915/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 916/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.7ms
video 1/1 (frame 917/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
video 1/1 (frame 918/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 919/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 920/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 921/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 922/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
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video 1/1 (frame 926/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 927/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.6ms
video 1/1 (frame 928/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 929/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 930/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 931/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
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video 1/1 (frame 1109/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
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video 1/1 (frame 1116/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.5ms
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video 1/1 (frame 1131/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 1132/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
video 1/1 (frame 1133/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 1134/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 1135/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 1136/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 1137/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 1138/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 1139/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 1140/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 1141/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.1ms
video 1/1 (frame 1142/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 1143/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 1144/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 1145/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 1146/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 1147/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.3ms
video 1/1 (frame 1148/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.0ms
video 1/1 (frame 1149/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.9ms
video 1/1 (frame 1150/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.1ms
video 1/1 (frame 1151/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.1ms
video 1/1 (frame 1152/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 1153/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 12.1ms
video 1/1 (frame 1154/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.0ms
video 1/1 (frame 1155/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.0ms
video 1/1 (frame 1156/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 10.9ms
video 1/1 (frame 1157/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.4ms
video 1/1 (frame 1158/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 14.1ms
video 1/1 (frame 1159/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.8ms
video 1/1 (frame 1160/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 1161/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 1162/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 1163/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 1164/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 1165/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 1166/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 1167/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 1168/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 1169/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 1170/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.9ms
video 1/1 (frame 1171/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1172/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 1173/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1174/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 1175/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 1176/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1177/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 1178/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 1179/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
Speed: 1.6ms preprocess, 11.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384)
Results saved to runs\detect\predict8
Total potholes detected in video: 1494
The Kernel crashed while executing code in the current cell or a previous cell. Please review the code in the cell(s) to identify a possible cause of the failure. Click <a href='https://aka.ms/vscodeJupyterKernelCrash'>here</a> for more info. View Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details.
InΒ [Β ]:
model =YOLO(r"D:\ASTC project\runs\detect\yoloN_final_combined\weights\best.pt")
results = model.predict(
source="D:\ASTC project\input_video1.mp4",
save=False,
conf=0.10,
show=True
)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 40.3ms
video 1/1 (frame 2/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 35.8ms
video 1/1 (frame 3/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 35.7ms
video 1/1 (frame 4/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 35.4ms
video 1/1 (frame 5/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 35.4ms
video 1/1 (frame 6/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 29.7ms
video 1/1 (frame 7/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.2ms
video 1/1 (frame 8/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.2ms
video 1/1 (frame 9/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 8.2ms
video 1/1 (frame 10/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 11/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
video 1/1 (frame 12/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.0ms
video 1/1 (frame 13/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.5ms
video 1/1 (frame 14/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.5ms
video 1/1 (frame 15/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.0ms
video 1/1 (frame 16/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.7ms
video 1/1 (frame 17/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.0ms
video 1/1 (frame 18/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.5ms
video 1/1 (frame 19/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 16.0ms
video 1/1 (frame 20/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.7ms
video 1/1 (frame 21/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.8ms
video 1/1 (frame 22/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.7ms
video 1/1 (frame 23/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.8ms
video 1/1 (frame 24/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.3ms
video 1/1 (frame 25/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 14.2ms
video 1/1 (frame 26/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.9ms
video 1/1 (frame 27/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.6ms
video 1/1 (frame 28/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.5ms
video 1/1 (frame 29/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.7ms
video 1/1 (frame 30/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 7.7ms
video 1/1 (frame 31/1179) D:\ASTC project\input_video1.mp4: 640x384 7 Potholes, 7.2ms
video 1/1 (frame 32/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.9ms
video 1/1 (frame 33/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 34/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.8ms
video 1/1 (frame 35/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 8.4ms
video 1/1 (frame 36/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.6ms
video 1/1 (frame 37/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.9ms
video 1/1 (frame 38/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.4ms
video 1/1 (frame 39/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.7ms
video 1/1 (frame 40/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.9ms
video 1/1 (frame 41/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.4ms
video 1/1 (frame 42/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 8.0ms
video 1/1 (frame 43/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 8.2ms
video 1/1 (frame 44/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.8ms
video 1/1 (frame 45/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.7ms
video 1/1 (frame 46/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.9ms
video 1/1 (frame 47/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 8.9ms
video 1/1 (frame 48/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 14.2ms
video 1/1 (frame 49/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.1ms
video 1/1 (frame 50/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.2ms
video 1/1 (frame 51/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 8.2ms
video 1/1 (frame 52/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.2ms
video 1/1 (frame 53/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.4ms
video 1/1 (frame 54/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.9ms
video 1/1 (frame 55/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.2ms
video 1/1 (frame 56/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.9ms
video 1/1 (frame 57/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 8.1ms
video 1/1 (frame 58/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.8ms
video 1/1 (frame 59/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.7ms
video 1/1 (frame 60/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 14.5ms
video 1/1 (frame 61/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.6ms
video 1/1 (frame 62/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.7ms
video 1/1 (frame 63/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.2ms
video 1/1 (frame 64/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.4ms
video 1/1 (frame 65/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.6ms
video 1/1 (frame 66/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.1ms
video 1/1 (frame 67/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 68/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 69/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 70/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.0ms
video 1/1 (frame 71/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 72/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.0ms
video 1/1 (frame 73/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 74/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.7ms
video 1/1 (frame 75/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.2ms
video 1/1 (frame 76/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 77/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.6ms
video 1/1 (frame 78/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.5ms
video 1/1 (frame 79/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.4ms
video 1/1 (frame 80/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 81/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.4ms
video 1/1 (frame 82/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 83/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 84/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.5ms
video 1/1 (frame 85/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.2ms
video 1/1 (frame 86/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.6ms
video 1/1 (frame 87/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.8ms
video 1/1 (frame 88/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 89/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.0ms
video 1/1 (frame 90/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.7ms
video 1/1 (frame 91/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.0ms
video 1/1 (frame 92/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.2ms
video 1/1 (frame 93/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 94/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.5ms
video 1/1 (frame 95/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.2ms
video 1/1 (frame 96/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.0ms
video 1/1 (frame 97/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 98/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.8ms
video 1/1 (frame 99/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.1ms
video 1/1 (frame 100/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.0ms
video 1/1 (frame 101/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.4ms
video 1/1 (frame 102/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 103/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.4ms
video 1/1 (frame 104/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.0ms
video 1/1 (frame 105/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 106/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 107/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.4ms
video 1/1 (frame 108/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.8ms
video 1/1 (frame 109/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.9ms
video 1/1 (frame 110/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.7ms
video 1/1 (frame 111/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 112/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.2ms
video 1/1 (frame 113/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.7ms
video 1/1 (frame 114/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.7ms
video 1/1 (frame 115/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 6.8ms
video 1/1 (frame 116/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.8ms
video 1/1 (frame 117/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.4ms
video 1/1 (frame 118/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 6.9ms
video 1/1 (frame 119/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 7.2ms
video 1/1 (frame 120/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.3ms
video 1/1 (frame 121/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.2ms
video 1/1 (frame 122/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.0ms
video 1/1 (frame 123/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 7.1ms
video 1/1 (frame 124/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 6.7ms
video 1/1 (frame 125/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 6.8ms
video 1/1 (frame 126/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 6.5ms
video 1/1 (frame 127/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 6.3ms
video 1/1 (frame 128/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 129/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 7.1ms
video 1/1 (frame 130/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.3ms
video 1/1 (frame 131/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.2ms
video 1/1 (frame 132/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 6.3ms
video 1/1 (frame 133/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 134/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 9.5ms
video 1/1 (frame 135/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 8.4ms
video 1/1 (frame 136/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 9.8ms
video 1/1 (frame 137/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 6.8ms
video 1/1 (frame 138/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.1ms
video 1/1 (frame 139/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.1ms
video 1/1 (frame 140/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 6.8ms
video 1/1 (frame 141/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.3ms
video 1/1 (frame 142/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.0ms
video 1/1 (frame 143/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.6ms
video 1/1 (frame 144/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 145/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.1ms
video 1/1 (frame 146/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.0ms
video 1/1 (frame 147/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.2ms
video 1/1 (frame 148/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 13.6ms
video 1/1 (frame 149/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 9.5ms
video 1/1 (frame 150/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 6.7ms
video 1/1 (frame 151/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.2ms
video 1/1 (frame 152/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 7.8ms
video 1/1 (frame 153/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.0ms
video 1/1 (frame 154/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.2ms
video 1/1 (frame 155/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 156/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.6ms
video 1/1 (frame 157/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.2ms
video 1/1 (frame 158/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.7ms
video 1/1 (frame 159/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.0ms
video 1/1 (frame 160/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.5ms
video 1/1 (frame 161/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 162/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 163/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 164/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.1ms
video 1/1 (frame 165/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.4ms
video 1/1 (frame 166/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 167/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.3ms
video 1/1 (frame 168/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
video 1/1 (frame 169/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.3ms
video 1/1 (frame 170/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.7ms
video 1/1 (frame 171/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.4ms
video 1/1 (frame 172/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.1ms
video 1/1 (frame 173/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.5ms
video 1/1 (frame 174/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.5ms
video 1/1 (frame 175/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.3ms
video 1/1 (frame 176/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.4ms
video 1/1 (frame 177/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.7ms
video 1/1 (frame 178/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 8.0ms
video 1/1 (frame 179/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 7.3ms
video 1/1 (frame 180/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.9ms
video 1/1 (frame 181/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.5ms
video 1/1 (frame 182/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 7.0ms
video 1/1 (frame 183/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.0ms
video 1/1 (frame 184/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 8.1ms
video 1/1 (frame 185/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 186/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.1ms
video 1/1 (frame 187/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.8ms
video 1/1 (frame 188/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.3ms
video 1/1 (frame 189/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.3ms
video 1/1 (frame 190/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.4ms
video 1/1 (frame 191/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 192/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.2ms
video 1/1 (frame 193/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.0ms
video 1/1 (frame 194/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.2ms
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video 1/1 (frame 204/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.8ms
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video 1/1 (frame 207/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 7.6ms
video 1/1 (frame 208/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.8ms
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video 1/1 (frame 211/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 6.3ms
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video 1/1 (frame 218/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 6.9ms
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video 1/1 (frame 220/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 7.2ms
video 1/1 (frame 221/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 6.5ms
video 1/1 (frame 222/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 223/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.9ms
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video 1/1 (frame 227/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 228/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 8.5ms
video 1/1 (frame 229/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 7.2ms
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video 1/1 (frame 240/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.1ms
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video 1/1 (frame 243/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.9ms
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video 1/1 (frame 254/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 6.8ms
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video 1/1 (frame 257/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 7.9ms
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video 1/1 (frame 259/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.9ms
video 1/1 (frame 260/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 261/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 7.6ms
video 1/1 (frame 262/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 6.7ms
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video 1/1 (frame 264/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
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video 1/1 (frame 269/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.9ms
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video 1/1 (frame 357/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 7.8ms
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video 1/1 (frame 359/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 7.8ms
video 1/1 (frame 360/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 8.0ms
video 1/1 (frame 361/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 12.2ms
video 1/1 (frame 362/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 8.0ms
video 1/1 (frame 363/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 10.0ms
video 1/1 (frame 364/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 8.0ms
video 1/1 (frame 365/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 8.2ms
video 1/1 (frame 366/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 8.1ms
video 1/1 (frame 367/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 8.1ms
video 1/1 (frame 368/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 8.1ms
video 1/1 (frame 369/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.2ms
video 1/1 (frame 370/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.1ms
video 1/1 (frame 371/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.1ms
video 1/1 (frame 372/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.2ms
video 1/1 (frame 373/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.1ms
video 1/1 (frame 374/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.1ms
video 1/1 (frame 375/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.1ms
video 1/1 (frame 376/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.1ms
video 1/1 (frame 377/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 8.3ms
video 1/1 (frame 378/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 8.1ms
video 1/1 (frame 379/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 8.2ms
video 1/1 (frame 380/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 8.4ms
video 1/1 (frame 381/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 12.6ms
video 1/1 (frame 382/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 8.3ms
video 1/1 (frame 383/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 8.3ms
video 1/1 (frame 384/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 8.2ms
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video 1/1 (frame 386/1179) D:\ASTC project\input_video1.mp4: 640x384 7 Potholes, 8.3ms
video 1/1 (frame 387/1179) D:\ASTC project\input_video1.mp4: 640x384 8 Potholes, 8.5ms
video 1/1 (frame 388/1179) D:\ASTC project\input_video1.mp4: 640x384 7 Potholes, 8.4ms
video 1/1 (frame 389/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 8.5ms
video 1/1 (frame 390/1179) D:\ASTC project\input_video1.mp4: 640x384 7 Potholes, 12.1ms
video 1/1 (frame 391/1179) D:\ASTC project\input_video1.mp4: 640x384 8 Potholes, 8.4ms
video 1/1 (frame 392/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 9.7ms
video 1/1 (frame 393/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 8.5ms
video 1/1 (frame 394/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.9ms
video 1/1 (frame 395/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 8.6ms
video 1/1 (frame 396/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 8.5ms
video 1/1 (frame 397/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 12.7ms
video 1/1 (frame 398/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 8.7ms
video 1/1 (frame 399/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.9ms
video 1/1 (frame 400/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 8.7ms
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video 1/1 (frame 402/1179) D:\ASTC project\input_video1.mp4: 640x384 7 Potholes, 8.6ms
video 1/1 (frame 403/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 8.8ms
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video 1/1 (frame 405/1179) D:\ASTC project\input_video1.mp4: 640x384 7 Potholes, 10.0ms
video 1/1 (frame 406/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 8.9ms
video 1/1 (frame 407/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 8.9ms
video 1/1 (frame 408/1179) D:\ASTC project\input_video1.mp4: 640x384 9 Potholes, 8.9ms
video 1/1 (frame 409/1179) D:\ASTC project\input_video1.mp4: 640x384 9 Potholes, 8.9ms
video 1/1 (frame 410/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 8.9ms
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video 1/1 (frame 412/1179) D:\ASTC project\input_video1.mp4: 640x384 7 Potholes, 8.9ms
video 1/1 (frame 413/1179) D:\ASTC project\input_video1.mp4: 640x384 8 Potholes, 9.4ms
video 1/1 (frame 414/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 9.1ms
video 1/1 (frame 415/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.0ms
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video 1/1 (frame 417/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 9.2ms
video 1/1 (frame 418/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.0ms
video 1/1 (frame 419/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 9.2ms
video 1/1 (frame 420/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.2ms
video 1/1 (frame 421/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.1ms
video 1/1 (frame 422/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.2ms
video 1/1 (frame 423/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.1ms
video 1/1 (frame 424/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.2ms
video 1/1 (frame 425/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 426/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.2ms
video 1/1 (frame 427/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.0ms
video 1/1 (frame 428/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.3ms
video 1/1 (frame 429/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.3ms
video 1/1 (frame 430/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.2ms
video 1/1 (frame 431/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.2ms
video 1/1 (frame 432/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.4ms
video 1/1 (frame 433/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.3ms
video 1/1 (frame 434/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.7ms
video 1/1 (frame 435/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.4ms
video 1/1 (frame 436/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.6ms
video 1/1 (frame 437/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.7ms
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video 1/1 (frame 439/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 9.7ms
video 1/1 (frame 440/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.6ms
video 1/1 (frame 441/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 9.5ms
video 1/1 (frame 442/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 9.7ms
video 1/1 (frame 443/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 9.5ms
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video 1/1 (frame 446/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 9.9ms
video 1/1 (frame 447/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.7ms
video 1/1 (frame 448/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.7ms
video 1/1 (frame 449/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.7ms
video 1/1 (frame 450/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.6ms
video 1/1 (frame 451/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.9ms
video 1/1 (frame 452/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.9ms
video 1/1 (frame 453/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.9ms
video 1/1 (frame 454/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.9ms
video 1/1 (frame 455/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.8ms
video 1/1 (frame 456/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.9ms
video 1/1 (frame 457/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.0ms
video 1/1 (frame 458/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.9ms
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video 1/1 (frame 460/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.1ms
video 1/1 (frame 461/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 9.9ms
video 1/1 (frame 462/1179) D:\ASTC project\input_video1.mp4: 640x384 8 Potholes, 9.9ms
video 1/1 (frame 463/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 9.9ms
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video 1/1 (frame 465/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 10.0ms
video 1/1 (frame 466/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 9.9ms
video 1/1 (frame 467/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.9ms
video 1/1 (frame 468/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.9ms
video 1/1 (frame 469/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.9ms
video 1/1 (frame 470/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.2ms
video 1/1 (frame 471/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.2ms
video 1/1 (frame 472/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.2ms
video 1/1 (frame 473/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.2ms
video 1/1 (frame 474/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.2ms
video 1/1 (frame 475/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
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video 1/1 (frame 477/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.0ms
video 1/1 (frame 478/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.2ms
video 1/1 (frame 479/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.2ms
video 1/1 (frame 480/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 10.2ms
video 1/1 (frame 481/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.4ms
video 1/1 (frame 482/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 483/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.3ms
video 1/1 (frame 484/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.3ms
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video 1/1 (frame 486/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.5ms
video 1/1 (frame 487/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
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video 1/1 (frame 500/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
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video 1/1 (frame 502/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.7ms
video 1/1 (frame 503/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 10.5ms
video 1/1 (frame 504/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
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video 1/1 (frame 506/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
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video 1/1 (frame 511/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.8ms
video 1/1 (frame 512/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
video 1/1 (frame 513/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
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video 1/1 (frame 516/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 517/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
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video 1/1 (frame 522/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
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video 1/1 (frame 524/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.9ms
video 1/1 (frame 525/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 526/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 10.9ms
video 1/1 (frame 527/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.0ms
video 1/1 (frame 528/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.2ms
video 1/1 (frame 529/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
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video 1/1 (frame 532/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 533/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
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video 1/1 (frame 537/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 538/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 539/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 540/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.6ms
video 1/1 (frame 541/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
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video 1/1 (frame 543/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
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video 1/1 (frame 547/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.5ms
video 1/1 (frame 548/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.9ms
video 1/1 (frame 549/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 550/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 551/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 552/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
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video 1/1 (frame 556/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 557/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 558/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 559/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 560/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.8ms
video 1/1 (frame 561/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
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video 1/1 (frame 563/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 564/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 565/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 566/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 567/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 568/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 569/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 570/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 571/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 12.6ms
video 1/1 (frame 572/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 573/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 574/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.8ms
video 1/1 (frame 575/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 576/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 577/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 578/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.8ms
video 1/1 (frame 579/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.5ms
video 1/1 (frame 580/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 581/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
video 1/1 (frame 582/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 583/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 584/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 585/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 586/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 587/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 588/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 589/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 590/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 10.6ms
video 1/1 (frame 591/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
video 1/1 (frame 592/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 593/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 594/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.6ms
video 1/1 (frame 595/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 596/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 13.0ms
video 1/1 (frame 597/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 598/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.8ms
video 1/1 (frame 599/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
video 1/1 (frame 600/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 601/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
video 1/1 (frame 602/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 603/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 604/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
video 1/1 (frame 605/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 606/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 607/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 608/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.7ms
video 1/1 (frame 609/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.7ms
video 1/1 (frame 610/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.8ms
video 1/1 (frame 611/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 10.7ms
video 1/1 (frame 612/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 10.7ms
video 1/1 (frame 613/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 10.6ms
video 1/1 (frame 614/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 615/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.6ms
video 1/1 (frame 616/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 10.6ms
video 1/1 (frame 617/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 618/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.6ms
video 1/1 (frame 619/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.7ms
video 1/1 (frame 620/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 621/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.8ms
video 1/1 (frame 622/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.8ms
video 1/1 (frame 623/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.6ms
video 1/1 (frame 624/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
video 1/1 (frame 625/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 626/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 627/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.8ms
video 1/1 (frame 628/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 629/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 12.6ms
video 1/1 (frame 630/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.8ms
video 1/1 (frame 631/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 632/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 10.6ms
video 1/1 (frame 633/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 634/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.7ms
video 1/1 (frame 635/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.6ms
video 1/1 (frame 636/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 637/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 638/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 639/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.7ms
video 1/1 (frame 640/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 641/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.7ms
video 1/1 (frame 642/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
video 1/1 (frame 643/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.6ms
video 1/1 (frame 644/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.7ms
video 1/1 (frame 645/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
video 1/1 (frame 646/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.8ms
video 1/1 (frame 647/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.8ms
video 1/1 (frame 648/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 649/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 650/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.7ms
video 1/1 (frame 651/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 652/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 653/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 654/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
video 1/1 (frame 655/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.5ms
video 1/1 (frame 656/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.7ms
video 1/1 (frame 657/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 12.4ms
video 1/1 (frame 658/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 659/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.8ms
video 1/1 (frame 660/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 12.7ms
video 1/1 (frame 661/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 12.4ms
video 1/1 (frame 662/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
video 1/1 (frame 663/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 664/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 12.2ms
video 1/1 (frame 665/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 666/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 667/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 668/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 669/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 670/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 671/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 672/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.8ms
video 1/1 (frame 673/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 674/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 10.6ms
video 1/1 (frame 675/1179) D:\ASTC project\input_video1.mp4: 640x384 8 Potholes, 10.9ms
video 1/1 (frame 676/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 10.9ms
video 1/1 (frame 677/1179) D:\ASTC project\input_video1.mp4: 640x384 8 Potholes, 11.1ms
video 1/1 (frame 678/1179) D:\ASTC project\input_video1.mp4: 640x384 7 Potholes, 10.9ms
video 1/1 (frame 679/1179) D:\ASTC project\input_video1.mp4: 640x384 8 Potholes, 11.0ms
video 1/1 (frame 680/1179) D:\ASTC project\input_video1.mp4: 640x384 8 Potholes, 12.8ms
video 1/1 (frame 681/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 11.0ms
video 1/1 (frame 682/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 10.9ms
video 1/1 (frame 683/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 10.9ms
video 1/1 (frame 684/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.0ms
video 1/1 (frame 685/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.1ms
video 1/1 (frame 686/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 10.9ms
video 1/1 (frame 687/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 11.0ms
video 1/1 (frame 688/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.2ms
video 1/1 (frame 689/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.0ms
video 1/1 (frame 690/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 11.0ms
video 1/1 (frame 691/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.0ms
video 1/1 (frame 692/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 693/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 694/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 12.1ms
video 1/1 (frame 695/1179) D:\ASTC project\input_video1.mp4: 640x384 6 Potholes, 11.0ms
video 1/1 (frame 696/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 12.9ms
video 1/1 (frame 697/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.5ms
video 1/1 (frame 698/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.2ms
video 1/1 (frame 699/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
video 1/1 (frame 700/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 701/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 702/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 703/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 704/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.8ms
video 1/1 (frame 705/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 12.6ms
video 1/1 (frame 706/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 10.6ms
video 1/1 (frame 707/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.6ms
video 1/1 (frame 708/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 10.6ms
video 1/1 (frame 709/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 10.6ms
video 1/1 (frame 710/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.1ms
video 1/1 (frame 711/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 712/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 713/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.6ms
video 1/1 (frame 714/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.7ms
video 1/1 (frame 715/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.6ms
video 1/1 (frame 716/1179) D:\ASTC project\input_video1.mp4: 640x384 4 Potholes, 11.2ms
video 1/1 (frame 717/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 718/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 719/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 720/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
video 1/1 (frame 721/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.8ms
video 1/1 (frame 722/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 723/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
video 1/1 (frame 724/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 725/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 726/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.7ms
video 1/1 (frame 727/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 728/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 729/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 730/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 731/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 732/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.7ms
video 1/1 (frame 733/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 734/1179) D:\ASTC project\input_video1.mp4: 640x384 5 Potholes, 10.6ms
video 1/1 (frame 735/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 736/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 737/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 738/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 13.1ms
video 1/1 (frame 739/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.7ms
video 1/1 (frame 740/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 741/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 742/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 10.7ms
video 1/1 (frame 743/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.8ms
video 1/1 (frame 744/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 745/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.8ms
video 1/1 (frame 746/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 747/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.7ms
video 1/1 (frame 748/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.6ms
video 1/1 (frame 749/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 750/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 751/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 752/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 753/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.8ms
video 1/1 (frame 754/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 755/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 756/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 757/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.6ms
video 1/1 (frame 758/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 759/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 760/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 12.0ms
video 1/1 (frame 761/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 762/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 763/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.7ms
video 1/1 (frame 764/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
video 1/1 (frame 765/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 10.9ms
video 1/1 (frame 766/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 767/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 768/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 769/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.3ms
video 1/1 (frame 770/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 771/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.9ms
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video 1/1 (frame 778/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.0ms
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video 1/1 (frame 1173/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1174/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 1175/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1176/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 1177/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1178/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 1179/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.1ms
Speed: 1.6ms preprocess, 9.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384)
InΒ [13]:
import yt_dlp
url = "https://youtu.be/R2Vr3R_Dpj0"
output_path = "videos/my_video.mp4"
ydl_opts = {
'format': 'mp4',
'outtmpl': output_path
}
with yt_dlp.YoutubeDL(ydl_opts) as ydl:
ydl.download([url])
print("Download completed! File saved in:", output_path)
[youtube] Extracting URL: https://youtu.be/R2Vr3R_Dpj0 [youtube] R2Vr3R_Dpj0: Downloading webpage [youtube] R2Vr3R_Dpj0: Downloading tv simply player API JSON [youtube] R2Vr3R_Dpj0: Downloading tv client config [youtube] R2Vr3R_Dpj0: Downloading player 79e70f61-main [youtube] R2Vr3R_Dpj0: Downloading tv player API JSON [info] R2Vr3R_Dpj0: Downloading 1 format(s): 18 [download] Sleeping 4.00 seconds as required by the site... [download] Destination: videos\my_video.mp4 [download] 100% of 2.86MiB in 00:00:11 at 249.95KiB/s Download completed! File saved in: videos/my_video.mp4
InΒ [12]:
!pip install yt_dlp
Collecting yt_dlp Downloading yt_dlp-2025.8.27-py3-none-any.whl.metadata (175 kB) Downloading yt_dlp-2025.8.27-py3-none-any.whl (3.3 MB) ---------------------------------------- 0.0/3.3 MB ? eta -:--:-- ---------------------------------------- 0.0/3.3 MB ? eta -:--:-- ---------------------------------------- 0.0/3.3 MB ? eta -:--:-- ---------------------------------------- 0.0/3.3 MB ? eta -:--:-- ---------------------------------------- 0.0/3.3 MB ? eta -:--:-- ---------------------------------------- 0.0/3.3 MB ? eta -:--:-- ---------------------------------------- 0.0/3.3 MB ? eta -:--:-- ---------------------------------------- 0.0/3.3 MB ? eta -:--:-- ---------------------------------------- 0.0/3.3 MB ? eta -:--:-- ---------------------------------------- 0.0/3.3 MB ? eta -:--:-- ---------------------------------------- 0.0/3.3 MB ? eta -:--:-- ---------------------------------------- 0.0/3.3 MB ? eta -:--:-- ---------------------------------------- 0.0/3.3 MB ? eta -:--:-- ---------------------------------------- 0.0/3.3 MB ? eta -:--:-- ---------------------------------------- 0.0/3.3 MB ? eta -:--:-- --- ------------------------------------ 0.3/3.3 MB ? eta -:--:-- --- ------------------------------------ 0.3/3.3 MB ? eta -:--:-- ------ --------------------------------- 0.5/3.3 MB 670.4 kB/s eta 0:00:05 ------ --------------------------------- 0.5/3.3 MB 670.4 kB/s eta 0:00:05 ------ --------------------------------- 0.5/3.3 MB 670.4 kB/s eta 0:00:05 --------- ------------------------------ 0.8/3.3 MB 532.3 kB/s eta 0:00:05 --------- ------------------------------ 0.8/3.3 MB 532.3 kB/s eta 0:00:05 --------- ------------------------------ 0.8/3.3 MB 532.3 kB/s eta 0:00:05 --------- ------------------------------ 0.8/3.3 MB 532.3 kB/s eta 0:00:05 ---------------- ----------------------- 1.3/3.3 MB 524.3 kB/s eta 0:00:04 ---------------------- ----------------- 1.8/3.3 MB 740.2 kB/s eta 0:00:02 ---------------------- ----------------- 1.8/3.3 MB 740.2 kB/s eta 0:00:02 ------------------------- -------------- 2.1/3.3 MB 707.4 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 ---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 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---------------------------- ----------- 2.4/3.3 MB 789.6 kB/s eta 0:00:02 -------------------------------- ------- 2.6/3.3 MB 173.3 kB/s eta 0:00:04 -------------------------------- ------- 2.6/3.3 MB 173.3 kB/s eta 0:00:04 -------------------------------- ------- 2.6/3.3 MB 173.3 kB/s eta 0:00:04 -------------------------------- ------- 2.6/3.3 MB 173.3 kB/s eta 0:00:04 -------------------------------- ------- 2.6/3.3 MB 173.3 kB/s eta 0:00:04 -------------------------------- ------- 2.6/3.3 MB 173.3 kB/s eta 0:00:04 -------------------------------- ------- 2.6/3.3 MB 173.3 kB/s eta 0:00:04 ----------------------------------- ---- 2.9/3.3 MB 174.4 kB/s eta 0:00:03 ----------------------------------- ---- 2.9/3.3 MB 174.4 kB/s eta 0:00:03 ----------------------------------- ---- 2.9/3.3 MB 174.4 kB/s eta 0:00:03 -------------------------------------- - 3.1/3.3 MB 182.7 kB/s eta 0:00:01 -------------------------------------- - 3.1/3.3 MB 182.7 kB/s eta 0:00:01 -------------------------------------- - 3.1/3.3 MB 182.7 kB/s eta 0:00:01 -------------------------------------- - 3.1/3.3 MB 182.7 kB/s eta 0:00:01 -------------------------------------- - 3.1/3.3 MB 182.7 kB/s eta 0:00:01 -------------------------------------- - 3.1/3.3 MB 182.7 kB/s eta 0:00:01 -------------------------------------- - 3.1/3.3 MB 182.7 kB/s eta 0:00:01 -------------------------------------- - 3.1/3.3 MB 182.7 kB/s eta 0:00:01 -------------------------------------- - 3.1/3.3 MB 182.7 kB/s eta 0:00:01 ---------------------------------------- 3.3/3.3 MB 170.3 kB/s 0:00:20 Installing collected packages: yt_dlp Successfully installed yt_dlp-2025.8.27
InΒ [2]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
results = model.predict(
source=r"D:\ASTC project\my_video.mp4",
save=True,
conf=0.20,
show=True
)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 86.6ms
video 1/1 (frame 2/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.6ms
video 1/1 (frame 3/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 7.1ms
video 1/1 (frame 4/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 8.3ms
video 1/1 (frame 5/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.9ms
video 1/1 (frame 6/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.0ms
video 1/1 (frame 7/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 8.1ms
video 1/1 (frame 8/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 8.6ms
video 1/1 (frame 9/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.0ms
video 1/1 (frame 10/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.7ms
video 1/1 (frame 11/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.8ms
video 1/1 (frame 12/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 6.9ms
video 1/1 (frame 13/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.4ms
video 1/1 (frame 14/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.6ms
video 1/1 (frame 15/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.5ms
video 1/1 (frame 16/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.5ms
video 1/1 (frame 17/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 7.6ms
video 1/1 (frame 18/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 13.5ms
video 1/1 (frame 19/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 7.4ms
video 1/1 (frame 20/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.6ms
video 1/1 (frame 21/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 7.0ms
video 1/1 (frame 22/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 7.3ms
video 1/1 (frame 23/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.6ms
video 1/1 (frame 24/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 7.0ms
video 1/1 (frame 25/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 7.0ms
video 1/1 (frame 26/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 12.9ms
video 1/1 (frame 27/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 7.1ms
video 1/1 (frame 28/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.6ms
video 1/1 (frame 29/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 10.9ms
video 1/1 (frame 30/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 8.0ms
video 1/1 (frame 31/1005) D:\ASTC project\my_video.mp4: 384x640 5 Potholes, 6.7ms
video 1/1 (frame 32/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 7.9ms
video 1/1 (frame 33/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.8ms
video 1/1 (frame 34/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 7.2ms
video 1/1 (frame 35/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.6ms
video 1/1 (frame 36/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.8ms
video 1/1 (frame 37/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 6.6ms
video 1/1 (frame 38/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 6.8ms
video 1/1 (frame 39/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.7ms
video 1/1 (frame 40/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.7ms
video 1/1 (frame 41/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.6ms
video 1/1 (frame 42/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 6.6ms
video 1/1 (frame 43/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 6.6ms
video 1/1 (frame 44/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 8.7ms
video 1/1 (frame 45/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 8.4ms
video 1/1 (frame 46/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 8.2ms
video 1/1 (frame 47/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.6ms
video 1/1 (frame 48/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 6.6ms
video 1/1 (frame 49/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 7.6ms
video 1/1 (frame 50/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 6.7ms
video 1/1 (frame 51/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 7.1ms
video 1/1 (frame 52/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 6.6ms
video 1/1 (frame 53/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 12.8ms
video 1/1 (frame 54/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 12.0ms
video 1/1 (frame 55/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.6ms
video 1/1 (frame 56/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.6ms
video 1/1 (frame 57/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.7ms
video 1/1 (frame 58/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 13.1ms
video 1/1 (frame 59/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 11.8ms
video 1/1 (frame 60/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.8ms
video 1/1 (frame 61/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 7.2ms
video 1/1 (frame 62/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 7.4ms
video 1/1 (frame 63/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 9.6ms
video 1/1 (frame 64/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 9.4ms
video 1/1 (frame 65/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 6.6ms
video 1/1 (frame 66/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 8.2ms
video 1/1 (frame 67/1005) D:\ASTC project\my_video.mp4: 384x640 5 Potholes, 6.7ms
video 1/1 (frame 68/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 6.6ms
video 1/1 (frame 69/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 13.0ms
video 1/1 (frame 70/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.6ms
video 1/1 (frame 71/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 6.7ms
video 1/1 (frame 72/1005) D:\ASTC project\my_video.mp4: 384x640 5 Potholes, 6.6ms
video 1/1 (frame 73/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 6.9ms
video 1/1 (frame 74/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 6.8ms
video 1/1 (frame 75/1005) D:\ASTC project\my_video.mp4: 384x640 5 Potholes, 8.7ms
video 1/1 (frame 76/1005) D:\ASTC project\my_video.mp4: 384x640 5 Potholes, 6.6ms
video 1/1 (frame 77/1005) D:\ASTC project\my_video.mp4: 384x640 5 Potholes, 6.6ms
video 1/1 (frame 78/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 6.9ms
video 1/1 (frame 79/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 6.6ms
video 1/1 (frame 80/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 13.5ms
video 1/1 (frame 81/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 6.6ms
video 1/1 (frame 82/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 6.8ms
video 1/1 (frame 83/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 11.2ms
video 1/1 (frame 84/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.0ms
video 1/1 (frame 85/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 6.9ms
video 1/1 (frame 86/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 6.8ms
video 1/1 (frame 87/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 6.9ms
video 1/1 (frame 88/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 6.9ms
video 1/1 (frame 89/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.0ms
video 1/1 (frame 90/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.0ms
video 1/1 (frame 91/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 6.9ms
video 1/1 (frame 92/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 10.0ms
video 1/1 (frame 93/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 6.9ms
video 1/1 (frame 94/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.0ms
video 1/1 (frame 95/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.0ms
video 1/1 (frame 96/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.5ms
video 1/1 (frame 97/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.2ms
video 1/1 (frame 98/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 6.9ms
video 1/1 (frame 99/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 6.9ms
video 1/1 (frame 100/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 6.9ms
video 1/1 (frame 101/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.0ms
video 1/1 (frame 102/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.0ms
video 1/1 (frame 103/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 7.0ms
video 1/1 (frame 104/1005) D:\ASTC project\my_video.mp4: 384x640 3 Potholes, 6.9ms
video 1/1 (frame 105/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 6.9ms
video 1/1 (frame 106/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 7.0ms
video 1/1 (frame 107/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 7.0ms
video 1/1 (frame 108/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 6.9ms
video 1/1 (frame 109/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 6.9ms
video 1/1 (frame 110/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 6.9ms
video 1/1 (frame 111/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 7.0ms
video 1/1 (frame 112/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 6.9ms
video 1/1 (frame 113/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 6.9ms
video 1/1 (frame 114/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 12.0ms
video 1/1 (frame 115/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 6.9ms
video 1/1 (frame 116/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.0ms
video 1/1 (frame 117/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 6.7ms
video 1/1 (frame 118/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 6.8ms
video 1/1 (frame 119/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 6.7ms
video 1/1 (frame 120/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 11.9ms
video 1/1 (frame 121/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 6.7ms
video 1/1 (frame 122/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 12.9ms
video 1/1 (frame 123/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 6.8ms
video 1/1 (frame 124/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 6.6ms
video 1/1 (frame 125/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 6.8ms
video 1/1 (frame 126/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 6.8ms
video 1/1 (frame 127/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 7.4ms
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video 1/1 (frame 992/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 10.9ms
video 1/1 (frame 993/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 12.0ms
video 1/1 (frame 994/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 11.0ms
video 1/1 (frame 995/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 11.0ms
video 1/1 (frame 996/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 11.9ms
video 1/1 (frame 997/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 11.0ms
video 1/1 (frame 998/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 11.1ms
video 1/1 (frame 999/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 10.9ms
video 1/1 (frame 1000/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 11.0ms
video 1/1 (frame 1001/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 10.9ms
video 1/1 (frame 1002/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 10.9ms
video 1/1 (frame 1003/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 10.9ms
video 1/1 (frame 1004/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 12.7ms
video 1/1 (frame 1005/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 10.9ms
Speed: 1.2ms preprocess, 9.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict7
Total potholes detected in video: 2151
InΒ [5]:
import cv2
import os
image_folder = r"D:\ASTC project\Dataset 3\Clear_weather"
video_name = r"clear_weather_input_2.mp4"
images = [img for img in os.listdir(image_folder) if img.endswith((".png", ".jpg"))]
images.sort() # ensure frames are in order
frame = cv2.imread(os.path.join(image_folder, images[0]))
height, width, layers = frame.shape
fourcc = cv2.VideoWriter_fourcc(*'mp4v')
video = cv2.VideoWriter(video_name, fourcc, 20, (width, height))
# Write frames
for image in images:
img_path = os.path.join(image_folder, image)
video.write(cv2.imread(img_path))
video.release()
InΒ [12]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
results = model.predict(
source=r"D:\ASTC project\clear_weather_input_2.mp4",
save=True,
conf=0.20,
show=True
)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 75.8ms
video 1/1 (frame 2/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 46.0ms
video 1/1 (frame 3/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.8ms
video 1/1 (frame 4/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.0ms
video 1/1 (frame 5/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.0ms
video 1/1 (frame 6/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 42.9ms
video 1/1 (frame 7/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 42.9ms
video 1/1 (frame 8/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 42.5ms
video 1/1 (frame 9/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 42.6ms
video 1/1 (frame 10/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 42.1ms
video 1/1 (frame 11/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.9ms
video 1/1 (frame 12/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.2ms
video 1/1 (frame 13/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 42.2ms
video 1/1 (frame 14/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 42.5ms
video 1/1 (frame 15/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 42.2ms
video 1/1 (frame 16/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 41.8ms
video 1/1 (frame 17/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 41.9ms
video 1/1 (frame 18/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 41.6ms
video 1/1 (frame 19/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 41.8ms
video 1/1 (frame 20/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 41.6ms
video 1/1 (frame 21/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 42.1ms
video 1/1 (frame 22/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 41.6ms
video 1/1 (frame 23/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 41.4ms
video 1/1 (frame 24/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 41.5ms
video 1/1 (frame 25/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 11.8ms
video 1/1 (frame 26/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 11.2ms
video 1/1 (frame 27/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 13.5ms
video 1/1 (frame 28/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 13.3ms
video 1/1 (frame 29/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 17.6ms
video 1/1 (frame 30/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 14.8ms
video 1/1 (frame 31/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 14.5ms
video 1/1 (frame 32/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 14.1ms
video 1/1 (frame 33/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 23.1ms
video 1/1 (frame 34/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 24.2ms
video 1/1 (frame 35/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 19.0ms
video 1/1 (frame 36/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 37/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 38/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 22.0ms
video 1/1 (frame 39/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.9ms
video 1/1 (frame 40/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.1ms
video 1/1 (frame 41/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 19.8ms
video 1/1 (frame 42/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.9ms
video 1/1 (frame 43/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 13.8ms
video 1/1 (frame 44/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 45/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 17.1ms
video 1/1 (frame 46/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 19.2ms
video 1/1 (frame 47/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 48/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 21.3ms
video 1/1 (frame 49/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 17.3ms
video 1/1 (frame 50/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 51/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 18.0ms
video 1/1 (frame 52/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 17.6ms
video 1/1 (frame 53/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 18.6ms
video 1/1 (frame 54/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 48.8ms
video 1/1 (frame 55/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 55.9ms
video 1/1 (frame 56/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 50.0ms
video 1/1 (frame 57/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 45.1ms
video 1/1 (frame 58/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.9ms
video 1/1 (frame 59/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 49.4ms
video 1/1 (frame 60/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 46.1ms
video 1/1 (frame 61/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.0ms
video 1/1 (frame 62/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 47.0ms
video 1/1 (frame 63/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 47.1ms
video 1/1 (frame 64/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 45.2ms
video 1/1 (frame 65/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 45.4ms
video 1/1 (frame 66/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 52.8ms
video 1/1 (frame 67/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 53.4ms
video 1/1 (frame 68/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 53.9ms
video 1/1 (frame 69/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 53.1ms
video 1/1 (frame 70/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 53.0ms
video 1/1 (frame 71/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 53.2ms
video 1/1 (frame 72/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 53.8ms
video 1/1 (frame 73/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 53.2ms
video 1/1 (frame 74/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 53.2ms
video 1/1 (frame 75/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 53.2ms
video 1/1 (frame 76/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 53.2ms
video 1/1 (frame 77/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 53.3ms
video 1/1 (frame 78/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 53.1ms
video 1/1 (frame 79/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 52.8ms
video 1/1 (frame 80/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 52.8ms
video 1/1 (frame 81/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 97.7ms
video 1/1 (frame 82/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 95.8ms
video 1/1 (frame 83/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 95.9ms
video 1/1 (frame 84/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 96.0ms
video 1/1 (frame 85/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 94.0ms
video 1/1 (frame 86/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 92.7ms
video 1/1 (frame 87/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.8ms
video 1/1 (frame 88/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.1ms
video 1/1 (frame 89/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 45.6ms
video 1/1 (frame 90/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 51.4ms
video 1/1 (frame 91/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 92/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 93/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 56.7ms
video 1/1 (frame 94/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 44.3ms
video 1/1 (frame 95/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.4ms
video 1/1 (frame 96/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.3ms
video 1/1 (frame 97/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 93.1ms
video 1/1 (frame 98/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 92.4ms
video 1/1 (frame 99/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.7ms
video 1/1 (frame 100/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.0ms
video 1/1 (frame 101/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 44.7ms
video 1/1 (frame 102/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.0ms
video 1/1 (frame 103/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.1ms
video 1/1 (frame 104/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.7ms
video 1/1 (frame 105/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.9ms
video 1/1 (frame 106/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.7ms
video 1/1 (frame 107/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 43.9ms
video 1/1 (frame 108/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 45.4ms
video 1/1 (frame 109/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.5ms
video 1/1 (frame 110/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 92.3ms
video 1/1 (frame 111/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 43.7ms
video 1/1 (frame 112/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 43.8ms
video 1/1 (frame 113/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.0ms
video 1/1 (frame 114/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 43.9ms
video 1/1 (frame 115/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.7ms
video 1/1 (frame 116/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.9ms
video 1/1 (frame 117/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 44.1ms
video 1/1 (frame 118/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 43.8ms
video 1/1 (frame 119/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.0ms
video 1/1 (frame 120/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 93.8ms
video 1/1 (frame 121/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 93.5ms
video 1/1 (frame 122/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.4ms
video 1/1 (frame 123/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 124/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.9ms
video 1/1 (frame 125/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 126/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 127/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 128/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.6ms
video 1/1 (frame 129/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 130/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.8ms
video 1/1 (frame 131/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 94.7ms
video 1/1 (frame 132/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 93.3ms
video 1/1 (frame 133/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 92.2ms
video 1/1 (frame 134/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.7ms
video 1/1 (frame 135/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 43.9ms
video 1/1 (frame 136/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.5ms
video 1/1 (frame 137/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 54.5ms
video 1/1 (frame 138/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 43.8ms
video 1/1 (frame 139/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.4ms
video 1/1 (frame 140/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.2ms
video 1/1 (frame 141/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.0ms
video 1/1 (frame 142/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.2ms
video 1/1 (frame 143/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 94.0ms
video 1/1 (frame 144/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 92.9ms
video 1/1 (frame 145/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.2ms
video 1/1 (frame 146/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 44.1ms
video 1/1 (frame 147/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.2ms
video 1/1 (frame 148/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 47.4ms
video 1/1 (frame 149/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.5ms
video 1/1 (frame 150/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.1ms
video 1/1 (frame 151/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.2ms
video 1/1 (frame 152/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 45.7ms
video 1/1 (frame 153/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 44.6ms
video 1/1 (frame 154/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 85.8ms
video 1/1 (frame 155/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 93.5ms
video 1/1 (frame 156/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.5ms
video 1/1 (frame 157/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.6ms
video 1/1 (frame 158/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.6ms
video 1/1 (frame 159/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.5ms
video 1/1 (frame 160/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.8ms
video 1/1 (frame 161/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 48.2ms
video 1/1 (frame 162/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.4ms
video 1/1 (frame 163/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.5ms
video 1/1 (frame 164/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 76.4ms
video 1/1 (frame 165/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 94.6ms
video 1/1 (frame 166/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 93.2ms
video 1/1 (frame 167/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 93.6ms
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video 1/1 (frame 267/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 93.1ms
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video 1/1 (frame 275/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.1ms
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video 1/1 (frame 288/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 5 Potholes, 95.1ms
video 1/1 (frame 289/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 94.6ms
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video 1/1 (frame 298/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 45.7ms
video 1/1 (frame 299/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.9ms
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video 1/1 (frame 303/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 94.2ms
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video 1/1 (frame 378/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.2ms
video 1/1 (frame 379/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.1ms
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video 1/1 (frame 419/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.1ms
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video 1/1 (frame 422/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.2ms
video 1/1 (frame 423/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 94.2ms
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video 1/1 (frame 432/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 44.6ms
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video 1/1 (frame 438/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 46.7ms
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video 1/1 (frame 462/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.2ms
video 1/1 (frame 463/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.1ms
video 1/1 (frame 464/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.9ms
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video 1/1 (frame 467/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.5ms
video 1/1 (frame 468/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.6ms
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video 1/1 (frame 476/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 93.6ms
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video 1/1 (frame 484/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 44.4ms
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video 1/1 (frame 488/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 94.3ms
video 1/1 (frame 489/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 92.9ms
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video 1/1 (frame 502/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 93.4ms
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video 1/1 (frame 509/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 43.8ms
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video 1/1 (frame 553/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 94.5ms
video 1/1 (frame 554/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 93.4ms
video 1/1 (frame 555/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 93.2ms
video 1/1 (frame 556/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 92.0ms
video 1/1 (frame 557/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.9ms
video 1/1 (frame 558/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 52.8ms
video 1/1 (frame 559/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.9ms
video 1/1 (frame 560/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 69.1ms
video 1/1 (frame 561/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 45.3ms
video 1/1 (frame 562/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.2ms
video 1/1 (frame 563/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 49.7ms
video 1/1 (frame 564/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 46.2ms
video 1/1 (frame 565/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.9ms
video 1/1 (frame 566/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 93.4ms
video 1/1 (frame 567/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 94.0ms
video 1/1 (frame 568/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 93.8ms
video 1/1 (frame 569/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 93.1ms
video 1/1 (frame 570/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 92.2ms
video 1/1 (frame 571/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.9ms
video 1/1 (frame 572/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 53.4ms
video 1/1 (frame 573/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 50.5ms
video 1/1 (frame 574/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 49.1ms
video 1/1 (frame 575/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.9ms
video 1/1 (frame 576/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 43.9ms
video 1/1 (frame 577/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 6 Potholes, 44.3ms
video 1/1 (frame 578/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 44.0ms
video 1/1 (frame 579/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 94.4ms
video 1/1 (frame 580/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 93.0ms
video 1/1 (frame 581/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 92.9ms
video 1/1 (frame 582/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 92.1ms
video 1/1 (frame 583/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 50.0ms
video 1/1 (frame 584/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.9ms
video 1/1 (frame 585/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 43.9ms
video 1/1 (frame 586/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.2ms
video 1/1 (frame 587/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 44.0ms
video 1/1 (frame 588/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 44.2ms
video 1/1 (frame 589/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 44.6ms
video 1/1 (frame 590/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 44.0ms
video 1/1 (frame 591/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 43.9ms
video 1/1 (frame 592/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 94.1ms
video 1/1 (frame 593/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 92.8ms
video 1/1 (frame 594/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.5ms
video 1/1 (frame 595/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 596/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 597/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 46.2ms
video 1/1 (frame 598/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.7ms
video 1/1 (frame 599/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 61.7ms
video 1/1 (frame 600/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 601/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 45.0ms
video 1/1 (frame 602/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.7ms
video 1/1 (frame 603/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 94.6ms
video 1/1 (frame 604/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 93.3ms
video 1/1 (frame 605/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 92.4ms
video 1/1 (frame 606/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 92.3ms
video 1/1 (frame 607/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 92.1ms
video 1/1 (frame 608/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.7ms
video 1/1 (frame 609/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.8ms
video 1/1 (frame 610/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.7ms
video 1/1 (frame 611/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.1ms
video 1/1 (frame 612/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.0ms
video 1/1 (frame 613/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.8ms
video 1/1 (frame 614/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 58.5ms
video 1/1 (frame 615/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.8ms
video 1/1 (frame 616/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.0ms
video 1/1 (frame 617/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 94.3ms
video 1/1 (frame 618/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 92.6ms
video 1/1 (frame 619/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 62.3ms
video 1/1 (frame 620/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.2ms
video 1/1 (frame 621/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.2ms
video 1/1 (frame 622/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.2ms
video 1/1 (frame 623/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.1ms
video 1/1 (frame 624/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.1ms
video 1/1 (frame 625/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.2ms
video 1/1 (frame 626/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.1ms
video 1/1 (frame 627/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 44.1ms
video 1/1 (frame 628/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 44.0ms
video 1/1 (frame 629/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 48.9ms
video 1/1 (frame 630/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 92.2ms
video 1/1 (frame 631/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.9ms
video 1/1 (frame 632/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.6ms
video 1/1 (frame 633/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.1ms
video 1/1 (frame 634/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.9ms
video 1/1 (frame 635/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.8ms
video 1/1 (frame 636/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.2ms
video 1/1 (frame 637/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.8ms
video 1/1 (frame 638/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.9ms
video 1/1 (frame 639/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 50.9ms
video 1/1 (frame 640/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 93.7ms
video 1/1 (frame 641/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 94.0ms
video 1/1 (frame 642/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 643/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 644/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 645/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 45.2ms
video 1/1 (frame 646/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.6ms
video 1/1 (frame 647/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.6ms
video 1/1 (frame 648/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.6ms
video 1/1 (frame 649/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 650/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 46.2ms
video 1/1 (frame 651/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 652/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 93.2ms
video 1/1 (frame 653/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 92.2ms
video 1/1 (frame 654/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 93.0ms
video 1/1 (frame 655/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 92.1ms
video 1/1 (frame 656/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 45.1ms
video 1/1 (frame 657/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 658/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.0ms
video 1/1 (frame 659/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.0ms
video 1/1 (frame 660/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.9ms
video 1/1 (frame 661/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.0ms
video 1/1 (frame 662/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.9ms
video 1/1 (frame 663/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.1ms
video 1/1 (frame 664/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.8ms
video 1/1 (frame 665/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 94.0ms
video 1/1 (frame 666/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 92.5ms
video 1/1 (frame 667/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 668/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 669/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 670/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 45.4ms
video 1/1 (frame 671/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 48.1ms
video 1/1 (frame 672/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.4ms
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video 1/1 (frame 675/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 676/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 61.3ms
video 1/1 (frame 677/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 78.4ms
video 1/1 (frame 678/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 679/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 680/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 47.4ms
video 1/1 (frame 681/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 682/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.9ms
video 1/1 (frame 683/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.6ms
video 1/1 (frame 684/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 45.5ms
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video 1/1 (frame 686/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 687/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 93.0ms
video 1/1 (frame 688/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 93.3ms
video 1/1 (frame 689/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 93.1ms
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video 1/1 (frame 691/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.9ms
video 1/1 (frame 692/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.6ms
video 1/1 (frame 693/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 694/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 53.6ms
video 1/1 (frame 695/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.9ms
video 1/1 (frame 696/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.5ms
video 1/1 (frame 697/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 45.2ms
video 1/1 (frame 698/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 51.8ms
video 1/1 (frame 699/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 94.7ms
video 1/1 (frame 700/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 92.7ms
video 1/1 (frame 701/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 93.1ms
video 1/1 (frame 702/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.6ms
video 1/1 (frame 703/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.6ms
video 1/1 (frame 704/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 61.4ms
video 1/1 (frame 705/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 46.1ms
video 1/1 (frame 706/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.7ms
video 1/1 (frame 707/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.8ms
video 1/1 (frame 708/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.6ms
video 1/1 (frame 709/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 45.8ms
video 1/1 (frame 710/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.8ms
video 1/1 (frame 711/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 45.3ms
video 1/1 (frame 712/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 93.3ms
video 1/1 (frame 713/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 93.4ms
video 1/1 (frame 714/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 93.3ms
video 1/1 (frame 715/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 92.6ms
video 1/1 (frame 716/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 93.3ms
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video 1/1 (frame 719/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.7ms
video 1/1 (frame 720/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.7ms
video 1/1 (frame 721/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.0ms
video 1/1 (frame 722/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.0ms
video 1/1 (frame 723/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 43.8ms
video 1/1 (frame 724/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 73.4ms
video 1/1 (frame 725/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 64.3ms
video 1/1 (frame 726/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 92.7ms
video 1/1 (frame 727/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.2ms
video 1/1 (frame 728/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.1ms
video 1/1 (frame 729/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 58.7ms
video 1/1 (frame 730/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 58.5ms
video 1/1 (frame 731/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 47.0ms
video 1/1 (frame 732/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 47.8ms
video 1/1 (frame 733/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 47.5ms
video 1/1 (frame 734/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 44.2ms
video 1/1 (frame 735/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 93.1ms
video 1/1 (frame 736/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 92.1ms
video 1/1 (frame 737/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 59.1ms
video 1/1 (frame 738/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 44.0ms
video 1/1 (frame 739/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.8ms
video 1/1 (frame 740/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 43.8ms
video 1/1 (frame 741/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 43.9ms
video 1/1 (frame 742/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 45.5ms
video 1/1 (frame 743/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 43.9ms
video 1/1 (frame 744/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.8ms
video 1/1 (frame 745/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 89.0ms
video 1/1 (frame 746/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 92.4ms
video 1/1 (frame 747/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.2ms
video 1/1 (frame 748/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.1ms
video 1/1 (frame 749/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 46.1ms
video 1/1 (frame 750/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.1ms
video 1/1 (frame 751/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.0ms
video 1/1 (frame 752/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 50.5ms
video 1/1 (frame 753/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.2ms
video 1/1 (frame 754/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 57.2ms
video 1/1 (frame 755/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.0ms
video 1/1 (frame 756/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 93.8ms
video 1/1 (frame 757/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 93.3ms
video 1/1 (frame 758/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.9ms
video 1/1 (frame 759/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 760/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 761/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 762/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 763/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 764/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.6ms
video 1/1 (frame 765/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.6ms
video 1/1 (frame 766/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.4ms
video 1/1 (frame 767/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 78.5ms
video 1/1 (frame 768/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 93.8ms
video 1/1 (frame 769/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 92.6ms
video 1/1 (frame 770/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 59.6ms
video 1/1 (frame 771/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 772/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 773/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.9ms
video 1/1 (frame 774/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 50.3ms
video 1/1 (frame 775/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 776/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 777/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.9ms
video 1/1 (frame 778/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.6ms
video 1/1 (frame 779/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.8ms
video 1/1 (frame 780/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 45.5ms
video 1/1 (frame 781/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.1ms
video 1/1 (frame 782/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.7ms
video 1/1 (frame 783/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.6ms
video 1/1 (frame 784/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.7ms
video 1/1 (frame 785/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 43.7ms
video 1/1 (frame 786/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 44.1ms
video 1/1 (frame 787/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 71.3ms
video 1/1 (frame 788/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 93.4ms
video 1/1 (frame 789/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 92.7ms
video 1/1 (frame 790/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 92.2ms
video 1/1 (frame 791/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 92.4ms
video 1/1 (frame 792/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 57.3ms
video 1/1 (frame 793/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 63.1ms
video 1/1 (frame 794/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 43.9ms
video 1/1 (frame 795/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.1ms
video 1/1 (frame 796/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 53.0ms
video 1/1 (frame 797/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 57.4ms
video 1/1 (frame 798/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 44.1ms
video 1/1 (frame 799/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 134.4ms
video 1/1 (frame 800/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 191.7ms
video 1/1 (frame 801/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 24.2ms
video 1/1 (frame 802/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 25.7ms
video 1/1 (frame 803/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 804/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 29.6ms
video 1/1 (frame 805/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 21.4ms
video 1/1 (frame 806/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 807/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 808/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 17.2ms
video 1/1 (frame 809/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 18.5ms
video 1/1 (frame 810/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 811/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 812/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 813/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 814/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 815/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 16.5ms
video 1/1 (frame 816/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 17.2ms
video 1/1 (frame 817/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 22.5ms
video 1/1 (frame 818/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.7ms
video 1/1 (frame 819/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 97.0ms
video 1/1 (frame 820/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 125.9ms
video 1/1 (frame 821/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 125.9ms
video 1/1 (frame 822/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 125.9ms
video 1/1 (frame 823/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 125.6ms
video 1/1 (frame 824/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 126.3ms
video 1/1 (frame 825/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 126.1ms
video 1/1 (frame 826/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 125.8ms
video 1/1 (frame 827/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 126.0ms
video 1/1 (frame 828/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 125.8ms
video 1/1 (frame 829/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 125.9ms
video 1/1 (frame 830/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 127.8ms
video 1/1 (frame 831/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 130.9ms
video 1/1 (frame 832/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 130.9ms
video 1/1 (frame 833/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 130.6ms
video 1/1 (frame 834/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 131.0ms
video 1/1 (frame 835/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 77.1ms
video 1/1 (frame 836/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.6ms
video 1/1 (frame 837/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 17.9ms
video 1/1 (frame 838/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 839/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.7ms
video 1/1 (frame 840/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 18.3ms
video 1/1 (frame 841/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 17.0ms
video 1/1 (frame 842/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 19.6ms
video 1/1 (frame 843/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.7ms
video 1/1 (frame 844/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 16.5ms
video 1/1 (frame 845/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 16.5ms
video 1/1 (frame 846/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 16.5ms
video 1/1 (frame 847/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 848/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 849/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 850/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 851/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 852/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.6ms
video 1/1 (frame 853/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 854/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 17.3ms
video 1/1 (frame 855/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 856/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 857/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 858/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 859/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 860/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 861/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 87.7ms
video 1/1 (frame 862/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 118.3ms
video 1/1 (frame 863/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 62.7ms
video 1/1 (frame 864/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 865/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 866/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 867/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 17.3ms
video 1/1 (frame 868/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 869/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 870/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 871/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 872/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 16.5ms
video 1/1 (frame 873/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 874/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 875/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 876/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 16.5ms
video 1/1 (frame 877/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 16.6ms
video 1/1 (frame 878/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 879/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 16.5ms
video 1/1 (frame 880/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 881/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 882/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 883/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 884/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 16.4ms
video 1/1 (frame 885/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.6ms
video 1/1 (frame 886/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.6ms
video 1/1 (frame 887/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 888/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 889/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 890/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 16.4ms
video 1/1 (frame 891/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 892/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 77.1ms
video 1/1 (frame 893/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 96.4ms
video 1/1 (frame 894/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 111.2ms
video 1/1 (frame 895/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 896/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 897/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 898/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 899/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 900/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 901/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 16.3ms
video 1/1 (frame 902/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 903/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 904/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 905/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 906/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 907/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 908/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 909/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 910/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 911/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 912/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 16.5ms
video 1/1 (frame 913/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 914/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 915/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.6ms
video 1/1 (frame 916/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 917/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 918/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 919/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 920/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 921/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 922/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 923/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 924/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 16.6ms
video 1/1 (frame 925/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 926/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 37.4ms
video 1/1 (frame 927/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 71.2ms
video 1/1 (frame 928/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 116.6ms
video 1/1 (frame 929/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 64.5ms
video 1/1 (frame 930/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 931/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 932/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 933/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 16.8ms
video 1/1 (frame 934/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 935/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 936/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 937/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 938/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 939/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 940/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 941/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 942/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 943/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 944/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 945/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 946/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 947/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 948/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 949/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 950/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 951/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 952/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 953/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 16.4ms
video 1/1 (frame 954/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 955/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 956/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.7ms
video 1/1 (frame 957/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 958/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 959/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 76.5ms
video 1/1 (frame 960/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 90.9ms
video 1/1 (frame 961/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 124.7ms
video 1/1 (frame 962/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 963/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 964/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 965/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 966/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 967/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 16.5ms
video 1/1 (frame 968/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 4 Potholes, 16.6ms
video 1/1 (frame 969/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 970/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 971/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 16.5ms
video 1/1 (frame 972/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 973/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 974/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 16.4ms
video 1/1 (frame 975/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 976/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 977/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 978/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 979/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 980/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 981/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 982/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 983/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 984/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 16.5ms
video 1/1 (frame 985/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 986/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 987/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 988/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 989/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 990/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 991/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 17.3ms
video 1/1 (frame 992/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 73.2ms
video 1/1 (frame 993/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 73.4ms
video 1/1 (frame 994/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 995/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.7ms
video 1/1 (frame 996/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 997/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 17.6ms
video 1/1 (frame 998/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 999/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1000/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1001/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 1002/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 16.4ms
video 1/1 (frame 1003/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 16.6ms
video 1/1 (frame 1004/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 3 Potholes, 19.0ms
video 1/1 (frame 1005/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 1006/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 1007/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 1008/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 1009/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 1010/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 1011/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 1012/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1013/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.8ms
video 1/1 (frame 1014/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 1015/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1016/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 1017/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 1018/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 1019/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1020/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1021/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1022/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.6ms
video 1/1 (frame 1023/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1024/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 2 Potholes, 74.1ms
video 1/1 (frame 1025/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 74.0ms
video 1/1 (frame 1026/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 1027/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1028/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 1029/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 17.3ms
video 1/1 (frame 1030/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 1031/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1032/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1033/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 1034/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1035/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1036/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1037/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1038/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1039/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1040/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1041/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1042/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 1043/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1044/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1045/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1046/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1047/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 1048/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1049/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 1050/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1051/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 1052/1052) D:\ASTC project\clear_weather_input_2.mp4: 384x640 (no detections), 16.4ms
Speed: 5.8ms preprocess, 49.1ms inference, 4.7ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict8
Total potholes detected in video: 950
InΒ [8]:
import cv2
import os
image_folder = r"D:\ASTC project\Dataset 3\Clear_weather"
video_name = r"clear_weather_input_3.mp4"
images = [img for img in os.listdir(image_folder) if img.endswith((".png", ".jpg"))]
images.sort() # ensure frames are in order
frame = cv2.imread(os.path.join(image_folder, images[0]))
height, width, layers = frame.shape
fourcc = cv2.VideoWriter_fourcc(*'mp4v')
video = cv2.VideoWriter(video_name, fourcc, 10, (width, height))
# Write frames
for image in images:
img_path = os.path.join(image_folder, image)
video.write(cv2.imread(img_path))
video.release()
InΒ [10]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
results = model.predict(
source=r"D:\ASTC project\clear_weather_input_3.mp4",
save=True,
conf=0.20,
show=True
)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 22.9ms
video 1/1 (frame 2/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 3/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 35.6ms
video 1/1 (frame 4/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 5/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 21.4ms
video 1/1 (frame 6/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 21.5ms
video 1/1 (frame 7/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 21.8ms
video 1/1 (frame 8/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 21.4ms
video 1/1 (frame 9/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 21.5ms
video 1/1 (frame 10/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 21.8ms
video 1/1 (frame 11/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 22.1ms
video 1/1 (frame 12/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 13/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 20.4ms
video 1/1 (frame 14/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 15/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 16/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 17/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 17.2ms
video 1/1 (frame 18/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 12.5ms
video 1/1 (frame 19/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 14.5ms
video 1/1 (frame 20/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 13.3ms
video 1/1 (frame 21/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 16.9ms
video 1/1 (frame 22/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 44.4ms
video 1/1 (frame 23/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 24/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.8ms
video 1/1 (frame 25/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.9ms
video 1/1 (frame 26/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.8ms
video 1/1 (frame 27/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.9ms
video 1/1 (frame 28/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.6ms
video 1/1 (frame 29/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.1ms
video 1/1 (frame 30/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.0ms
video 1/1 (frame 31/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 42.7ms
video 1/1 (frame 32/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.5ms
video 1/1 (frame 33/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.5ms
video 1/1 (frame 34/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.3ms
video 1/1 (frame 35/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.0ms
video 1/1 (frame 36/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.9ms
video 1/1 (frame 37/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.0ms
video 1/1 (frame 38/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.9ms
video 1/1 (frame 39/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 41.5ms
video 1/1 (frame 40/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 41.8ms
video 1/1 (frame 41/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 41.4ms
video 1/1 (frame 42/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.5ms
video 1/1 (frame 43/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 13.5ms
video 1/1 (frame 44/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 19.1ms
video 1/1 (frame 45/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 15.2ms
video 1/1 (frame 46/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 13.4ms
video 1/1 (frame 47/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 13.8ms
video 1/1 (frame 48/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 12.9ms
video 1/1 (frame 49/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 17.9ms
video 1/1 (frame 50/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 15.1ms
video 1/1 (frame 51/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 16.0ms
video 1/1 (frame 52/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 11.1ms
video 1/1 (frame 53/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 11.2ms
video 1/1 (frame 54/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 16.8ms
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video 1/1 (frame 76/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 18.6ms
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video 1/1 (frame 83/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 19.9ms
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video 1/1 (frame 85/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 20.2ms
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video 1/1 (frame 94/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 22.2ms
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video 1/1 (frame 101/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 25.5ms
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video 1/1 (frame 103/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 23.3ms
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video 1/1 (frame 105/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 23.9ms
video 1/1 (frame 106/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 24.2ms
video 1/1 (frame 107/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 24.3ms
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video 1/1 (frame 116/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.4ms
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video 1/1 (frame 121/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 26.4ms
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video 1/1 (frame 123/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.5ms
video 1/1 (frame 124/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.4ms
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video 1/1 (frame 134/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.3ms
video 1/1 (frame 135/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 29.2ms
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video 1/1 (frame 140/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.5ms
video 1/1 (frame 141/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 142/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 27.5ms
video 1/1 (frame 143/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 27.4ms
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video 1/1 (frame 146/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 27.5ms
video 1/1 (frame 147/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 27.4ms
video 1/1 (frame 148/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.4ms
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video 1/1 (frame 151/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 26.3ms
video 1/1 (frame 152/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.4ms
video 1/1 (frame 153/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 26.7ms
video 1/1 (frame 154/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 26.4ms
video 1/1 (frame 155/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 26.4ms
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video 1/1 (frame 157/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.6ms
video 1/1 (frame 158/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 26.5ms
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video 1/1 (frame 161/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
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video 1/1 (frame 163/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 26.4ms
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video 1/1 (frame 172/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 28.9ms
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video 1/1 (frame 200/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 28.9ms
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video 1/1 (frame 211/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 27.5ms
video 1/1 (frame 212/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 27.5ms
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video 1/1 (frame 220/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.5ms
video 1/1 (frame 221/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 30.5ms
video 1/1 (frame 222/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 30.6ms
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video 1/1 (frame 246/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 28.9ms
video 1/1 (frame 247/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 28.9ms
video 1/1 (frame 248/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 29.0ms
video 1/1 (frame 249/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 5 Potholes, 30.5ms
video 1/1 (frame 250/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 30.7ms
video 1/1 (frame 251/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 31.0ms
video 1/1 (frame 252/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 31.0ms
video 1/1 (frame 253/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 34.5ms
video 1/1 (frame 254/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 31.1ms
video 1/1 (frame 255/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 32.5ms
video 1/1 (frame 256/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 32.6ms
video 1/1 (frame 257/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 32.5ms
video 1/1 (frame 258/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 32.6ms
video 1/1 (frame 259/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 32.4ms
video 1/1 (frame 260/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 32.5ms
video 1/1 (frame 261/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 32.6ms
video 1/1 (frame 262/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 32.6ms
video 1/1 (frame 263/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 32.8ms
video 1/1 (frame 264/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 33.1ms
video 1/1 (frame 265/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 33.1ms
video 1/1 (frame 266/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 33.2ms
video 1/1 (frame 267/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 33.0ms
video 1/1 (frame 268/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 33.1ms
video 1/1 (frame 269/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 33.0ms
video 1/1 (frame 270/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 33.0ms
video 1/1 (frame 271/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 33.1ms
video 1/1 (frame 272/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 33.0ms
video 1/1 (frame 273/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 33.9ms
video 1/1 (frame 274/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 34.5ms
video 1/1 (frame 275/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 33.0ms
video 1/1 (frame 276/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 33.0ms
video 1/1 (frame 277/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 33.1ms
video 1/1 (frame 278/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 33.1ms
video 1/1 (frame 279/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 33.0ms
video 1/1 (frame 280/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 33.1ms
video 1/1 (frame 281/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 33.0ms
video 1/1 (frame 282/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 53.0ms
video 1/1 (frame 283/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 52.9ms
video 1/1 (frame 284/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 47.9ms
video 1/1 (frame 285/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 48.1ms
video 1/1 (frame 286/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 48.3ms
video 1/1 (frame 287/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 46.8ms
video 1/1 (frame 288/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 5 Potholes, 46.7ms
video 1/1 (frame 289/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 45.2ms
video 1/1 (frame 290/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 45.2ms
video 1/1 (frame 291/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 5 Potholes, 44.1ms
video 1/1 (frame 292/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 5 Potholes, 45.1ms
video 1/1 (frame 293/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 44.5ms
video 1/1 (frame 294/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 44.1ms
video 1/1 (frame 295/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 44.1ms
video 1/1 (frame 296/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 43.3ms
video 1/1 (frame 297/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 43.3ms
video 1/1 (frame 298/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 43.0ms
video 1/1 (frame 299/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.0ms
video 1/1 (frame 300/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 42.4ms
video 1/1 (frame 301/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 42.6ms
video 1/1 (frame 302/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 42.0ms
video 1/1 (frame 303/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 42.0ms
video 1/1 (frame 304/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 41.8ms
video 1/1 (frame 305/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 41.7ms
video 1/1 (frame 306/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 41.7ms
video 1/1 (frame 307/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 5 Potholes, 41.9ms
video 1/1 (frame 308/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 41.7ms
video 1/1 (frame 309/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 41.6ms
video 1/1 (frame 310/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 41.5ms
video 1/1 (frame 311/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 36.6ms
video 1/1 (frame 312/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 13.0ms
video 1/1 (frame 313/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 11.2ms
video 1/1 (frame 314/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 12.2ms
video 1/1 (frame 315/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 13.2ms
video 1/1 (frame 316/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 23.0ms
video 1/1 (frame 317/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 13.5ms
video 1/1 (frame 318/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 12.1ms
video 1/1 (frame 319/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 14.0ms
video 1/1 (frame 320/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 12.7ms
video 1/1 (frame 321/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 12.4ms
video 1/1 (frame 322/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 15.3ms
video 1/1 (frame 323/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 12.4ms
video 1/1 (frame 324/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 18.0ms
video 1/1 (frame 325/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 11.1ms
video 1/1 (frame 326/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 14.9ms
video 1/1 (frame 327/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 11.1ms
video 1/1 (frame 328/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 13.4ms
video 1/1 (frame 329/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 11.6ms
video 1/1 (frame 330/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 14.0ms
video 1/1 (frame 331/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 19.5ms
video 1/1 (frame 332/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 15.9ms
video 1/1 (frame 333/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 12.3ms
video 1/1 (frame 334/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 18.9ms
video 1/1 (frame 335/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 17.7ms
video 1/1 (frame 336/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 337/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 338/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 339/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 17.7ms
video 1/1 (frame 340/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 24.2ms
video 1/1 (frame 341/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 18.9ms
video 1/1 (frame 342/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 17.8ms
video 1/1 (frame 343/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 18.3ms
video 1/1 (frame 344/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 20.5ms
video 1/1 (frame 345/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 19.3ms
video 1/1 (frame 346/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 19.4ms
video 1/1 (frame 347/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 19.4ms
video 1/1 (frame 348/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 28.9ms
video 1/1 (frame 349/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 350/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 20.9ms
video 1/1 (frame 351/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 20.6ms
video 1/1 (frame 352/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 21.3ms
video 1/1 (frame 353/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 354/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 355/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 356/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 357/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 22.4ms
video 1/1 (frame 358/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 22.2ms
video 1/1 (frame 359/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 22.1ms
video 1/1 (frame 360/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 29.3ms
video 1/1 (frame 361/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 22.3ms
video 1/1 (frame 362/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 23.1ms
video 1/1 (frame 363/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 23.2ms
video 1/1 (frame 364/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 23.7ms
video 1/1 (frame 365/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 23.9ms
video 1/1 (frame 366/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 23.8ms
video 1/1 (frame 367/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 24.1ms
video 1/1 (frame 368/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 25.7ms
video 1/1 (frame 369/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 25.1ms
video 1/1 (frame 370/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 25.0ms
video 1/1 (frame 371/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 25.0ms
video 1/1 (frame 372/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 25.1ms
video 1/1 (frame 373/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 25.0ms
video 1/1 (frame 374/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 25.1ms
video 1/1 (frame 375/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 25.2ms
video 1/1 (frame 376/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 377/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 378/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.5ms
video 1/1 (frame 379/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.7ms
video 1/1 (frame 380/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.8ms
video 1/1 (frame 381/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.6ms
video 1/1 (frame 382/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.6ms
video 1/1 (frame 383/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.4ms
video 1/1 (frame 384/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.5ms
video 1/1 (frame 385/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 386/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.7ms
video 1/1 (frame 387/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.9ms
video 1/1 (frame 388/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 389/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.6ms
video 1/1 (frame 390/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.5ms
video 1/1 (frame 391/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.5ms
video 1/1 (frame 392/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.4ms
video 1/1 (frame 393/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 394/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 395/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 31.3ms
video 1/1 (frame 396/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.3ms
video 1/1 (frame 397/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 398/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.1ms
video 1/1 (frame 399/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.1ms
video 1/1 (frame 400/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 401/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 402/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 403/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.3ms
video 1/1 (frame 404/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 405/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 406/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.6ms
video 1/1 (frame 407/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 408/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 409/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 410/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 411/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 412/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 413/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.3ms
video 1/1 (frame 414/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 28.0ms
video 1/1 (frame 415/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.9ms
video 1/1 (frame 416/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 28.0ms
video 1/1 (frame 417/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.8ms
video 1/1 (frame 418/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.9ms
video 1/1 (frame 419/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 28.9ms
video 1/1 (frame 420/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 29.3ms
video 1/1 (frame 421/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 29.3ms
video 1/1 (frame 422/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 29.3ms
video 1/1 (frame 423/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.3ms
video 1/1 (frame 424/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.3ms
video 1/1 (frame 425/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.7ms
video 1/1 (frame 426/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 427/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 428/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 429/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.7ms
video 1/1 (frame 430/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 431/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 432/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 27.7ms
video 1/1 (frame 433/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 434/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.7ms
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video 1/1 (frame 437/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 438/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.8ms
video 1/1 (frame 439/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.7ms
video 1/1 (frame 440/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.8ms
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video 1/1 (frame 454/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 32.5ms
video 1/1 (frame 455/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 32.6ms
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video 1/1 (frame 461/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 30.5ms
video 1/1 (frame 462/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 30.5ms
video 1/1 (frame 463/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 30.5ms
video 1/1 (frame 464/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 30.6ms
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video 1/1 (frame 466/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 30.5ms
video 1/1 (frame 467/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 30.6ms
video 1/1 (frame 468/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 30.6ms
video 1/1 (frame 469/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 30.5ms
video 1/1 (frame 470/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 30.9ms
video 1/1 (frame 471/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 30.5ms
video 1/1 (frame 472/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 30.6ms
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video 1/1 (frame 476/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 31.0ms
video 1/1 (frame 477/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 30.5ms
video 1/1 (frame 478/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 30.7ms
video 1/1 (frame 479/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 30.6ms
video 1/1 (frame 480/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 30.6ms
video 1/1 (frame 481/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 30.7ms
video 1/1 (frame 482/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 30.5ms
video 1/1 (frame 483/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 30.5ms
video 1/1 (frame 484/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 30.5ms
video 1/1 (frame 485/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 30.7ms
video 1/1 (frame 486/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 30.5ms
video 1/1 (frame 487/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 31.1ms
video 1/1 (frame 488/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 30.6ms
video 1/1 (frame 489/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 30.6ms
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video 1/1 (frame 496/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 48.5ms
video 1/1 (frame 497/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 48.5ms
video 1/1 (frame 498/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 46.1ms
video 1/1 (frame 499/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 46.2ms
video 1/1 (frame 500/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 45.1ms
video 1/1 (frame 501/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 45.3ms
video 1/1 (frame 502/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 45.2ms
video 1/1 (frame 503/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 45.0ms
video 1/1 (frame 504/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 44.3ms
video 1/1 (frame 505/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 44.2ms
video 1/1 (frame 506/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 44.0ms
video 1/1 (frame 507/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 43.5ms
video 1/1 (frame 508/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.2ms
video 1/1 (frame 509/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 42.8ms
video 1/1 (frame 510/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 42.9ms
video 1/1 (frame 511/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 42.5ms
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video 1/1 (frame 514/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.5ms
video 1/1 (frame 515/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.4ms
video 1/1 (frame 516/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.4ms
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video 1/1 (frame 518/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.0ms
video 1/1 (frame 519/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.9ms
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video 1/1 (frame 521/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.7ms
video 1/1 (frame 522/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.8ms
video 1/1 (frame 523/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 41.9ms
video 1/1 (frame 524/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.7ms
video 1/1 (frame 525/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 41.5ms
video 1/1 (frame 526/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 41.3ms
video 1/1 (frame 527/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 41.5ms
video 1/1 (frame 528/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 41.2ms
video 1/1 (frame 529/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 41.5ms
video 1/1 (frame 530/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 15.9ms
video 1/1 (frame 531/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 18.8ms
video 1/1 (frame 532/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 12.1ms
video 1/1 (frame 533/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 12.2ms
video 1/1 (frame 534/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 18.1ms
video 1/1 (frame 535/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 12.3ms
video 1/1 (frame 536/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 11.9ms
video 1/1 (frame 537/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 23.2ms
video 1/1 (frame 538/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 16.6ms
video 1/1 (frame 539/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 18.1ms
video 1/1 (frame 540/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 20.1ms
video 1/1 (frame 541/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 12.3ms
video 1/1 (frame 542/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 17.3ms
video 1/1 (frame 543/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 19.4ms
video 1/1 (frame 544/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 23.4ms
video 1/1 (frame 545/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 12.0ms
video 1/1 (frame 546/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 11.2ms
video 1/1 (frame 547/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 12.0ms
video 1/1 (frame 548/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 12.9ms
video 1/1 (frame 549/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 12.1ms
video 1/1 (frame 550/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 11.2ms
video 1/1 (frame 551/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 11.3ms
video 1/1 (frame 552/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 17.4ms
video 1/1 (frame 553/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 16.7ms
video 1/1 (frame 554/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 16.6ms
video 1/1 (frame 555/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 16.9ms
video 1/1 (frame 556/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 557/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 18.0ms
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video 1/1 (frame 559/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 17.9ms
video 1/1 (frame 560/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 17.8ms
video 1/1 (frame 561/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 18.3ms
video 1/1 (frame 562/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 18.3ms
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video 1/1 (frame 564/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 19.0ms
video 1/1 (frame 565/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 566/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 567/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 568/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 22.7ms
video 1/1 (frame 569/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 20.9ms
video 1/1 (frame 570/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 571/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 21.2ms
video 1/1 (frame 572/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 21.3ms
video 1/1 (frame 573/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 22.1ms
video 1/1 (frame 574/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 22.0ms
video 1/1 (frame 575/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 22.9ms
video 1/1 (frame 576/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 22.9ms
video 1/1 (frame 577/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 6 Potholes, 28.3ms
video 1/1 (frame 578/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 26.4ms
video 1/1 (frame 579/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.4ms
video 1/1 (frame 580/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 27.8ms
video 1/1 (frame 581/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 27.4ms
video 1/1 (frame 582/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 27.5ms
video 1/1 (frame 583/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.4ms
video 1/1 (frame 584/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.2ms
video 1/1 (frame 585/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 29.2ms
video 1/1 (frame 586/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 29.3ms
video 1/1 (frame 587/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 31.0ms
video 1/1 (frame 588/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 29.4ms
video 1/1 (frame 589/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 31.4ms
video 1/1 (frame 590/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 31.0ms
video 1/1 (frame 591/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 51.4ms
video 1/1 (frame 592/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 51.7ms
video 1/1 (frame 593/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 47.3ms
video 1/1 (frame 594/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 47.3ms
video 1/1 (frame 595/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 47.4ms
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video 1/1 (frame 600/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 45.6ms
video 1/1 (frame 601/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 45.3ms
video 1/1 (frame 602/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 45.1ms
video 1/1 (frame 603/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 44.3ms
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video 1/1 (frame 605/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 43.8ms
video 1/1 (frame 606/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 44.1ms
video 1/1 (frame 607/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 43.2ms
video 1/1 (frame 608/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 42.8ms
video 1/1 (frame 609/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 42.6ms
video 1/1 (frame 610/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 42.3ms
video 1/1 (frame 611/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.3ms
video 1/1 (frame 612/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 42.2ms
video 1/1 (frame 613/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 42.0ms
video 1/1 (frame 614/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.0ms
video 1/1 (frame 615/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 44.4ms
video 1/1 (frame 616/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 41.7ms
video 1/1 (frame 617/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.6ms
video 1/1 (frame 618/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 41.5ms
video 1/1 (frame 619/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 41.4ms
video 1/1 (frame 620/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.3ms
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video 1/1 (frame 623/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.9ms
video 1/1 (frame 624/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 42.1ms
video 1/1 (frame 625/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 41.8ms
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video 1/1 (frame 627/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 41.9ms
video 1/1 (frame 628/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 43.3ms
video 1/1 (frame 629/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 42.9ms
video 1/1 (frame 630/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 43.3ms
video 1/1 (frame 631/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 43.7ms
video 1/1 (frame 632/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 59.0ms
video 1/1 (frame 633/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 634/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 60.3ms
video 1/1 (frame 635/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 92.6ms
video 1/1 (frame 636/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.0ms
video 1/1 (frame 637/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 638/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.2ms
video 1/1 (frame 639/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.8ms
video 1/1 (frame 640/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.1ms
video 1/1 (frame 641/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 642/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 64.4ms
video 1/1 (frame 643/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 644/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.1ms
video 1/1 (frame 645/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 94.2ms
video 1/1 (frame 646/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 93.1ms
video 1/1 (frame 647/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 93.5ms
video 1/1 (frame 648/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 47.1ms
video 1/1 (frame 649/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.6ms
video 1/1 (frame 650/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 651/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 652/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.2ms
video 1/1 (frame 653/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 654/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 43.8ms
video 1/1 (frame 655/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.2ms
video 1/1 (frame 656/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.4ms
video 1/1 (frame 657/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.3ms
video 1/1 (frame 658/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.1ms
video 1/1 (frame 659/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.0ms
video 1/1 (frame 660/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 42.7ms
video 1/1 (frame 661/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 42.9ms
video 1/1 (frame 662/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 42.8ms
video 1/1 (frame 663/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 42.5ms
video 1/1 (frame 664/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.5ms
video 1/1 (frame 665/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 42.5ms
video 1/1 (frame 666/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.5ms
video 1/1 (frame 667/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.8ms
video 1/1 (frame 668/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.4ms
video 1/1 (frame 669/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.5ms
video 1/1 (frame 670/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.6ms
video 1/1 (frame 671/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.9ms
video 1/1 (frame 672/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.7ms
video 1/1 (frame 673/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 42.0ms
video 1/1 (frame 674/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.6ms
video 1/1 (frame 675/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.9ms
video 1/1 (frame 676/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.7ms
video 1/1 (frame 677/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.7ms
video 1/1 (frame 678/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.6ms
video 1/1 (frame 679/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.6ms
video 1/1 (frame 680/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 41.6ms
video 1/1 (frame 681/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.4ms
video 1/1 (frame 682/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.2ms
video 1/1 (frame 683/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 41.3ms
video 1/1 (frame 684/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 11.0ms
video 1/1 (frame 685/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 17.5ms
video 1/1 (frame 686/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 16.0ms
video 1/1 (frame 687/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 11.3ms
video 1/1 (frame 688/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 14.9ms
video 1/1 (frame 689/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 14.4ms
video 1/1 (frame 690/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 15.2ms
video 1/1 (frame 691/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 11.2ms
video 1/1 (frame 692/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 11.3ms
video 1/1 (frame 693/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 12.3ms
video 1/1 (frame 694/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 13.7ms
video 1/1 (frame 695/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 13.3ms
video 1/1 (frame 696/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 11.2ms
video 1/1 (frame 697/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 12.8ms
video 1/1 (frame 698/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 20.4ms
video 1/1 (frame 699/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 13.5ms
video 1/1 (frame 700/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 13.0ms
video 1/1 (frame 701/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 11.4ms
video 1/1 (frame 702/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 15.1ms
video 1/1 (frame 703/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 14.9ms
video 1/1 (frame 704/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 12.1ms
video 1/1 (frame 705/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 11.9ms
video 1/1 (frame 706/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 19.5ms
video 1/1 (frame 707/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 11.0ms
video 1/1 (frame 708/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 709/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 16.1ms
video 1/1 (frame 710/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 711/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 16.8ms
video 1/1 (frame 712/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 16.7ms
video 1/1 (frame 713/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 18.0ms
video 1/1 (frame 714/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 21.4ms
video 1/1 (frame 715/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 716/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 18.5ms
video 1/1 (frame 717/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 18.5ms
video 1/1 (frame 718/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 719/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 18.7ms
video 1/1 (frame 720/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 19.1ms
video 1/1 (frame 721/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 19.3ms
video 1/1 (frame 722/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 19.3ms
video 1/1 (frame 723/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 19.9ms
video 1/1 (frame 724/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 20.1ms
video 1/1 (frame 725/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 19.9ms
video 1/1 (frame 726/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 23.8ms
video 1/1 (frame 727/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 728/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 21.4ms
video 1/1 (frame 729/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 730/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 22.1ms
video 1/1 (frame 731/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 22.0ms
video 1/1 (frame 732/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 22.3ms
video 1/1 (frame 733/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 24.8ms
video 1/1 (frame 734/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 22.4ms
video 1/1 (frame 735/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 22.9ms
video 1/1 (frame 736/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 23.1ms
video 1/1 (frame 737/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 23.4ms
video 1/1 (frame 738/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 23.4ms
video 1/1 (frame 739/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 24.1ms
video 1/1 (frame 740/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 24.1ms
video 1/1 (frame 741/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 25.0ms
video 1/1 (frame 742/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 24.9ms
video 1/1 (frame 743/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 25.2ms
video 1/1 (frame 744/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 25.3ms
video 1/1 (frame 745/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 25.4ms
video 1/1 (frame 746/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 25.3ms
video 1/1 (frame 747/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 25.2ms
video 1/1 (frame 748/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 749/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 750/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 751/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 752/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 753/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.7ms
video 1/1 (frame 754/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.4ms
video 1/1 (frame 755/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.4ms
video 1/1 (frame 756/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.4ms
video 1/1 (frame 757/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 28.2ms
video 1/1 (frame 758/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 28.2ms
video 1/1 (frame 759/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.9ms
video 1/1 (frame 760/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 761/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.3ms
video 1/1 (frame 762/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.5ms
video 1/1 (frame 763/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.5ms
video 1/1 (frame 764/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 765/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.5ms
video 1/1 (frame 766/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.4ms
video 1/1 (frame 767/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.3ms
video 1/1 (frame 768/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 769/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.8ms
video 1/1 (frame 770/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 771/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 772/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 773/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.3ms
video 1/1 (frame 774/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.5ms
video 1/1 (frame 775/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.3ms
video 1/1 (frame 776/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 777/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.5ms
video 1/1 (frame 778/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.5ms
video 1/1 (frame 779/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 780/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 781/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 782/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 783/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 784/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 785/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 26.2ms
video 1/1 (frame 786/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.1ms
video 1/1 (frame 787/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.1ms
video 1/1 (frame 788/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.1ms
video 1/1 (frame 789/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 790/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 791/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 792/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.2ms
video 1/1 (frame 793/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 794/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 795/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 796/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.1ms
video 1/1 (frame 797/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 26.2ms
video 1/1 (frame 798/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 799/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.8ms
video 1/1 (frame 800/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 27.8ms
video 1/1 (frame 801/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 28.9ms
video 1/1 (frame 802/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 28.9ms
video 1/1 (frame 803/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 28.9ms
video 1/1 (frame 804/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 29.1ms
video 1/1 (frame 805/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 28.9ms
video 1/1 (frame 806/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.8ms
video 1/1 (frame 807/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 808/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 28.5ms
video 1/1 (frame 809/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.9ms
video 1/1 (frame 810/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 811/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 812/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 813/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.7ms
video 1/1 (frame 814/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 815/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 26.4ms
video 1/1 (frame 816/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 26.4ms
video 1/1 (frame 817/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.4ms
video 1/1 (frame 818/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 819/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 820/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.4ms
video 1/1 (frame 821/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.4ms
video 1/1 (frame 822/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.3ms
video 1/1 (frame 823/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.3ms
video 1/1 (frame 824/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 26.5ms
video 1/1 (frame 825/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 26.4ms
video 1/1 (frame 826/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 827/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 26.4ms
video 1/1 (frame 828/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 26.8ms
video 1/1 (frame 829/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.6ms
video 1/1 (frame 830/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.5ms
video 1/1 (frame 831/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 832/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 26.5ms
video 1/1 (frame 833/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.4ms
video 1/1 (frame 834/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 29.3ms
video 1/1 (frame 835/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 29.2ms
video 1/1 (frame 836/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.3ms
video 1/1 (frame 837/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 30.6ms
video 1/1 (frame 838/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 30.5ms
video 1/1 (frame 839/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 30.2ms
video 1/1 (frame 840/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 29.2ms
video 1/1 (frame 841/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 29.2ms
video 1/1 (frame 842/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.3ms
video 1/1 (frame 843/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.3ms
video 1/1 (frame 844/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 29.2ms
video 1/1 (frame 845/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 29.7ms
video 1/1 (frame 846/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 29.3ms
video 1/1 (frame 847/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.3ms
video 1/1 (frame 848/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.4ms
video 1/1 (frame 849/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.4ms
video 1/1 (frame 850/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.3ms
video 1/1 (frame 851/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 29.4ms
video 1/1 (frame 852/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.4ms
video 1/1 (frame 853/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.3ms
video 1/1 (frame 854/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.4ms
video 1/1 (frame 855/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.8ms
video 1/1 (frame 856/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.7ms
video 1/1 (frame 857/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 29.1ms
video 1/1 (frame 858/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.7ms
video 1/1 (frame 859/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 860/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 861/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 862/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 863/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.7ms
video 1/1 (frame 864/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 865/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.8ms
video 1/1 (frame 866/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 867/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.8ms
video 1/1 (frame 868/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 869/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.7ms
video 1/1 (frame 870/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 871/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.9ms
video 1/1 (frame 872/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 27.8ms
video 1/1 (frame 873/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.7ms
video 1/1 (frame 874/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 875/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 30.6ms
video 1/1 (frame 876/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 30.6ms
video 1/1 (frame 877/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 30.5ms
video 1/1 (frame 878/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 30.6ms
video 1/1 (frame 879/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 31.1ms
video 1/1 (frame 880/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 31.1ms
video 1/1 (frame 881/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 31.1ms
video 1/1 (frame 882/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 31.2ms
video 1/1 (frame 883/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 32.2ms
video 1/1 (frame 884/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 32.5ms
video 1/1 (frame 885/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 32.1ms
video 1/1 (frame 886/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 31.1ms
video 1/1 (frame 887/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 31.1ms
video 1/1 (frame 888/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 31.0ms
video 1/1 (frame 889/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 31.6ms
video 1/1 (frame 890/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 31.0ms
video 1/1 (frame 891/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 31.0ms
video 1/1 (frame 892/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 31.1ms
video 1/1 (frame 893/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 31.2ms
video 1/1 (frame 894/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 31.7ms
video 1/1 (frame 895/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 31.0ms
video 1/1 (frame 896/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 30.9ms
video 1/1 (frame 897/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 30.5ms
video 1/1 (frame 898/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 31.0ms
video 1/1 (frame 899/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 30.5ms
video 1/1 (frame 900/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 30.6ms
video 1/1 (frame 901/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 30.5ms
video 1/1 (frame 902/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 30.6ms
video 1/1 (frame 903/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 30.5ms
video 1/1 (frame 904/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 30.6ms
video 1/1 (frame 905/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 30.3ms
video 1/1 (frame 906/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 29.4ms
video 1/1 (frame 907/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 29.3ms
video 1/1 (frame 908/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 29.2ms
video 1/1 (frame 909/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 29.5ms
video 1/1 (frame 910/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 29.4ms
video 1/1 (frame 911/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.2ms
video 1/1 (frame 912/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 29.2ms
video 1/1 (frame 913/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.2ms
video 1/1 (frame 914/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 29.2ms
video 1/1 (frame 915/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.4ms
video 1/1 (frame 916/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.4ms
video 1/1 (frame 917/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.4ms
video 1/1 (frame 918/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.4ms
video 1/1 (frame 919/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.4ms
video 1/1 (frame 920/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.4ms
video 1/1 (frame 921/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 922/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.5ms
video 1/1 (frame 923/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 27.4ms
video 1/1 (frame 924/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 27.5ms
video 1/1 (frame 925/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.4ms
video 1/1 (frame 926/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 927/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.6ms
video 1/1 (frame 928/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.7ms
video 1/1 (frame 929/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.6ms
video 1/1 (frame 930/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.5ms
video 1/1 (frame 931/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.5ms
video 1/1 (frame 932/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 27.5ms
video 1/1 (frame 933/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 29.1ms
video 1/1 (frame 934/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 31.1ms
video 1/1 (frame 935/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 31.0ms
video 1/1 (frame 936/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 32.7ms
video 1/1 (frame 937/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 32.5ms
video 1/1 (frame 938/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 32.7ms
video 1/1 (frame 939/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 32.5ms
video 1/1 (frame 940/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 32.4ms
video 1/1 (frame 941/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 32.5ms
video 1/1 (frame 942/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 32.5ms
video 1/1 (frame 943/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 32.6ms
video 1/1 (frame 944/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 32.5ms
video 1/1 (frame 945/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 33.0ms
video 1/1 (frame 946/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 33.0ms
video 1/1 (frame 947/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 33.0ms
video 1/1 (frame 948/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 33.0ms
video 1/1 (frame 949/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 33.1ms
video 1/1 (frame 950/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 33.1ms
video 1/1 (frame 951/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 33.1ms
video 1/1 (frame 952/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 33.2ms
video 1/1 (frame 953/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 33.1ms
video 1/1 (frame 954/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 33.0ms
video 1/1 (frame 955/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 33.1ms
video 1/1 (frame 956/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 33.2ms
video 1/1 (frame 957/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 53.0ms
video 1/1 (frame 958/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 52.9ms
video 1/1 (frame 959/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 52.8ms
video 1/1 (frame 960/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 48.4ms
video 1/1 (frame 961/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 48.4ms
video 1/1 (frame 962/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 48.5ms
video 1/1 (frame 963/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 48.3ms
video 1/1 (frame 964/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 48.3ms
video 1/1 (frame 965/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 47.1ms
video 1/1 (frame 966/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 46.2ms
video 1/1 (frame 967/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 45.6ms
video 1/1 (frame 968/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 4 Potholes, 45.6ms
video 1/1 (frame 969/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 45.2ms
video 1/1 (frame 970/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 46.3ms
video 1/1 (frame 971/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 44.5ms
video 1/1 (frame 972/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 44.4ms
video 1/1 (frame 973/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.7ms
video 1/1 (frame 974/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 44.2ms
video 1/1 (frame 975/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 45.8ms
video 1/1 (frame 976/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 43.5ms
video 1/1 (frame 977/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 43.5ms
video 1/1 (frame 978/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 43.5ms
video 1/1 (frame 979/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.5ms
video 1/1 (frame 980/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 43.7ms
video 1/1 (frame 981/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 53.7ms
video 1/1 (frame 982/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 45.7ms
video 1/1 (frame 983/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 46.1ms
video 1/1 (frame 984/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 94.0ms
video 1/1 (frame 985/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 93.4ms
video 1/1 (frame 986/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.1ms
video 1/1 (frame 987/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 74.4ms
video 1/1 (frame 988/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 989/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.6ms
video 1/1 (frame 990/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 991/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 992/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 44.3ms
video 1/1 (frame 993/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 44.2ms
video 1/1 (frame 994/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 995/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.8ms
video 1/1 (frame 996/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 45.4ms
video 1/1 (frame 997/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.8ms
video 1/1 (frame 998/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.8ms
video 1/1 (frame 999/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.1ms
video 1/1 (frame 1000/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.8ms
video 1/1 (frame 1001/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 43.8ms
video 1/1 (frame 1002/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 44.3ms
video 1/1 (frame 1003/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 44.5ms
video 1/1 (frame 1004/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 3 Potholes, 94.4ms
video 1/1 (frame 1005/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 93.0ms
video 1/1 (frame 1006/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 44.4ms
video 1/1 (frame 1007/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 44.6ms
video 1/1 (frame 1008/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 44.5ms
video 1/1 (frame 1009/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 1010/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 1011/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 1012/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.6ms
video 1/1 (frame 1013/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 44.4ms
video 1/1 (frame 1014/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 44.5ms
video 1/1 (frame 1015/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 94.3ms
video 1/1 (frame 1016/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 94.3ms
video 1/1 (frame 1017/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 94.6ms
video 1/1 (frame 1018/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 93.2ms
video 1/1 (frame 1019/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 96.5ms
video 1/1 (frame 1020/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 86.6ms
video 1/1 (frame 1021/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.6ms
video 1/1 (frame 1022/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 44.4ms
video 1/1 (frame 1023/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 1024/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 2 Potholes, 54.7ms
video 1/1 (frame 1025/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 44.5ms
video 1/1 (frame 1026/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 44.6ms
video 1/1 (frame 1027/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 1028/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 1029/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 69.2ms
video 1/1 (frame 1030/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 95.0ms
video 1/1 (frame 1031/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 93.8ms
video 1/1 (frame 1032/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 92.4ms
video 1/1 (frame 1033/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 1034/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 1035/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 1036/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 51.3ms
video 1/1 (frame 1037/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.7ms
video 1/1 (frame 1038/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 1039/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.7ms
video 1/1 (frame 1040/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.2ms
video 1/1 (frame 1041/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.2ms
video 1/1 (frame 1042/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 95.9ms
video 1/1 (frame 1043/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 93.6ms
video 1/1 (frame 1044/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 93.5ms
video 1/1 (frame 1045/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 92.1ms
video 1/1 (frame 1046/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 92.1ms
video 1/1 (frame 1047/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 92.0ms
video 1/1 (frame 1048/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.3ms
video 1/1 (frame 1049/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 74.3ms
video 1/1 (frame 1050/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 43.7ms
video 1/1 (frame 1051/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 1 Pothole, 44.3ms
video 1/1 (frame 1052/1052) D:\ASTC project\clear_weather_input_3.mp4: 384x640 (no detections), 44.9ms
Speed: 3.2ms preprocess, 31.5ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict7
Total potholes detected in video: 950
InΒ [14]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
results = model.predict(
source=r"D:\ASTC project\clear_weather_input_video(30fps).mp4",
save=True,
conf=0.20,
show=True
)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 17.1ms
video 1/1 (frame 2/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 3/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 4/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.7ms
video 1/1 (frame 5/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 6/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 7/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 8/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 16.3ms
video 1/1 (frame 9/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 10/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 11/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 12/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 13/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 14/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 15/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 16/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 17/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 18/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 19/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 20/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 21/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 22/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 23/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 24/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 25/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 26/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 27/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 28/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 29/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 30/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 31/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 32/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 33/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 71.0ms
video 1/1 (frame 34/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 71.1ms
video 1/1 (frame 35/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 125.9ms
video 1/1 (frame 36/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 126.1ms
video 1/1 (frame 37/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 126.0ms
video 1/1 (frame 38/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 76.9ms
video 1/1 (frame 39/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 40/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 41/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 42/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 43/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 44/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 45/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 46/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 47/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 48/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 49/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 17.7ms
video 1/1 (frame 50/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 51/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 52/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 53/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 54/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 55/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 56/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 57/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 58/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 59/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 60/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 61/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 62/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 63/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 64/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 65/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 66/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 67/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 68/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 69/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 70/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 71/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 72/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 71.1ms
video 1/1 (frame 73/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 77.9ms
video 1/1 (frame 74/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 125.7ms
video 1/1 (frame 75/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.7ms
video 1/1 (frame 76/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 77/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 78/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 16.4ms
video 1/1 (frame 79/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 80/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 81/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 82/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 83/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 84/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 85/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.7ms
video 1/1 (frame 86/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 87/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 88/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 89/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 90/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 91/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 92/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 93/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 94/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 4 Potholes, 16.3ms
video 1/1 (frame 95/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 96/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 97/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 98/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 99/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 100/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 16.3ms
video 1/1 (frame 101/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 16.3ms
video 1/1 (frame 102/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 103/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 104/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.7ms
video 1/1 (frame 105/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 76.3ms
video 1/1 (frame 106/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 81.3ms
video 1/1 (frame 107/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 125.9ms
video 1/1 (frame 108/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 125.8ms
video 1/1 (frame 109/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 126.0ms
video 1/1 (frame 110/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 4 Potholes, 45.1ms
video 1/1 (frame 111/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 16.4ms
video 1/1 (frame 112/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 4 Potholes, 16.4ms
video 1/1 (frame 113/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 114/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 16.7ms
video 1/1 (frame 115/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 16.6ms
video 1/1 (frame 116/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 117/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 16.5ms
video 1/1 (frame 118/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 16.5ms
video 1/1 (frame 119/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 16.5ms
video 1/1 (frame 120/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 16.5ms
video 1/1 (frame 121/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 4 Potholes, 16.5ms
video 1/1 (frame 122/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 16.4ms
video 1/1 (frame 123/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 124/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 17.0ms
video 1/1 (frame 125/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 126/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 127/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
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video 1/1 (frame 680/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 84.6ms
video 1/1 (frame 681/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 118.4ms
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video 1/1 (frame 713/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 86.3ms
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video 1/1 (frame 753/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.5ms
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video 1/1 (frame 792/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.6ms
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video 1/1 (frame 805/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.3ms
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video 1/1 (frame 815/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 17.8ms
video 1/1 (frame 816/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 16.6ms
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video 1/1 (frame 865/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 18.7ms
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video 1/1 (frame 872/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 16.3ms
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video 1/1 (frame 901/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 16.8ms
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video 1/1 (frame 911/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 58.7ms
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video 1/1 (frame 952/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 953/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 16.4ms
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video 1/1 (frame 967/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 16.5ms
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video 1/1 (frame 971/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 105.4ms
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video 1/1 (frame 993/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 16.4ms
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video 1/1 (frame 997/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 998/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 999/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1000/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1001/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 1002/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 52.4ms
video 1/1 (frame 1003/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 74.0ms
video 1/1 (frame 1004/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 125.6ms
video 1/1 (frame 1005/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 125.9ms
video 1/1 (frame 1006/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 62.5ms
video 1/1 (frame 1007/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 1008/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 1009/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1010/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1011/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 1012/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1013/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 1014/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 1015/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1016/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1017/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1018/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1019/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1020/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1021/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.7ms
video 1/1 (frame 1022/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 1023/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1024/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 16.3ms
video 1/1 (frame 1025/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 1026/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 1027/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1028/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1029/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1030/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1031/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1032/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1033/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1034/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1035/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 1036/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 42.9ms
video 1/1 (frame 1037/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 74.1ms
video 1/1 (frame 1038/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 116.8ms
video 1/1 (frame 1039/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 67.1ms
video 1/1 (frame 1040/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 1041/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 1042/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1043/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 1044/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1045/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1046/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 1047/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1048/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1049/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 1050/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 1051/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 16.8ms
video 1/1 (frame 1052/1052) D:\ASTC project\clear_weather_input_video(30fps).mp4: 384x640 (no detections), 16.3ms
Speed: 2.0ms preprocess, 29.8ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict9
Total potholes detected in video: 950
InΒ [1]:
import cv2
import os
image_folder = r"D:\ASTC project\Dataset 3\Night"
video_name = r"night_input.mp4"
images = [img for img in os.listdir(image_folder) if img.endswith((".png", ".jpg"))]
images.sort() # ensure frames are in order
frame = cv2.imread(os.path.join(image_folder, images[0]))
height, width, layers = frame.shape
fourcc = cv2.VideoWriter_fourcc(*'mp4v')
video = cv2.VideoWriter(video_name, fourcc, 30, (width, height))
# Write frames
for image in images:
img_path = os.path.join(image_folder, image)
video.write(cv2.imread(img_path))
video.release()
InΒ [2]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
results = model.predict(
source=r"D:\ASTC project\night_input.mp4",
save=True,
conf=0.20,
show=True
)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 62.0ms
video 1/1 (frame 2/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 3/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 14.8ms
video 1/1 (frame 4/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.1ms
video 1/1 (frame 5/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 6/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.1ms
video 1/1 (frame 7/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 8/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 9.6ms
video 1/1 (frame 9/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.9ms
video 1/1 (frame 10/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.1ms
video 1/1 (frame 11/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 12/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.9ms
video 1/1 (frame 13/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.6ms
video 1/1 (frame 14/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.0ms
video 1/1 (frame 15/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.0ms
video 1/1 (frame 16/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 17/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 9.1ms
video 1/1 (frame 18/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.9ms
video 1/1 (frame 19/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.8ms
video 1/1 (frame 20/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.1ms
video 1/1 (frame 21/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.6ms
video 1/1 (frame 22/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 23/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 24/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.1ms
video 1/1 (frame 25/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.2ms
video 1/1 (frame 26/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.4ms
video 1/1 (frame 27/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.6ms
video 1/1 (frame 28/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.0ms
video 1/1 (frame 29/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.2ms
video 1/1 (frame 30/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 9.0ms
video 1/1 (frame 31/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 32/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.0ms
video 1/1 (frame 33/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.1ms
video 1/1 (frame 34/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.2ms
video 1/1 (frame 35/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.5ms
video 1/1 (frame 36/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 37/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 38/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.9ms
video 1/1 (frame 39/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.4ms
video 1/1 (frame 40/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.8ms
video 1/1 (frame 41/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 42/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 43/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 44/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.0ms
video 1/1 (frame 45/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 46/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.8ms
video 1/1 (frame 47/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 48/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 49/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.9ms
video 1/1 (frame 50/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 51/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.8ms
video 1/1 (frame 52/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.0ms
video 1/1 (frame 53/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 54/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 55/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.4ms
video 1/1 (frame 56/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.8ms
video 1/1 (frame 57/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 58/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 59/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.9ms
video 1/1 (frame 60/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.0ms
video 1/1 (frame 61/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.5ms
video 1/1 (frame 62/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.9ms
video 1/1 (frame 63/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 64/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 65/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 9.3ms
video 1/1 (frame 66/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 67/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 68/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 13.5ms
video 1/1 (frame 69/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.7ms
video 1/1 (frame 70/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 13.3ms
video 1/1 (frame 71/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 10.2ms
video 1/1 (frame 72/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.3ms
video 1/1 (frame 73/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 11.1ms
video 1/1 (frame 74/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 75/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 76/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 11.2ms
video 1/1 (frame 77/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.3ms
video 1/1 (frame 78/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.5ms
video 1/1 (frame 79/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.9ms
video 1/1 (frame 80/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 81/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.3ms
video 1/1 (frame 82/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 83/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 9.0ms
video 1/1 (frame 84/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.7ms
video 1/1 (frame 85/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 9.4ms
video 1/1 (frame 86/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 87/310) D:\ASTC project\night_input.mp4: 384x640 1 Pothole, 7.1ms
video 1/1 (frame 88/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 89/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 15.0ms
video 1/1 (frame 90/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.8ms
video 1/1 (frame 91/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 6.8ms
video 1/1 (frame 92/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 24.0ms
video 1/1 (frame 93/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 13.2ms
video 1/1 (frame 94/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.9ms
video 1/1 (frame 95/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 96/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.0ms
video 1/1 (frame 97/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.4ms
video 1/1 (frame 98/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 10.6ms
video 1/1 (frame 99/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 7.9ms
video 1/1 (frame 100/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 10.3ms
video 1/1 (frame 101/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 10.4ms
video 1/1 (frame 102/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 10.3ms
video 1/1 (frame 103/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 10.6ms
video 1/1 (frame 104/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 10.5ms
video 1/1 (frame 105/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 10.5ms
video 1/1 (frame 106/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 10.4ms
video 1/1 (frame 107/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 10.5ms
video 1/1 (frame 108/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 15.1ms
video 1/1 (frame 109/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 10.5ms
video 1/1 (frame 110/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 11.7ms
video 1/1 (frame 111/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 11.0ms
video 1/1 (frame 112/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 10.7ms
video 1/1 (frame 113/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 10.9ms
video 1/1 (frame 114/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 10.8ms
video 1/1 (frame 115/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 11.5ms
video 1/1 (frame 116/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 11.2ms
video 1/1 (frame 117/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 13.4ms
video 1/1 (frame 118/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 10.9ms
video 1/1 (frame 119/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 11.4ms
video 1/1 (frame 120/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 11.2ms
video 1/1 (frame 121/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 11.8ms
video 1/1 (frame 122/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 12.3ms
video 1/1 (frame 123/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 11.4ms
video 1/1 (frame 124/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 11.4ms
video 1/1 (frame 125/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 16.2ms
video 1/1 (frame 126/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 13.5ms
video 1/1 (frame 127/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 12.3ms
video 1/1 (frame 128/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 14.2ms
video 1/1 (frame 129/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 12.5ms
video 1/1 (frame 130/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 12.4ms
video 1/1 (frame 131/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 12.0ms
video 1/1 (frame 132/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 12.1ms
video 1/1 (frame 133/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 12.3ms
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video 1/1 (frame 139/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 12.7ms
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video 1/1 (frame 163/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 14.2ms
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video 1/1 (frame 170/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 14.4ms
video 1/1 (frame 171/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 14.7ms
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video 1/1 (frame 178/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 15.4ms
video 1/1 (frame 179/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 15.3ms
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video 1/1 (frame 185/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 15.7ms
video 1/1 (frame 186/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 15.2ms
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video 1/1 (frame 191/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 15.7ms
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video 1/1 (frame 193/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 15.8ms
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video 1/1 (frame 197/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 15.9ms
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video 1/1 (frame 235/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 236/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 17.7ms
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video 1/1 (frame 239/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 17.9ms
video 1/1 (frame 240/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.0ms
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video 1/1 (frame 242/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 243/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.4ms
video 1/1 (frame 244/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.2ms
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video 1/1 (frame 249/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.6ms
video 1/1 (frame 250/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.2ms
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video 1/1 (frame 254/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 255/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.6ms
video 1/1 (frame 256/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.6ms
video 1/1 (frame 257/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.6ms
video 1/1 (frame 258/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.8ms
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video 1/1 (frame 262/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 263/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 264/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 265/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 266/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.9ms
video 1/1 (frame 267/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 268/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 269/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 270/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 271/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 272/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 273/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 274/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 275/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 276/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 277/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 20.0ms
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video 1/1 (frame 281/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 282/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 283/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 284/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 285/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 286/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 287/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 288/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 289/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 290/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 291/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 292/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 293/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 21.2ms
video 1/1 (frame 294/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 295/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.4ms
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video 1/1 (frame 298/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 299/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 300/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 301/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 302/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 303/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 304/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 305/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 16.7ms
video 1/1 (frame 306/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 18.0ms
video 1/1 (frame 307/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 17.3ms
video 1/1 (frame 308/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 16.8ms
video 1/1 (frame 309/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 16.8ms
video 1/1 (frame 310/310) D:\ASTC project\night_input.mp4: 384x640 (no detections), 16.8ms
Speed: 1.9ms preprocess, 13.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict7
Total potholes detected in video: 1
InΒ [3]:
import cv2
import os
image_folder = r"D:\ASTC project\Dataset 3\Rain"
video_name = r"Rain_input.mp4"
images = [img for img in os.listdir(image_folder) if img.endswith((".png", ".jpg"))]
images.sort() # ensure frames are in order
frame = cv2.imread(os.path.join(image_folder, images[0]))
height, width, layers = frame.shape
fourcc = cv2.VideoWriter_fourcc(*'mp4v')
video = cv2.VideoWriter(video_name, fourcc, 30, (width, height))
# Write frames
for image in images:
img_path = os.path.join(image_folder, image)
video.write(cv2.imread(img_path))
video.release()
InΒ [4]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
results = model.predict(
source=r"D:\ASTC project\Rain_input.mp4",
save=True,
conf=0.20,
show=True
)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 7.9ms
video 1/1 (frame 2/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 3/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 7.7ms
video 1/1 (frame 4/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 7.5ms
video 1/1 (frame 5/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 7.2ms
video 1/1 (frame 6/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 7.1ms
video 1/1 (frame 7/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 6.8ms
video 1/1 (frame 8/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 7.2ms
video 1/1 (frame 9/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 7.6ms
video 1/1 (frame 10/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 7.2ms
video 1/1 (frame 11/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 9.6ms
video 1/1 (frame 12/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 12.7ms
video 1/1 (frame 13/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 7.7ms
video 1/1 (frame 14/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.0ms
video 1/1 (frame 15/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 6.8ms
video 1/1 (frame 16/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 7.4ms
video 1/1 (frame 17/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 7.7ms
video 1/1 (frame 18/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 7.9ms
video 1/1 (frame 19/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 20/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 7.0ms
video 1/1 (frame 21/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 6.8ms
video 1/1 (frame 22/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 8.2ms
video 1/1 (frame 23/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 7.9ms
video 1/1 (frame 24/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 6.9ms
video 1/1 (frame 25/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 8.7ms
video 1/1 (frame 26/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 27/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 12.1ms
video 1/1 (frame 28/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 6.7ms
video 1/1 (frame 29/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 7.1ms
video 1/1 (frame 30/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 7.3ms
video 1/1 (frame 31/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 7.8ms
video 1/1 (frame 32/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 33/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 8.1ms
video 1/1 (frame 34/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 6.9ms
video 1/1 (frame 35/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 36/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 37/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 8.0ms
video 1/1 (frame 38/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 7.3ms
video 1/1 (frame 39/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.4ms
video 1/1 (frame 40/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 10.9ms
video 1/1 (frame 41/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 12.4ms
video 1/1 (frame 42/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.3ms
video 1/1 (frame 43/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.7ms
video 1/1 (frame 44/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.6ms
video 1/1 (frame 45/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.9ms
video 1/1 (frame 46/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.8ms
video 1/1 (frame 47/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.7ms
video 1/1 (frame 48/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 11.3ms
video 1/1 (frame 49/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.0ms
video 1/1 (frame 50/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.9ms
video 1/1 (frame 51/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.0ms
video 1/1 (frame 52/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.1ms
video 1/1 (frame 53/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.3ms
video 1/1 (frame 54/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 11.2ms
video 1/1 (frame 55/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.3ms
video 1/1 (frame 56/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.1ms
video 1/1 (frame 57/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.7ms
video 1/1 (frame 58/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.6ms
video 1/1 (frame 59/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.3ms
video 1/1 (frame 60/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.4ms
video 1/1 (frame 61/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.6ms
video 1/1 (frame 62/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.5ms
video 1/1 (frame 63/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 12.8ms
video 1/1 (frame 64/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 11.8ms
video 1/1 (frame 65/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 11.6ms
video 1/1 (frame 66/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 11.8ms
video 1/1 (frame 67/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 11.6ms
video 1/1 (frame 68/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 11.7ms
video 1/1 (frame 69/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.7ms
video 1/1 (frame 70/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 12.0ms
video 1/1 (frame 71/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 12.1ms
video 1/1 (frame 72/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.9ms
video 1/1 (frame 73/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.9ms
video 1/1 (frame 74/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 12.2ms
video 1/1 (frame 75/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 14.1ms
video 1/1 (frame 76/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 12.2ms
video 1/1 (frame 77/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 12.3ms
video 1/1 (frame 78/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 12.7ms
video 1/1 (frame 79/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 12.6ms
video 1/1 (frame 80/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 12.6ms
video 1/1 (frame 81/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 12.6ms
video 1/1 (frame 82/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 12.7ms
video 1/1 (frame 83/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 12.7ms
video 1/1 (frame 84/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 12.8ms
video 1/1 (frame 85/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 12.6ms
video 1/1 (frame 86/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 12.8ms
video 1/1 (frame 87/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 13.0ms
video 1/1 (frame 88/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 13.0ms
video 1/1 (frame 89/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 13.2ms
video 1/1 (frame 90/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 13.0ms
video 1/1 (frame 91/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 13.3ms
video 1/1 (frame 92/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 13.4ms
video 1/1 (frame 93/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 13.1ms
video 1/1 (frame 94/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 13.2ms
video 1/1 (frame 95/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 13.6ms
video 1/1 (frame 96/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 13.3ms
video 1/1 (frame 97/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 13.4ms
video 1/1 (frame 98/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 13.4ms
video 1/1 (frame 99/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 13.7ms
video 1/1 (frame 100/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 13.7ms
video 1/1 (frame 101/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 13.6ms
video 1/1 (frame 102/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 13.8ms
video 1/1 (frame 103/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.0ms
video 1/1 (frame 104/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.1ms
video 1/1 (frame 105/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.0ms
video 1/1 (frame 106/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.3ms
video 1/1 (frame 107/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 14.3ms
video 1/1 (frame 108/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.3ms
video 1/1 (frame 109/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.3ms
video 1/1 (frame 110/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.7ms
video 1/1 (frame 111/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 14.6ms
video 1/1 (frame 112/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.6ms
video 1/1 (frame 113/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.5ms
video 1/1 (frame 114/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.6ms
video 1/1 (frame 115/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.9ms
video 1/1 (frame 116/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.8ms
video 1/1 (frame 117/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.8ms
video 1/1 (frame 118/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 14.8ms
video 1/1 (frame 119/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 15.0ms
video 1/1 (frame 120/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 15.2ms
video 1/1 (frame 121/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 15.0ms
video 1/1 (frame 122/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 15.1ms
video 1/1 (frame 123/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 15.0ms
video 1/1 (frame 124/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 15.0ms
video 1/1 (frame 125/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 15.1ms
video 1/1 (frame 126/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 15.0ms
video 1/1 (frame 127/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 15.3ms
video 1/1 (frame 128/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 15.3ms
video 1/1 (frame 129/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 15.3ms
video 1/1 (frame 130/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 15.2ms
video 1/1 (frame 131/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 15.5ms
video 1/1 (frame 132/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 15.7ms
video 1/1 (frame 133/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 15.6ms
video 1/1 (frame 134/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 16.2ms
video 1/1 (frame 135/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 16.0ms
video 1/1 (frame 136/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 15.9ms
video 1/1 (frame 137/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 16.0ms
video 1/1 (frame 138/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 16.0ms
video 1/1 (frame 139/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 16.2ms
video 1/1 (frame 140/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 141/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 142/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 143/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 17.3ms
video 1/1 (frame 144/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 145/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 16.7ms
video 1/1 (frame 146/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 16.9ms
video 1/1 (frame 147/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 16.7ms
video 1/1 (frame 148/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 16.8ms
video 1/1 (frame 149/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 150/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 17.3ms
video 1/1 (frame 151/286) D:\ASTC project\Rain_input.mp4: 384x640 5 Potholes, 17.4ms
video 1/1 (frame 152/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 17.5ms
video 1/1 (frame 153/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 17.9ms
video 1/1 (frame 154/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 18.6ms
video 1/1 (frame 155/286) D:\ASTC project\Rain_input.mp4: 384x640 5 Potholes, 18.3ms
video 1/1 (frame 156/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 18.0ms
video 1/1 (frame 157/286) D:\ASTC project\Rain_input.mp4: 384x640 5 Potholes, 18.3ms
video 1/1 (frame 158/286) D:\ASTC project\Rain_input.mp4: 384x640 4 Potholes, 18.2ms
video 1/1 (frame 159/286) D:\ASTC project\Rain_input.mp4: 384x640 4 Potholes, 18.2ms
video 1/1 (frame 160/286) D:\ASTC project\Rain_input.mp4: 384x640 4 Potholes, 18.2ms
video 1/1 (frame 161/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 18.7ms
video 1/1 (frame 162/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 18.7ms
video 1/1 (frame 163/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 18.8ms
video 1/1 (frame 164/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 165/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 166/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 18.7ms
video 1/1 (frame 167/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.9ms
video 1/1 (frame 168/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 169/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 170/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 171/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.0ms
video 1/1 (frame 172/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 173/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 174/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 175/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 176/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 177/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 178/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 179/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 180/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 181/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 182/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 183/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.7ms
video 1/1 (frame 184/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 20.8ms
video 1/1 (frame 185/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 21.4ms
video 1/1 (frame 186/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 21.3ms
video 1/1 (frame 187/286) D:\ASTC project\Rain_input.mp4: 384x640 7 Potholes, 21.4ms
video 1/1 (frame 188/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 21.3ms
video 1/1 (frame 189/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.9ms
video 1/1 (frame 190/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.9ms
video 1/1 (frame 191/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.9ms
video 1/1 (frame 192/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.4ms
video 1/1 (frame 193/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 194/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 195/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 196/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.6ms
video 1/1 (frame 197/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 198/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 199/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 19.4ms
video 1/1 (frame 200/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 19.3ms
video 1/1 (frame 201/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 202/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 19.4ms
video 1/1 (frame 203/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.4ms
video 1/1 (frame 204/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 19.3ms
video 1/1 (frame 205/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 206/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 207/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 208/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 209/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 210/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 211/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 212/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 213/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 214/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 215/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 216/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 217/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 218/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 18.2ms
video 1/1 (frame 219/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 18.1ms
video 1/1 (frame 220/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 18.2ms
video 1/1 (frame 221/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 18.1ms
video 1/1 (frame 222/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 18.2ms
video 1/1 (frame 223/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 18.2ms
video 1/1 (frame 224/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.3ms
video 1/1 (frame 225/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 226/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 227/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 228/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 229/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 230/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 231/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.3ms
video 1/1 (frame 232/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 233/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 234/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 235/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 236/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 237/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 238/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 239/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 18.1ms
video 1/1 (frame 240/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 241/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 18.2ms
video 1/1 (frame 242/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 18.1ms
video 1/1 (frame 243/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 18.2ms
video 1/1 (frame 244/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 18.1ms
video 1/1 (frame 245/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 246/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.3ms
video 1/1 (frame 247/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 248/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 249/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.4ms
video 1/1 (frame 250/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 18.8ms
video 1/1 (frame 251/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 252/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 253/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 254/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 255/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 256/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 257/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 258/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 259/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 260/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.2ms
video 1/1 (frame 261/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.3ms
video 1/1 (frame 262/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 263/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 264/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 265/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 266/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 267/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 268/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 269/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 270/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.9ms
video 1/1 (frame 271/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 272/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 273/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 274/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 275/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 276/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.0ms
video 1/1 (frame 277/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 278/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 279/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.9ms
video 1/1 (frame 280/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.9ms
video 1/1 (frame 281/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.8ms
video 1/1 (frame 282/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 19.9ms
video 1/1 (frame 283/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.8ms
video 1/1 (frame 284/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.9ms
video 1/1 (frame 285/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 286/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.9ms
Speed: 1.8ms preprocess, 15.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict8
Total potholes detected in video: 164
InΒ [1]:
import cv2
import os
image_folder = r"D:\ASTC project\Dataset 3\Rain"
video_name = r"Rain_input_20fps.mp4"
images = [img for img in os.listdir(image_folder) if img.endswith((".png", ".jpg"))]
images.sort() # ensure frames are in order
frame = cv2.imread(os.path.join(image_folder, images[0]))
height, width, layers = frame.shape
fourcc = cv2.VideoWriter_fourcc(*'mp4v')
video = cv2.VideoWriter(video_name, fourcc, 20, (width, height))
# Write frames
for image in images:
img_path = os.path.join(image_folder, image)
video.write(cv2.imread(img_path))
video.release()
InΒ [2]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
results = model.predict(
source=r"D:\ASTC project\Rain_input_20fps.mp4",
save=True,
conf=0.20,
show=True
)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 73.6ms
video 1/1 (frame 2/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 9.4ms
video 1/1 (frame 3/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 17.6ms
video 1/1 (frame 4/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 8.9ms
video 1/1 (frame 5/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 11.2ms
video 1/1 (frame 6/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 7.9ms
video 1/1 (frame 7/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.8ms
video 1/1 (frame 8/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 10.2ms
video 1/1 (frame 9/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.7ms
video 1/1 (frame 10/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.8ms
video 1/1 (frame 11/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 10.7ms
video 1/1 (frame 12/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 14.0ms
video 1/1 (frame 13/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.7ms
video 1/1 (frame 14/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.7ms
video 1/1 (frame 15/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 8.0ms
video 1/1 (frame 16/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.4ms
video 1/1 (frame 17/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 18/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 7.2ms
video 1/1 (frame 19/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.8ms
video 1/1 (frame 20/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 8.7ms
video 1/1 (frame 21/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 8.2ms
video 1/1 (frame 22/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.8ms
video 1/1 (frame 23/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.4ms
video 1/1 (frame 24/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 25/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 26/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 27/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 28/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 9.2ms
video 1/1 (frame 29/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.4ms
video 1/1 (frame 30/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 31/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 32/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.6ms
video 1/1 (frame 33/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 9.4ms
video 1/1 (frame 34/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 35/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 36/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 37/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.6ms
video 1/1 (frame 38/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 39/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 8.0ms
video 1/1 (frame 40/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 7.0ms
video 1/1 (frame 41/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 42/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 43/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.0ms
video 1/1 (frame 44/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.1ms
video 1/1 (frame 45/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.0ms
video 1/1 (frame 46/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 6.9ms
video 1/1 (frame 47/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 48/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 6.7ms
video 1/1 (frame 49/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 50/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 6.8ms
video 1/1 (frame 51/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 6.8ms
video 1/1 (frame 52/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 53/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.2ms
video 1/1 (frame 54/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 6.9ms
video 1/1 (frame 55/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 9.7ms
video 1/1 (frame 56/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.5ms
video 1/1 (frame 57/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.9ms
video 1/1 (frame 58/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 59/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.4ms
video 1/1 (frame 60/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.1ms
video 1/1 (frame 61/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.9ms
video 1/1 (frame 62/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.7ms
video 1/1 (frame 63/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 8.9ms
video 1/1 (frame 64/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 11.3ms
video 1/1 (frame 65/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 6.8ms
video 1/1 (frame 66/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 8.2ms
video 1/1 (frame 67/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 8.2ms
video 1/1 (frame 68/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 7.3ms
video 1/1 (frame 69/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 70/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 9.3ms
video 1/1 (frame 71/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 9.3ms
video 1/1 (frame 72/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 9.9ms
video 1/1 (frame 73/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 13.9ms
video 1/1 (frame 74/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 75/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 11.1ms
video 1/1 (frame 76/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 11.6ms
video 1/1 (frame 77/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 13.7ms
video 1/1 (frame 78/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 9.3ms
video 1/1 (frame 79/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 15.4ms
video 1/1 (frame 80/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 8.4ms
video 1/1 (frame 81/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 82/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 6.6ms
video 1/1 (frame 83/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 8.0ms
video 1/1 (frame 84/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 9.5ms
video 1/1 (frame 85/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 12.5ms
video 1/1 (frame 86/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 9.2ms
video 1/1 (frame 87/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 13.1ms
video 1/1 (frame 88/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 11.4ms
video 1/1 (frame 89/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 11.7ms
video 1/1 (frame 90/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 7.6ms
video 1/1 (frame 91/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 8.9ms
video 1/1 (frame 92/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 7.6ms
video 1/1 (frame 93/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 12.5ms
video 1/1 (frame 94/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 8.7ms
video 1/1 (frame 95/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 10.2ms
video 1/1 (frame 96/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 11.2ms
video 1/1 (frame 97/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 10.3ms
video 1/1 (frame 98/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 11.9ms
video 1/1 (frame 99/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 9.0ms
video 1/1 (frame 100/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 14.3ms
video 1/1 (frame 101/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 10.9ms
video 1/1 (frame 102/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 11.5ms
video 1/1 (frame 103/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 10.9ms
video 1/1 (frame 104/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 13.2ms
video 1/1 (frame 105/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 11.4ms
video 1/1 (frame 106/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 11.1ms
video 1/1 (frame 107/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 11.3ms
video 1/1 (frame 108/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 11.6ms
video 1/1 (frame 109/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 11.5ms
video 1/1 (frame 110/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 11.6ms
video 1/1 (frame 111/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 11.4ms
video 1/1 (frame 112/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 11.8ms
video 1/1 (frame 113/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 13.8ms
video 1/1 (frame 114/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 115/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 13.2ms
video 1/1 (frame 116/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 12.3ms
video 1/1 (frame 117/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 12.3ms
video 1/1 (frame 118/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 12.7ms
video 1/1 (frame 119/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 12.7ms
video 1/1 (frame 120/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 12.5ms
video 1/1 (frame 121/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 12.7ms
video 1/1 (frame 122/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 12.8ms
video 1/1 (frame 123/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 12.8ms
video 1/1 (frame 124/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 12.8ms
video 1/1 (frame 125/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 126/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 13.0ms
video 1/1 (frame 127/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 13.2ms
video 1/1 (frame 128/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 13.2ms
video 1/1 (frame 129/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 13.4ms
video 1/1 (frame 130/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 13.4ms
video 1/1 (frame 131/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 13.5ms
video 1/1 (frame 132/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 13.5ms
video 1/1 (frame 133/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 14.0ms
video 1/1 (frame 134/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 14.1ms
video 1/1 (frame 135/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 14.1ms
video 1/1 (frame 136/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 14.1ms
video 1/1 (frame 137/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 14.1ms
video 1/1 (frame 138/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 14.5ms
video 1/1 (frame 139/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 14.2ms
video 1/1 (frame 140/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 14.5ms
video 1/1 (frame 141/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 14.4ms
video 1/1 (frame 142/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 14.6ms
video 1/1 (frame 143/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 14.4ms
video 1/1 (frame 144/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 18.5ms
video 1/1 (frame 145/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 14.8ms
video 1/1 (frame 146/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 14.5ms
video 1/1 (frame 147/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 15.1ms
video 1/1 (frame 148/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 149/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 15.2ms
video 1/1 (frame 150/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 15.4ms
video 1/1 (frame 151/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 5 Potholes, 18.4ms
video 1/1 (frame 152/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 15.5ms
video 1/1 (frame 153/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 3 Potholes, 15.4ms
video 1/1 (frame 154/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 16.2ms
video 1/1 (frame 155/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 5 Potholes, 15.7ms
video 1/1 (frame 156/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 16.0ms
video 1/1 (frame 157/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 5 Potholes, 16.1ms
video 1/1 (frame 158/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 4 Potholes, 16.2ms
video 1/1 (frame 159/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 4 Potholes, 16.3ms
video 1/1 (frame 160/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 4 Potholes, 16.7ms
video 1/1 (frame 161/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 16.6ms
video 1/1 (frame 162/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 16.5ms
video 1/1 (frame 163/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 16.9ms
video 1/1 (frame 164/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 16.8ms
video 1/1 (frame 165/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 17.3ms
video 1/1 (frame 166/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 17.0ms
video 1/1 (frame 167/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 17.2ms
video 1/1 (frame 168/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 16.9ms
video 1/1 (frame 169/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 17.0ms
video 1/1 (frame 170/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 171/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 172/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 173/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 17.3ms
video 1/1 (frame 174/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 17.7ms
video 1/1 (frame 175/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 17.6ms
video 1/1 (frame 176/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 17.6ms
video 1/1 (frame 177/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 17.9ms
video 1/1 (frame 178/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 17.9ms
video 1/1 (frame 179/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 17.9ms
video 1/1 (frame 180/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 18.3ms
video 1/1 (frame 181/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 182/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 18.3ms
video 1/1 (frame 183/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 18.4ms
video 1/1 (frame 184/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 18.3ms
video 1/1 (frame 185/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 18.7ms
video 1/1 (frame 186/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 18.7ms
video 1/1 (frame 187/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 7 Potholes, 18.6ms
video 1/1 (frame 188/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 3 Potholes, 18.6ms
video 1/1 (frame 189/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 18.6ms
video 1/1 (frame 190/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 18.7ms
video 1/1 (frame 191/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 19.3ms
video 1/1 (frame 192/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 19.2ms
video 1/1 (frame 193/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 194/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 195/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 196/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 19.8ms
video 1/1 (frame 197/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 198/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 199/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 3 Potholes, 20.1ms
video 1/1 (frame 200/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 3 Potholes, 20.1ms
video 1/1 (frame 201/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 202/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 3 Potholes, 20.2ms
video 1/1 (frame 203/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 20.6ms
video 1/1 (frame 204/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 3 Potholes, 20.6ms
video 1/1 (frame 205/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 206/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 207/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 208/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 209/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 210/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 211/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 212/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 213/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 214/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 215/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 216/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 217/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 22.0ms
video 1/1 (frame 218/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 21.8ms
video 1/1 (frame 219/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 21.5ms
video 1/1 (frame 220/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 21.5ms
video 1/1 (frame 221/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 22.2ms
video 1/1 (frame 222/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 22.2ms
video 1/1 (frame 223/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 22.2ms
video 1/1 (frame 224/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 22.3ms
video 1/1 (frame 225/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 226/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 227/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 228/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 22.4ms
video 1/1 (frame 229/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 230/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 231/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 232/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 22.4ms
video 1/1 (frame 233/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 23.2ms
video 1/1 (frame 234/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 23.2ms
video 1/1 (frame 235/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 236/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 23.2ms
video 1/1 (frame 237/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 23.2ms
video 1/1 (frame 238/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 23.2ms
video 1/1 (frame 239/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 23.1ms
video 1/1 (frame 240/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 23.2ms
video 1/1 (frame 241/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 23.2ms
video 1/1 (frame 242/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 23.5ms
video 1/1 (frame 243/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 23.4ms
video 1/1 (frame 244/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 23.6ms
video 1/1 (frame 245/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 246/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 247/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 248/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 24.2ms
video 1/1 (frame 249/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 24.3ms
video 1/1 (frame 250/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 24.4ms
video 1/1 (frame 251/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 24.3ms
video 1/1 (frame 252/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 24.3ms
video 1/1 (frame 253/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 254/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 255/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 24.9ms
video 1/1 (frame 256/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 257/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 258/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 259/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 260/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 25.3ms
video 1/1 (frame 261/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 25.4ms
video 1/1 (frame 262/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 25.3ms
video 1/1 (frame 263/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 264/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 265/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 266/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 25.3ms
video 1/1 (frame 267/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 268/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 269/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 270/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 25.4ms
video 1/1 (frame 271/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 272/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 273/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 274/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 275/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 276/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 25.7ms
video 1/1 (frame 277/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 278/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 279/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 25.7ms
video 1/1 (frame 280/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 2 Potholes, 25.8ms
video 1/1 (frame 281/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 26.5ms
video 1/1 (frame 282/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 3 Potholes, 27.3ms
video 1/1 (frame 283/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 26.8ms
video 1/1 (frame 284/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 1 Pothole, 26.8ms
video 1/1 (frame 285/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 26.7ms
video 1/1 (frame 286/286) D:\ASTC project\Rain_input_20fps.mp4: 384x640 (no detections), 26.7ms
Speed: 2.0ms preprocess, 15.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict9
Total potholes detected in video: 164
InΒ [3]:
import cv2
import os
image_folder = r"D:\ASTC project\Dataset 3\Night"
video_name = r"night_input_20fps.mp4"
images = [img for img in os.listdir(image_folder) if img.endswith((".png", ".jpg"))]
images.sort() # ensure frames are in order
frame = cv2.imread(os.path.join(image_folder, images[0]))
height, width, layers = frame.shape
fourcc = cv2.VideoWriter_fourcc(*'mp4v')
video = cv2.VideoWriter(video_name, fourcc, 30, (width, height))
# Write frames
for image in images:
img_path = os.path.join(image_folder, image)
video.write(cv2.imread(img_path))
video.release()
InΒ [4]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
results = model.predict(
source=r"D:\ASTC project\night_input_20fps.mp4",
save=True,
conf=0.20,
show=True
)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 7.7ms
video 1/1 (frame 2/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 12.8ms
video 1/1 (frame 3/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 4/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 9.1ms
video 1/1 (frame 5/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 6/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.8ms
video 1/1 (frame 7/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.8ms
video 1/1 (frame 8/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 9/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 10/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 11/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 12/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 13/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 14/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 7.6ms
video 1/1 (frame 15/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 16/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.8ms
video 1/1 (frame 17/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 18/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 9.5ms
video 1/1 (frame 19/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 20/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 21/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 22/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 23/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 24/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 25/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 26/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 27/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 7.4ms
video 1/1 (frame 28/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.8ms
video 1/1 (frame 29/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 30/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.9ms
video 1/1 (frame 31/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 7.2ms
video 1/1 (frame 32/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 33/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 34/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 35/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 36/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 9.0ms
video 1/1 (frame 37/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.7ms
video 1/1 (frame 38/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 11.2ms
video 1/1 (frame 39/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 40/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.6ms
video 1/1 (frame 41/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 6.7ms
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video 1/1 (frame 239/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.0ms
video 1/1 (frame 240/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.5ms
video 1/1 (frame 241/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.6ms
video 1/1 (frame 242/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.3ms
video 1/1 (frame 243/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.4ms
video 1/1 (frame 244/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 14.6ms
video 1/1 (frame 245/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.5ms
video 1/1 (frame 246/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 14.3ms
video 1/1 (frame 247/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.6ms
video 1/1 (frame 248/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.1ms
video 1/1 (frame 249/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 14.0ms
video 1/1 (frame 250/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.5ms
video 1/1 (frame 251/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.3ms
video 1/1 (frame 252/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.3ms
video 1/1 (frame 253/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.6ms
video 1/1 (frame 254/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 255/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.4ms
video 1/1 (frame 256/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.5ms
video 1/1 (frame 257/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.4ms
video 1/1 (frame 258/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.4ms
video 1/1 (frame 259/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.3ms
video 1/1 (frame 260/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.4ms
video 1/1 (frame 261/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.3ms
video 1/1 (frame 262/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.4ms
video 1/1 (frame 263/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.4ms
video 1/1 (frame 264/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.4ms
video 1/1 (frame 265/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.4ms
video 1/1 (frame 266/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 267/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.8ms
video 1/1 (frame 268/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.9ms
video 1/1 (frame 269/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 270/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 271/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 272/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 273/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 274/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 275/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 276/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 277/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 278/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 279/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 280/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 281/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.2ms
video 1/1 (frame 282/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.2ms
video 1/1 (frame 283/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 284/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 285/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 286/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 287/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 288/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 289/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 290/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.7ms
video 1/1 (frame 291/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 292/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 293/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.7ms
video 1/1 (frame 294/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 295/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 296/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 297/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.9ms
video 1/1 (frame 298/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.9ms
video 1/1 (frame 299/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.0ms
video 1/1 (frame 300/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.0ms
video 1/1 (frame 301/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 302/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 303/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 304/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 22.9ms
video 1/1 (frame 305/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 306/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 307/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 308/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.5ms
video 1/1 (frame 309/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 14.1ms
video 1/1 (frame 310/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.8ms
Speed: 2.0ms preprocess, 13.4ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict10
Total potholes detected in video: 1
InΒ [Β ]:
# Annotate the dataset3 splitted training images
import cv2
import os
# Using opencv and yolo dimensions for annotation
# Paths
images_folder = r"D:\ASTC project\dataset3_splitted\train\images"
labels_folder = r"D:\ASTC project\dataset3_splitted\train\labels"
output_folder = r"annotated_images_Dataset3_train"
os.makedirs(output_folder, exist_ok=True)
# Loop through images
for img_file in os.listdir(images_folder):
if not img_file.lower().endswith((".jpg", ".png", ".jpeg")):
continue
img_path = os.path.join(images_folder, img_file)
label_path = os.path.join(labels_folder, os.path.splitext(img_file)[0] + ".txt")
img = cv2.imread(img_path)
if img is None:
print(f"{img_file} not found")
continue
h, w, _ = img.shape
with open(label_path, "r") as f:
for line in f:
parts = line.strip().split()
if len(parts) > 5:
continue
class_id, x_center, y_center, bw, bh = map(float, line.split())
class_id = int(class_id)
xmin = int((x_center - bw / 2) * w)
xmax = int((x_center + bw / 2) * w)
ymin = int((y_center - bh / 2) * h)
ymax = int((y_center + bh / 2) * h)
cv2.rectangle(img, (xmin, ymin), (xmax, ymax), (255, 0, 0), 2)
cv2.putText(img,"",(xmin, ymin - 5), cv2.FONT_HERSHEY_SIMPLEX,
0.7, (0, 255, 0), 2)
# saving each file into output folder
out_path = os.path.join(output_folder, img_file)
cv2.imwrite(out_path, img)
API data collectionΒΆ
InΒ [11]:
import cv2
url = "http://100.91.160.114:8080" # replace with your phone's IP given by app
cap = cv2.VideoCapture(url)
while True:
ret, frame = cap.read()
if not ret:
break
cv2.imshow("Phone Live Feed", frame)
# press 'q' to quit
if cv2.waitKey(1) & 0xFF == ord('q'):
break
cap.release()
cv2.destroyAllWindows()
InΒ [Β ]:
import requests
import os
bbox = "77.0,28.4,77.5,28.9"
url = f"https://api.openaerialmap.org/meta?bbox={bbox}"
response = requests.get(url).json()
os.makedirs("oam_data", exist_ok=True)
for idx, result in enumerate(response.get("results", [])):
title = result.get("title", "No title")
files = result.get("files", [])
if files:
download_url = files[0]["url"]
file_ext = download_url.split(".")[-1]
filename = f"oam_data/image_{idx}.{file_ext}"
print(f"Downloading: {title}")
img_data = requests.get(download_url).content
with open(filename, "wb") as f:
f.write(img_data)
print(f"Saved as {filename}\n")
InΒ [7]:
import requests
import os
# bounding box (Delhi example: Connaught Place)
bbox = "77.2080,28.6130,77.2150,28.6180"
url = f"https://api.openaerialmap.org/meta?bbox={bbox}"
response = requests.get(url)
data = response.json()
if "results" in data and data["results"]:
for i, result in enumerate(data["results"], start=1):
if "files" in result and result["files"]:
for file in result["files"]:
download_url = file["url"]
if download_url.endswith(".tif"): # Only GeoTIFF
print(f"Downloading Image {i}: {download_url}")
img_data = requests.get(download_url).content
filename = f"drone_image_{result['uuid']}.tif"
with open(filename, "wb") as f:
f.write(img_data)
print(f"β
Saved {filename}")
else:
print("β οΈ No imagery found for this bounding box.")
β οΈ No imagery found for this bounding box.
InΒ [6]:
import requests
import os
def download_oam_data(bbox, output_dir="oam_images"):
"""Download drone/satellite imagery from OAM for given bbox"""
url = f"https://api.openaerialmap.org/meta?bbox={bbox}"
print(f"π Querying OAM: {url}")
response = requests.get(url)
if response.status_code != 200:
print(f"β OAM API error: {response.status_code}")
print(response.text[:200])
return
data = response.json()
if not os.path.exists(output_dir):
os.makedirs(output_dir)
if "results" in data and data["results"]:
print(f"β
Found {len(data['results'])} imagery records.")
for i, result in enumerate(data["results"], start=1):
if "files" in result and result["files"]:
for file in result["files"]:
download_url = file["url"]
if download_url.endswith(".tif"): # Only GeoTIFF
print(f"π₯ Downloading Image {i}: {download_url}")
img_data = requests.get(download_url).content
filename = os.path.join(output_dir, f"{result['uuid']}.tif")
with open(filename, "wb") as f:
f.write(img_data)
print(f"β
Saved {filename}")
else:
print("β οΈ No imagery found for this bounding box.")
if __name__ == "__main__":
# Example: Nepal earthquake area (OAM has data here)
bbox = "85.312,27.685,85.323,27.695"
download_oam_data(bbox)
π Querying OAM: https://api.openaerialmap.org/meta?bbox=85.312,27.685,85.323,27.695 β Found 2 imagery records.
Continue model predicitingΒΆ
InΒ [3]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS _combined_five_weather\weights\best.pt")
results = model.predict(source=r"D:\ASTC project\night_input_20fps.mp4"
, conf=0.25, show=True, save=True)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 2/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 3/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.8ms
video 1/1 (frame 4/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 5/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 6/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 7/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 8/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 9/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 10/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.7ms
video 1/1 (frame 11/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 12/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 13/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 14/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 15/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.0ms
video 1/1 (frame 16/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 14.1ms
video 1/1 (frame 17/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 12.5ms
video 1/1 (frame 18/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 21.3ms
video 1/1 (frame 19/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 11.8ms
video 1/1 (frame 20/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 12.0ms
video 1/1 (frame 21/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 11.5ms
video 1/1 (frame 22/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.2ms
video 1/1 (frame 23/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 11.6ms
video 1/1 (frame 24/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 11.4ms
video 1/1 (frame 25/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 11.2ms
video 1/1 (frame 26/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 42.3ms
video 1/1 (frame 27/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 42.3ms
video 1/1 (frame 28/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 37.8ms
video 1/1 (frame 29/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 10.9ms
video 1/1 (frame 30/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 12.0ms
video 1/1 (frame 31/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 12.0ms
video 1/1 (frame 32/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 10.8ms
video 1/1 (frame 33/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 12.3ms
video 1/1 (frame 34/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 10.8ms
video 1/1 (frame 35/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 11.2ms
video 1/1 (frame 36/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 10.9ms
video 1/1 (frame 37/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 10.9ms
video 1/1 (frame 38/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 11.9ms
video 1/1 (frame 39/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 10.7ms
video 1/1 (frame 40/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 11.3ms
video 1/1 (frame 41/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 11.4ms
video 1/1 (frame 42/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 11.4ms
video 1/1 (frame 43/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 10.9ms
video 1/1 (frame 44/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 11.0ms
video 1/1 (frame 45/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 14.2ms
video 1/1 (frame 46/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 12.0ms
video 1/1 (frame 47/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 11.3ms
video 1/1 (frame 48/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 11.1ms
video 1/1 (frame 49/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 11.3ms
video 1/1 (frame 50/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 10.8ms
video 1/1 (frame 51/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 11.2ms
video 1/1 (frame 52/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 11.0ms
video 1/1 (frame 53/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 11.1ms
video 1/1 (frame 54/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 11.1ms
video 1/1 (frame 55/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 11.1ms
video 1/1 (frame 56/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 10.8ms
video 1/1 (frame 57/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 10.8ms
video 1/1 (frame 58/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 11.3ms
video 1/1 (frame 59/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 11.2ms
video 1/1 (frame 60/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 12.1ms
video 1/1 (frame 61/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 11.0ms
video 1/1 (frame 62/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 11.4ms
video 1/1 (frame 63/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 11.0ms
video 1/1 (frame 64/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 12.0ms
video 1/1 (frame 65/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 11.0ms
video 1/1 (frame 66/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 11.0ms
video 1/1 (frame 67/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 11.1ms
video 1/1 (frame 68/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 11.0ms
video 1/1 (frame 69/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 12.7ms
video 1/1 (frame 70/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.2ms
video 1/1 (frame 71/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.1ms
video 1/1 (frame 72/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 73/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 13.2ms
video 1/1 (frame 74/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 13.2ms
video 1/1 (frame 75/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 13.0ms
video 1/1 (frame 76/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 13.9ms
video 1/1 (frame 77/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 14.8ms
video 1/1 (frame 78/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 14.7ms
video 1/1 (frame 79/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 80/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 14.5ms
video 1/1 (frame 81/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 14.6ms
video 1/1 (frame 82/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 15.2ms
video 1/1 (frame 83/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 14.5ms
video 1/1 (frame 84/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 14.8ms
video 1/1 (frame 85/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 14.9ms
video 1/1 (frame 86/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 15.1ms
video 1/1 (frame 87/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 14.8ms
video 1/1 (frame 88/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 17.7ms
video 1/1 (frame 89/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 15.1ms
video 1/1 (frame 90/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 14.8ms
video 1/1 (frame 91/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 15.1ms
video 1/1 (frame 92/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 15.3ms
video 1/1 (frame 93/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 15.5ms
video 1/1 (frame 94/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 15.3ms
video 1/1 (frame 95/310) D:\ASTC project\night_input_20fps.mp4: 384x640 4 Potholes, 15.5ms
video 1/1 (frame 96/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 15.5ms
video 1/1 (frame 97/310) D:\ASTC project\night_input_20fps.mp4: 384x640 4 Potholes, 15.4ms
video 1/1 (frame 98/310) D:\ASTC project\night_input_20fps.mp4: 384x640 3 Potholes, 15.4ms
video 1/1 (frame 99/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 15.5ms
video 1/1 (frame 100/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 15.6ms
video 1/1 (frame 101/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 16.0ms
video 1/1 (frame 102/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 15.6ms
video 1/1 (frame 103/310) D:\ASTC project\night_input_20fps.mp4: 384x640 3 Potholes, 15.9ms
video 1/1 (frame 104/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 15.8ms
video 1/1 (frame 105/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 16.0ms
video 1/1 (frame 106/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.9ms
video 1/1 (frame 107/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.2ms
video 1/1 (frame 108/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 109/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.0ms
video 1/1 (frame 110/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.0ms
video 1/1 (frame 111/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.1ms
video 1/1 (frame 112/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 113/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.0ms
video 1/1 (frame 114/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 115/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 15.9ms
video 1/1 (frame 116/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 117/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 118/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 119/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 120/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 121/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 122/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.0ms
video 1/1 (frame 123/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 124/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.1ms
video 1/1 (frame 125/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 16.5ms
video 1/1 (frame 126/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 127/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 128/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.2ms
video 1/1 (frame 129/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 130/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 131/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 132/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 133/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 134/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 135/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 136/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 137/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 138/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.6ms
video 1/1 (frame 139/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 140/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 141/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 142/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 16.4ms
video 1/1 (frame 143/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 144/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 145/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.5ms
video 1/1 (frame 146/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 147/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.2ms
video 1/1 (frame 148/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.3ms
video 1/1 (frame 149/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 150/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.2ms
video 1/1 (frame 151/310) D:\ASTC project\night_input_20fps.mp4: 384x640 3 Potholes, 16.5ms
video 1/1 (frame 152/310) D:\ASTC project\night_input_20fps.mp4: 384x640 3 Potholes, 16.6ms
video 1/1 (frame 153/310) D:\ASTC project\night_input_20fps.mp4: 384x640 4 Potholes, 16.5ms
video 1/1 (frame 154/310) D:\ASTC project\night_input_20fps.mp4: 384x640 3 Potholes, 16.2ms
video 1/1 (frame 155/310) D:\ASTC project\night_input_20fps.mp4: 384x640 3 Potholes, 16.3ms
video 1/1 (frame 156/310) D:\ASTC project\night_input_20fps.mp4: 384x640 3 Potholes, 16.2ms
video 1/1 (frame 157/310) D:\ASTC project\night_input_20fps.mp4: 384x640 3 Potholes, 16.2ms
video 1/1 (frame 158/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 16.9ms
video 1/1 (frame 159/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.7ms
video 1/1 (frame 160/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 16.7ms
video 1/1 (frame 161/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 16.9ms
video 1/1 (frame 162/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 16.9ms
video 1/1 (frame 163/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 17.0ms
video 1/1 (frame 164/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 16.9ms
video 1/1 (frame 165/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.0ms
video 1/1 (frame 166/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.3ms
video 1/1 (frame 167/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 168/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.2ms
video 1/1 (frame 169/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 170/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 171/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.2ms
video 1/1 (frame 172/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.3ms
video 1/1 (frame 173/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 174/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 22.3ms
video 1/1 (frame 175/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.5ms
video 1/1 (frame 176/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 177/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.9ms
video 1/1 (frame 178/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 17.8ms
video 1/1 (frame 179/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.5ms
video 1/1 (frame 180/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 181/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 17.9ms
video 1/1 (frame 182/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 17.7ms
video 1/1 (frame 183/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 17.8ms
video 1/1 (frame 184/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 17.8ms
video 1/1 (frame 185/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 17.7ms
video 1/1 (frame 186/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 18.0ms
video 1/1 (frame 187/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 188/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 189/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 190/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 18.0ms
video 1/1 (frame 191/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 192/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 193/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.9ms
video 1/1 (frame 194/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 195/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 18.3ms
video 1/1 (frame 196/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 18.2ms
video 1/1 (frame 197/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 18.2ms
video 1/1 (frame 198/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 18.2ms
video 1/1 (frame 199/310) D:\ASTC project\night_input_20fps.mp4: 384x640 3 Potholes, 18.2ms
video 1/1 (frame 200/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 18.0ms
video 1/1 (frame 201/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 18.0ms
video 1/1 (frame 202/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 17.7ms
video 1/1 (frame 203/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 17.4ms
video 1/1 (frame 204/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 17.4ms
video 1/1 (frame 205/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 17.7ms
video 1/1 (frame 206/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 17.7ms
video 1/1 (frame 207/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 17.4ms
video 1/1 (frame 208/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 209/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 17.7ms
video 1/1 (frame 210/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 19.0ms
video 1/1 (frame 211/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.7ms
video 1/1 (frame 212/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 17.4ms
video 1/1 (frame 213/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.9ms
video 1/1 (frame 214/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.7ms
video 1/1 (frame 215/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 17.5ms
video 1/1 (frame 216/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 17.8ms
video 1/1 (frame 217/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 17.6ms
video 1/1 (frame 218/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 17.7ms
video 1/1 (frame 219/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 17.5ms
video 1/1 (frame 220/310) D:\ASTC project\night_input_20fps.mp4: 384x640 3 Potholes, 17.3ms
video 1/1 (frame 221/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 17.4ms
video 1/1 (frame 222/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 17.2ms
video 1/1 (frame 223/310) D:\ASTC project\night_input_20fps.mp4: 384x640 3 Potholes, 18.1ms
video 1/1 (frame 224/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 17.4ms
video 1/1 (frame 225/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 17.5ms
video 1/1 (frame 226/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 17.4ms
video 1/1 (frame 227/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 17.3ms
video 1/1 (frame 228/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 17.5ms
video 1/1 (frame 229/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 17.7ms
video 1/1 (frame 230/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.5ms
video 1/1 (frame 231/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 232/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.7ms
video 1/1 (frame 233/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.8ms
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video 1/1 (frame 237/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 238/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 18.1ms
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video 1/1 (frame 241/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 18.0ms
video 1/1 (frame 242/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 18.2ms
video 1/1 (frame 243/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 18.8ms
video 1/1 (frame 244/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 18.3ms
video 1/1 (frame 245/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 18.8ms
video 1/1 (frame 246/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 18.5ms
video 1/1 (frame 247/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 18.5ms
video 1/1 (frame 248/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 18.6ms
video 1/1 (frame 249/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 18.9ms
video 1/1 (frame 250/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 18.8ms
video 1/1 (frame 251/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 20.2ms
video 1/1 (frame 252/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 18.8ms
video 1/1 (frame 253/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 18.9ms
video 1/1 (frame 254/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 19.1ms
video 1/1 (frame 255/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 18.8ms
video 1/1 (frame 256/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 19.2ms
video 1/1 (frame 257/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 258/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.1ms
video 1/1 (frame 259/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 260/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 261/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 19.5ms
video 1/1 (frame 262/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 19.6ms
video 1/1 (frame 263/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 19.6ms
video 1/1 (frame 264/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 265/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 19.6ms
video 1/1 (frame 266/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 19.6ms
video 1/1 (frame 267/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 19.7ms
video 1/1 (frame 268/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 269/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 20.4ms
video 1/1 (frame 270/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 20.5ms
video 1/1 (frame 271/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 20.2ms
video 1/1 (frame 272/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 20.4ms
video 1/1 (frame 273/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 274/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 275/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 20.4ms
video 1/1 (frame 276/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 277/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 278/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 279/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 280/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 281/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 282/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 19.5ms
video 1/1 (frame 283/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 19.7ms
video 1/1 (frame 284/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 19.5ms
video 1/1 (frame 285/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 20.5ms
video 1/1 (frame 286/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 19.5ms
video 1/1 (frame 287/310) D:\ASTC project\night_input_20fps.mp4: 384x640 2 Potholes, 19.9ms
video 1/1 (frame 288/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 19.9ms
video 1/1 (frame 289/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 290/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 20.3ms
video 1/1 (frame 291/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 19.8ms
video 1/1 (frame 292/310) D:\ASTC project\night_input_20fps.mp4: 384x640 1 Pothole, 19.8ms
video 1/1 (frame 293/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 294/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 295/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 296/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 297/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 298/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 299/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 300/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 301/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 302/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 303/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 304/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 305/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 306/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 307/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 308/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 309/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 310/310) D:\ASTC project\night_input_20fps.mp4: 384x640 (no detections), 19.9ms
Speed: 2.2ms preprocess, 16.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict7
Total potholes detected in video: 219
InΒ [4]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS _combined_five_weather\weights\best.pt")
results = model.predict(source=r"D:\ASTC project\Rain_input.mp4"
, conf=0.25, show=True, save=True)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.9ms
video 1/1 (frame 2/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.2ms
video 1/1 (frame 3/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.2ms
video 1/1 (frame 4/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 9.2ms
video 1/1 (frame 5/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 9.6ms
video 1/1 (frame 6/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 7/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 8.9ms
video 1/1 (frame 8/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.0ms
video 1/1 (frame 9/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 9.2ms
video 1/1 (frame 10/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 9.4ms
video 1/1 (frame 11/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.2ms
video 1/1 (frame 12/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 12.1ms
video 1/1 (frame 13/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.9ms
video 1/1 (frame 14/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.7ms
video 1/1 (frame 15/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.4ms
video 1/1 (frame 16/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 12.1ms
video 1/1 (frame 17/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.3ms
video 1/1 (frame 18/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 11.4ms
video 1/1 (frame 19/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.9ms
video 1/1 (frame 20/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 15.8ms
video 1/1 (frame 21/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.7ms
video 1/1 (frame 22/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 16.1ms
video 1/1 (frame 23/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 11.2ms
video 1/1 (frame 24/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 11.8ms
video 1/1 (frame 25/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.2ms
video 1/1 (frame 26/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 9.9ms
video 1/1 (frame 27/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 9.7ms
video 1/1 (frame 28/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 9.4ms
video 1/1 (frame 29/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.9ms
video 1/1 (frame 30/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 42.2ms
video 1/1 (frame 31/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 42.3ms
video 1/1 (frame 32/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 40.1ms
video 1/1 (frame 33/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.8ms
video 1/1 (frame 34/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 16.1ms
video 1/1 (frame 35/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.7ms
video 1/1 (frame 36/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.1ms
video 1/1 (frame 37/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.8ms
video 1/1 (frame 38/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 10.8ms
video 1/1 (frame 39/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.5ms
video 1/1 (frame 40/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 13.2ms
video 1/1 (frame 41/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 11.0ms
video 1/1 (frame 42/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.3ms
video 1/1 (frame 43/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 11.8ms
video 1/1 (frame 44/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 12.0ms
video 1/1 (frame 45/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.7ms
video 1/1 (frame 46/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 12.4ms
video 1/1 (frame 47/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 11.9ms
video 1/1 (frame 48/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.0ms
video 1/1 (frame 49/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.7ms
video 1/1 (frame 50/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.6ms
video 1/1 (frame 51/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.1ms
video 1/1 (frame 52/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.1ms
video 1/1 (frame 53/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.3ms
video 1/1 (frame 54/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.1ms
video 1/1 (frame 55/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.2ms
video 1/1 (frame 56/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 10.9ms
video 1/1 (frame 57/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 11.0ms
video 1/1 (frame 58/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.6ms
video 1/1 (frame 59/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.5ms
video 1/1 (frame 60/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 11.0ms
video 1/1 (frame 61/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 10.5ms
video 1/1 (frame 62/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 11.1ms
video 1/1 (frame 63/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 11.0ms
video 1/1 (frame 64/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 10.4ms
video 1/1 (frame 65/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 10.6ms
video 1/1 (frame 66/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 13.8ms
video 1/1 (frame 67/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 13.7ms
video 1/1 (frame 68/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 13.5ms
video 1/1 (frame 69/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 13.7ms
video 1/1 (frame 70/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.1ms
video 1/1 (frame 71/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.0ms
video 1/1 (frame 72/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 13.8ms
video 1/1 (frame 73/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 14.1ms
video 1/1 (frame 74/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.2ms
video 1/1 (frame 75/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 14.1ms
video 1/1 (frame 76/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 14.2ms
video 1/1 (frame 77/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.5ms
video 1/1 (frame 78/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.4ms
video 1/1 (frame 79/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 14.6ms
video 1/1 (frame 80/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 14.4ms
video 1/1 (frame 81/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 15.0ms
video 1/1 (frame 82/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 14.7ms
video 1/1 (frame 83/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 14.4ms
video 1/1 (frame 84/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 14.6ms
video 1/1 (frame 85/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 15.3ms
video 1/1 (frame 86/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 15.4ms
video 1/1 (frame 87/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 15.4ms
video 1/1 (frame 88/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 15.7ms
video 1/1 (frame 89/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 15.9ms
video 1/1 (frame 90/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 16.0ms
video 1/1 (frame 91/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 16.0ms
video 1/1 (frame 92/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 16.7ms
video 1/1 (frame 93/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 16.1ms
video 1/1 (frame 94/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 17.7ms
video 1/1 (frame 95/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 16.2ms
video 1/1 (frame 96/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 16.1ms
video 1/1 (frame 97/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 16.4ms
video 1/1 (frame 98/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 16.9ms
video 1/1 (frame 99/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 16.7ms
video 1/1 (frame 100/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 101/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 16.2ms
video 1/1 (frame 102/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 16.9ms
video 1/1 (frame 103/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 104/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 17.0ms
video 1/1 (frame 105/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 16.8ms
video 1/1 (frame 106/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 16.8ms
video 1/1 (frame 107/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 17.0ms
video 1/1 (frame 108/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 17.5ms
video 1/1 (frame 109/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 17.5ms
video 1/1 (frame 110/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 17.5ms
video 1/1 (frame 111/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 17.9ms
video 1/1 (frame 112/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 113/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 114/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 115/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 18.3ms
video 1/1 (frame 116/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 117/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 18.3ms
video 1/1 (frame 118/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 18.3ms
video 1/1 (frame 119/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 18.6ms
video 1/1 (frame 120/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 18.4ms
video 1/1 (frame 121/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.4ms
video 1/1 (frame 122/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 18.5ms
video 1/1 (frame 123/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 18.4ms
video 1/1 (frame 124/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 18.6ms
video 1/1 (frame 125/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.0ms
video 1/1 (frame 126/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 18.8ms
video 1/1 (frame 127/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.9ms
video 1/1 (frame 128/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.0ms
video 1/1 (frame 129/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.5ms
video 1/1 (frame 130/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 18.9ms
video 1/1 (frame 131/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.0ms
video 1/1 (frame 132/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 133/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.6ms
video 1/1 (frame 134/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.4ms
video 1/1 (frame 135/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.6ms
video 1/1 (frame 136/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.5ms
video 1/1 (frame 137/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 19.7ms
video 1/1 (frame 138/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.8ms
video 1/1 (frame 139/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 20.0ms
video 1/1 (frame 140/286) D:\ASTC project\Rain_input.mp4: 384x640 5 Potholes, 20.0ms
video 1/1 (frame 141/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 20.1ms
video 1/1 (frame 142/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 20.1ms
video 1/1 (frame 143/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 20.0ms
video 1/1 (frame 144/286) D:\ASTC project\Rain_input.mp4: 384x640 4 Potholes, 20.0ms
video 1/1 (frame 145/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 20.1ms
video 1/1 (frame 146/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 20.4ms
video 1/1 (frame 147/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 21.3ms
video 1/1 (frame 148/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 20.6ms
video 1/1 (frame 149/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 20.7ms
video 1/1 (frame 150/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 20.7ms
video 1/1 (frame 151/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 20.7ms
video 1/1 (frame 152/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 20.7ms
video 1/1 (frame 153/286) D:\ASTC project\Rain_input.mp4: 384x640 4 Potholes, 20.5ms
video 1/1 (frame 154/286) D:\ASTC project\Rain_input.mp4: 384x640 4 Potholes, 20.7ms
video 1/1 (frame 155/286) D:\ASTC project\Rain_input.mp4: 384x640 5 Potholes, 20.7ms
video 1/1 (frame 156/286) D:\ASTC project\Rain_input.mp4: 384x640 7 Potholes, 20.7ms
video 1/1 (frame 157/286) D:\ASTC project\Rain_input.mp4: 384x640 5 Potholes, 20.8ms
video 1/1 (frame 158/286) D:\ASTC project\Rain_input.mp4: 384x640 6 Potholes, 21.0ms
video 1/1 (frame 159/286) D:\ASTC project\Rain_input.mp4: 384x640 4 Potholes, 21.1ms
video 1/1 (frame 160/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 21.0ms
video 1/1 (frame 161/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 21.5ms
video 1/1 (frame 162/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 21.4ms
video 1/1 (frame 163/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 164/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 21.4ms
video 1/1 (frame 165/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 21.7ms
video 1/1 (frame 166/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 21.6ms
video 1/1 (frame 167/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 168/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 169/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 21.7ms
video 1/1 (frame 170/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 171/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 172/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 173/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 21.6ms
video 1/1 (frame 174/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 175/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 176/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 177/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 22.2ms
video 1/1 (frame 178/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 22.0ms
video 1/1 (frame 179/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 22.1ms
video 1/1 (frame 180/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 22.2ms
video 1/1 (frame 181/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.2ms
video 1/1 (frame 182/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.2ms
video 1/1 (frame 183/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.3ms
video 1/1 (frame 184/286) D:\ASTC project\Rain_input.mp4: 384x640 6 Potholes, 20.2ms
video 1/1 (frame 185/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 20.2ms
video 1/1 (frame 186/286) D:\ASTC project\Rain_input.mp4: 384x640 4 Potholes, 20.2ms
video 1/1 (frame 187/286) D:\ASTC project\Rain_input.mp4: 384x640 4 Potholes, 20.1ms
video 1/1 (frame 188/286) D:\ASTC project\Rain_input.mp4: 384x640 4 Potholes, 20.2ms
video 1/1 (frame 189/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 20.0ms
video 1/1 (frame 190/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.2ms
video 1/1 (frame 191/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.2ms
video 1/1 (frame 192/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.0ms
video 1/1 (frame 193/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 194/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.1ms
video 1/1 (frame 195/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 20.2ms
video 1/1 (frame 196/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 20.0ms
video 1/1 (frame 197/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.2ms
video 1/1 (frame 198/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.0ms
video 1/1 (frame 199/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 20.2ms
video 1/1 (frame 200/286) D:\ASTC project\Rain_input.mp4: 384x640 5 Potholes, 20.3ms
video 1/1 (frame 201/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 20.2ms
video 1/1 (frame 202/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 20.2ms
video 1/1 (frame 203/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 20.2ms
video 1/1 (frame 204/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 20.2ms
video 1/1 (frame 205/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.1ms
video 1/1 (frame 206/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 20.3ms
video 1/1 (frame 207/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.3ms
video 1/1 (frame 208/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.1ms
video 1/1 (frame 209/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 210/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 211/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 212/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 213/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 214/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.1ms
video 1/1 (frame 215/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 216/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 217/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 218/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.6ms
video 1/1 (frame 219/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 220/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.7ms
video 1/1 (frame 221/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 20.6ms
video 1/1 (frame 222/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.5ms
video 1/1 (frame 223/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.6ms
video 1/1 (frame 224/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.5ms
video 1/1 (frame 225/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.8ms
video 1/1 (frame 226/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 227/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 228/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.9ms
video 1/1 (frame 229/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 230/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.7ms
video 1/1 (frame 231/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 232/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 233/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 234/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 235/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 236/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 237/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.4ms
video 1/1 (frame 238/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 239/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.6ms
video 1/1 (frame 240/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.6ms
video 1/1 (frame 241/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.7ms
video 1/1 (frame 242/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 19.5ms
video 1/1 (frame 243/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.7ms
video 1/1 (frame 244/286) D:\ASTC project\Rain_input.mp4: 384x640 3 Potholes, 19.4ms
video 1/1 (frame 245/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.6ms
video 1/1 (frame 246/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.4ms
video 1/1 (frame 247/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.5ms
video 1/1 (frame 248/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 249/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 250/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.4ms
video 1/1 (frame 251/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.6ms
video 1/1 (frame 252/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.5ms
video 1/1 (frame 253/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.7ms
video 1/1 (frame 254/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 255/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 256/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 257/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 258/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 259/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.5ms
video 1/1 (frame 260/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 261/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 262/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 263/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 264/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.9ms
video 1/1 (frame 265/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.0ms
video 1/1 (frame 266/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 267/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 20.0ms
video 1/1 (frame 268/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 20.1ms
video 1/1 (frame 269/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.6ms
video 1/1 (frame 270/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 271/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 272/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 273/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 274/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 275/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.7ms
video 1/1 (frame 276/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.6ms
video 1/1 (frame 277/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 278/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 279/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.4ms
video 1/1 (frame 280/286) D:\ASTC project\Rain_input.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 281/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.7ms
video 1/1 (frame 282/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.5ms
video 1/1 (frame 283/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.4ms
video 1/1 (frame 284/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.6ms
video 1/1 (frame 285/286) D:\ASTC project\Rain_input.mp4: 384x640 1 Pothole, 19.5ms
video 1/1 (frame 286/286) D:\ASTC project\Rain_input.mp4: 384x640 2 Potholes, 19.4ms
Speed: 2.1ms preprocess, 17.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict7
Total potholes detected in video: 284
InΒ [1]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS _combined_five_weather\weights\best.pt")
results = model.predict(source=r"D:\ASTC project\Clear_weather_input_video(30fps).mp4"
, conf=0.25, show=True, save=True)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 75.8ms
video 1/1 (frame 2/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 15.1ms
video 1/1 (frame 3/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 30.8ms
video 1/1 (frame 4/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 37.9ms
video 1/1 (frame 5/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 39.4ms
video 1/1 (frame 6/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 27.5ms
video 1/1 (frame 7/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 29.4ms
video 1/1 (frame 8/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 24.2ms
video 1/1 (frame 9/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 29.5ms
video 1/1 (frame 10/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 24.2ms
video 1/1 (frame 11/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 23.1ms
video 1/1 (frame 12/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 13/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 14/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 28.8ms
video 1/1 (frame 15/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 16/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 23.0ms
video 1/1 (frame 17/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 39.1ms
video 1/1 (frame 18/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 27.4ms
video 1/1 (frame 19/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 29.6ms
video 1/1 (frame 20/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 21/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 33.2ms
video 1/1 (frame 22/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 30.1ms
video 1/1 (frame 23/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 24/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 34.6ms
video 1/1 (frame 25/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 26/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 22.2ms
video 1/1 (frame 27/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 28/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 23.8ms
video 1/1 (frame 29/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 38.6ms
video 1/1 (frame 30/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 20.4ms
video 1/1 (frame 31/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 30.8ms
video 1/1 (frame 32/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 31.4ms
video 1/1 (frame 33/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 27.9ms
video 1/1 (frame 34/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 28.8ms
video 1/1 (frame 35/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 32.8ms
video 1/1 (frame 36/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 28.2ms
video 1/1 (frame 37/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 41.2ms
video 1/1 (frame 38/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 4 Potholes, 34.0ms
video 1/1 (frame 39/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 17.8ms
video 1/1 (frame 40/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 28.7ms
video 1/1 (frame 41/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 21.3ms
video 1/1 (frame 42/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 26.5ms
video 1/1 (frame 43/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 26.3ms
video 1/1 (frame 44/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 24.8ms
video 1/1 (frame 45/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 32.0ms
video 1/1 (frame 46/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 28.9ms
video 1/1 (frame 47/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 38.1ms
video 1/1 (frame 48/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 28.2ms
video 1/1 (frame 49/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 31.3ms
video 1/1 (frame 50/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 26.2ms
video 1/1 (frame 51/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 32.2ms
video 1/1 (frame 52/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 28.6ms
video 1/1 (frame 53/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 30.1ms
video 1/1 (frame 54/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 55/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 22.0ms
video 1/1 (frame 56/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 28.0ms
video 1/1 (frame 57/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 32.4ms
video 1/1 (frame 58/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 59/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 31.8ms
video 1/1 (frame 60/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 31.6ms
video 1/1 (frame 61/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 62/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 25.2ms
video 1/1 (frame 63/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 25.6ms
video 1/1 (frame 64/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 21.8ms
video 1/1 (frame 65/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 25.2ms
video 1/1 (frame 66/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 35.6ms
video 1/1 (frame 67/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 28.5ms
video 1/1 (frame 68/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 19.5ms
video 1/1 (frame 69/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 29.7ms
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video 1/1 (frame 838/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 29.9ms
video 1/1 (frame 839/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 45.3ms
video 1/1 (frame 840/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 22.2ms
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video 1/1 (frame 861/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 6 Potholes, 25.9ms
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video 1/1 (frame 872/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 47.6ms
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video 1/1 (frame 894/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 44.9ms
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video 1/1 (frame 906/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 44.3ms
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video 1/1 (frame 908/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 44.0ms
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video 1/1 (frame 919/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 44.4ms
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video 1/1 (frame 921/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 43.0ms
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video 1/1 (frame 923/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 42.9ms
video 1/1 (frame 924/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 42.7ms
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video 1/1 (frame 932/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 42.1ms
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video 1/1 (frame 935/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 42.5ms
video 1/1 (frame 936/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 41.8ms
video 1/1 (frame 937/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 42.0ms
video 1/1 (frame 938/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 41.9ms
video 1/1 (frame 939/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 41.8ms
video 1/1 (frame 940/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 41.8ms
video 1/1 (frame 941/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 42.0ms
video 1/1 (frame 942/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 41.6ms
video 1/1 (frame 943/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 41.6ms
video 1/1 (frame 944/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 41.5ms
video 1/1 (frame 945/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 26.3ms
video 1/1 (frame 946/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 947/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 948/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 28.2ms
video 1/1 (frame 949/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 33.3ms
video 1/1 (frame 950/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 27.6ms
video 1/1 (frame 951/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 21.2ms
video 1/1 (frame 952/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 21.1ms
video 1/1 (frame 953/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 22.8ms
video 1/1 (frame 954/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 20.7ms
video 1/1 (frame 955/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 4 Potholes, 21.1ms
video 1/1 (frame 956/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 22.2ms
video 1/1 (frame 957/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 22.0ms
video 1/1 (frame 958/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 27.8ms
video 1/1 (frame 959/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 19.1ms
video 1/1 (frame 960/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 19.5ms
video 1/1 (frame 961/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 19.4ms
video 1/1 (frame 962/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 963/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 964/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 21.2ms
video 1/1 (frame 965/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 28.4ms
video 1/1 (frame 966/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 5 Potholes, 25.8ms
video 1/1 (frame 967/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 22.5ms
video 1/1 (frame 968/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 4 Potholes, 23.4ms
video 1/1 (frame 969/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 24.2ms
video 1/1 (frame 970/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 33.0ms
video 1/1 (frame 971/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 28.8ms
video 1/1 (frame 972/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 31.4ms
video 1/1 (frame 973/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 49.8ms
video 1/1 (frame 974/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 74.6ms
video 1/1 (frame 975/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 4 Potholes, 51.2ms
video 1/1 (frame 976/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 4 Potholes, 67.7ms
video 1/1 (frame 977/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 4 Potholes, 80.0ms
video 1/1 (frame 978/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 74.4ms
video 1/1 (frame 979/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 54.5ms
video 1/1 (frame 980/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 78.5ms
video 1/1 (frame 981/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 74.2ms
video 1/1 (frame 982/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 98.0ms
video 1/1 (frame 983/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 95.6ms
video 1/1 (frame 984/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 95.8ms
video 1/1 (frame 985/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 94.3ms
video 1/1 (frame 986/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 94.5ms
video 1/1 (frame 987/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 94.3ms
video 1/1 (frame 988/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 4 Potholes, 92.7ms
video 1/1 (frame 989/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 44.7ms
video 1/1 (frame 990/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 60.3ms
video 1/1 (frame 991/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 44.7ms
video 1/1 (frame 992/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 44.8ms
video 1/1 (frame 993/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 67.4ms
video 1/1 (frame 994/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 57.0ms
video 1/1 (frame 995/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 72.1ms
video 1/1 (frame 996/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 96.1ms
video 1/1 (frame 997/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 94.2ms
video 1/1 (frame 998/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 94.1ms
video 1/1 (frame 999/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 93.5ms
video 1/1 (frame 1000/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 68.1ms
video 1/1 (frame 1001/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 62.2ms
video 1/1 (frame 1002/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 63.5ms
video 1/1 (frame 1003/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 3 Potholes, 66.0ms
video 1/1 (frame 1004/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 68.7ms
video 1/1 (frame 1005/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 63.3ms
video 1/1 (frame 1006/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 95.5ms
video 1/1 (frame 1007/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 94.3ms
video 1/1 (frame 1008/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 95.2ms
video 1/1 (frame 1009/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 93.3ms
video 1/1 (frame 1010/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 93.2ms
video 1/1 (frame 1011/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 44.8ms
video 1/1 (frame 1012/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 44.4ms
video 1/1 (frame 1013/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 44.4ms
video 1/1 (frame 1014/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 44.7ms
video 1/1 (frame 1015/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 44.8ms
video 1/1 (frame 1016/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 52.1ms
video 1/1 (frame 1017/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 44.6ms
video 1/1 (frame 1018/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 45.0ms
video 1/1 (frame 1019/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 44.5ms
video 1/1 (frame 1020/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 93.7ms
video 1/1 (frame 1021/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 93.2ms
video 1/1 (frame 1022/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 53.9ms
video 1/1 (frame 1023/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 51.1ms
video 1/1 (frame 1024/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 2 Potholes, 44.3ms
video 1/1 (frame 1025/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 46.8ms
video 1/1 (frame 1026/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 62.1ms
video 1/1 (frame 1027/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 61.8ms
video 1/1 (frame 1028/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 57.9ms
video 1/1 (frame 1029/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 95.7ms
video 1/1 (frame 1030/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 94.2ms
video 1/1 (frame 1031/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 95.3ms
video 1/1 (frame 1032/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 95.3ms
video 1/1 (frame 1033/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 138.3ms
video 1/1 (frame 1034/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 257.2ms
video 1/1 (frame 1035/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 233.8ms
video 1/1 (frame 1036/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 176.2ms
video 1/1 (frame 1037/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 154.2ms
video 1/1 (frame 1038/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 116.6ms
video 1/1 (frame 1039/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 94.3ms
video 1/1 (frame 1040/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 93.3ms
video 1/1 (frame 1041/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 76.6ms
video 1/1 (frame 1042/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 54.9ms
video 1/1 (frame 1043/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 52.0ms
video 1/1 (frame 1044/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 60.9ms
video 1/1 (frame 1045/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 55.5ms
video 1/1 (frame 1046/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 55.8ms
video 1/1 (frame 1047/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 (no detections), 57.4ms
video 1/1 (frame 1048/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 94.9ms
video 1/1 (frame 1049/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 94.4ms
video 1/1 (frame 1050/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 94.1ms
video 1/1 (frame 1051/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 1 Pothole, 93.4ms
video 1/1 (frame 1052/1052) D:\ASTC project\Clear_weather_input_video(30fps).mp4: 384x640 5 Potholes, 82.4ms
Speed: 4.2ms preprocess, 36.6ms inference, 3.8ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict7
Total potholes detected in video: 1938
InΒ [2]:
import cv2
import os
image_folder = r"D:\ASTC project\Dataset 3\Sunset"
video_name = r"Sunset_input_30fps.mp4"
images = [img for img in os.listdir(image_folder) if img.endswith((".png", ".jpg"))]
images.sort() # ensure frames are in order
frame = cv2.imread(os.path.join(image_folder, images[0]))
height, width, layers = frame.shape
fourcc = cv2.VideoWriter_fourcc(*'mp4v')
video = cv2.VideoWriter(video_name, fourcc, 30, (width, height))
# Write frames
for image in images:
img_path = os.path.join(image_folder, image)
video.write(cv2.imread(img_path))
video.release()
InΒ [3]:
import cv2
import os
image_folder = r"D:\ASTC project\Dataset 3\Evening"
video_name = r"Evening_input_30fps.mp4"
images = [img for img in os.listdir(image_folder) if img.endswith((".png", ".jpg"))]
images.sort() # ensure frames are in order
frame = cv2.imread(os.path.join(image_folder, images[0]))
height, width, layers = frame.shape
fourcc = cv2.VideoWriter_fourcc(*'mp4v')
video = cv2.VideoWriter(video_name, fourcc, 30, (width, height))
# Write frames
for image in images:
img_path = os.path.join(image_folder, image)
video.write(cv2.imread(img_path))
video.release()
InΒ [4]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS _combined_five_weather\weights\best.pt")
results = model.predict(source=r"D:\ASTC project\Sunset_input_30fps.mp4"
, conf=0.25, show=True, save=True)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 2/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 24.3ms
video 1/1 (frame 3/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 19.0ms
video 1/1 (frame 4/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 19.1ms
video 1/1 (frame 5/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 6/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 19.1ms
video 1/1 (frame 7/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 18.9ms
video 1/1 (frame 8/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 19.1ms
video 1/1 (frame 9/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 18.8ms
video 1/1 (frame 10/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 19.0ms
video 1/1 (frame 11/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 21.8ms
video 1/1 (frame 12/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 19.7ms
video 1/1 (frame 13/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 19.2ms
video 1/1 (frame 14/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 19.0ms
video 1/1 (frame 15/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 18.4ms
video 1/1 (frame 16/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 17/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 18/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 18.0ms
video 1/1 (frame 19/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 18.0ms
video 1/1 (frame 20/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 17.7ms
video 1/1 (frame 21/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 22/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 17.7ms
video 1/1 (frame 23/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 24/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 17.7ms
video 1/1 (frame 25/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 17.3ms
video 1/1 (frame 26/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 27/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 20.0ms
video 1/1 (frame 28/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 17.5ms
video 1/1 (frame 29/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 5 Potholes, 17.5ms
video 1/1 (frame 30/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 17.6ms
video 1/1 (frame 31/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 17.8ms
video 1/1 (frame 32/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 17.6ms
video 1/1 (frame 33/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 18.0ms
video 1/1 (frame 34/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 18.1ms
video 1/1 (frame 35/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 15.9ms
video 1/1 (frame 36/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 16.4ms
video 1/1 (frame 37/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 16.6ms
video 1/1 (frame 38/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 17.4ms
video 1/1 (frame 39/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 17.2ms
video 1/1 (frame 40/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 18.0ms
video 1/1 (frame 41/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 18.2ms
video 1/1 (frame 42/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 18.6ms
video 1/1 (frame 43/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 19.4ms
video 1/1 (frame 44/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 20.0ms
video 1/1 (frame 45/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 20.1ms
video 1/1 (frame 46/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 20.8ms
video 1/1 (frame 47/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 20.9ms
video 1/1 (frame 48/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 21.6ms
video 1/1 (frame 49/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 21.9ms
video 1/1 (frame 50/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 22.1ms
video 1/1 (frame 51/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 22.1ms
video 1/1 (frame 52/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 22.1ms
video 1/1 (frame 53/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 23.4ms
video 1/1 (frame 54/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 22.2ms
video 1/1 (frame 55/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 22.2ms
video 1/1 (frame 56/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 22.4ms
video 1/1 (frame 57/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 19.9ms
video 1/1 (frame 58/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 20.0ms
video 1/1 (frame 59/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 19.5ms
video 1/1 (frame 60/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 19.8ms
video 1/1 (frame 61/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 20.0ms
video 1/1 (frame 62/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 5 Potholes, 20.9ms
video 1/1 (frame 63/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 20.9ms
video 1/1 (frame 64/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 20.8ms
video 1/1 (frame 65/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 19.5ms
video 1/1 (frame 66/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 17.6ms
video 1/1 (frame 67/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 15.3ms
video 1/1 (frame 68/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 15.4ms
video 1/1 (frame 69/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 15.4ms
video 1/1 (frame 70/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 14.4ms
video 1/1 (frame 71/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 13.3ms
video 1/1 (frame 72/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 12.3ms
video 1/1 (frame 73/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 15.8ms
video 1/1 (frame 74/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 12.2ms
video 1/1 (frame 75/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 12.1ms
video 1/1 (frame 76/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 11.0ms
video 1/1 (frame 77/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 10.0ms
video 1/1 (frame 78/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 9.9ms
video 1/1 (frame 79/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 30.1ms
video 1/1 (frame 80/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 31.5ms
video 1/1 (frame 81/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 27.5ms
video 1/1 (frame 82/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 42.8ms
video 1/1 (frame 83/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 27.7ms
video 1/1 (frame 84/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 24.9ms
video 1/1 (frame 85/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 22.1ms
video 1/1 (frame 86/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 87/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 22.1ms
video 1/1 (frame 88/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 20.4ms
video 1/1 (frame 89/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 26.5ms
video 1/1 (frame 90/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 24.3ms
video 1/1 (frame 91/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 25.4ms
video 1/1 (frame 92/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 20.8ms
video 1/1 (frame 93/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 20.5ms
video 1/1 (frame 94/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 22.6ms
video 1/1 (frame 95/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 35.9ms
video 1/1 (frame 96/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 23.9ms
video 1/1 (frame 97/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 31.7ms
video 1/1 (frame 98/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 28.2ms
video 1/1 (frame 99/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 25.6ms
video 1/1 (frame 100/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 29.8ms
video 1/1 (frame 101/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 24.3ms
video 1/1 (frame 102/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 25.3ms
video 1/1 (frame 103/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 5 Potholes, 25.8ms
video 1/1 (frame 104/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 27.6ms
video 1/1 (frame 105/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 27.3ms
video 1/1 (frame 106/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 28.4ms
video 1/1 (frame 107/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 6 Potholes, 26.2ms
video 1/1 (frame 108/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 20.2ms
video 1/1 (frame 109/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 11 Potholes, 20.9ms
video 1/1 (frame 110/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 6 Potholes, 20.5ms
video 1/1 (frame 111/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 9 Potholes, 38.7ms
video 1/1 (frame 112/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 6 Potholes, 30.4ms
video 1/1 (frame 113/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 6 Potholes, 28.8ms
video 1/1 (frame 114/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 28.3ms
video 1/1 (frame 115/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 5 Potholes, 39.3ms
video 1/1 (frame 116/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 62.0ms
video 1/1 (frame 117/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 25.2ms
video 1/1 (frame 118/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 28.6ms
video 1/1 (frame 119/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 25.2ms
video 1/1 (frame 120/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 26.5ms
video 1/1 (frame 121/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 25.9ms
video 1/1 (frame 122/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 27.3ms
video 1/1 (frame 123/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 22.9ms
video 1/1 (frame 124/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 23.6ms
video 1/1 (frame 125/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 31.9ms
video 1/1 (frame 126/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 6 Potholes, 31.2ms
video 1/1 (frame 127/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 6 Potholes, 38.9ms
video 1/1 (frame 128/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 7 Potholes, 30.7ms
video 1/1 (frame 129/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 5 Potholes, 26.0ms
video 1/1 (frame 130/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 18.3ms
video 1/1 (frame 131/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 21.8ms
video 1/1 (frame 132/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 30.2ms
video 1/1 (frame 133/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 23.8ms
video 1/1 (frame 134/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 21.5ms
video 1/1 (frame 135/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 30.3ms
video 1/1 (frame 136/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 28.5ms
video 1/1 (frame 137/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 28.6ms
video 1/1 (frame 138/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 20.2ms
video 1/1 (frame 139/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 26.8ms
video 1/1 (frame 140/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 22.9ms
video 1/1 (frame 141/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 25.0ms
video 1/1 (frame 142/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 21.1ms
video 1/1 (frame 143/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 22.5ms
video 1/1 (frame 144/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 26.6ms
video 1/1 (frame 145/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 33.3ms
video 1/1 (frame 146/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 147/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 22.3ms
video 1/1 (frame 148/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 28.2ms
video 1/1 (frame 149/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 26.5ms
video 1/1 (frame 150/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 31.9ms
video 1/1 (frame 151/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 24.9ms
video 1/1 (frame 152/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 36.9ms
video 1/1 (frame 153/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 25.7ms
video 1/1 (frame 154/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 24.6ms
video 1/1 (frame 155/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 36.9ms
video 1/1 (frame 156/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 31.0ms
video 1/1 (frame 157/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 28.1ms
video 1/1 (frame 158/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 24.6ms
video 1/1 (frame 159/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 16.3ms
video 1/1 (frame 160/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 28.6ms
video 1/1 (frame 161/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 24.4ms
video 1/1 (frame 162/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 23.7ms
video 1/1 (frame 163/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 24.4ms
video 1/1 (frame 164/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 27.1ms
video 1/1 (frame 165/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 29.2ms
video 1/1 (frame 166/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 29.8ms
video 1/1 (frame 167/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 168/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 21.0ms
video 1/1 (frame 169/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 23.7ms
video 1/1 (frame 170/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 33.0ms
video 1/1 (frame 171/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 4 Potholes, 22.8ms
video 1/1 (frame 172/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 21.4ms
video 1/1 (frame 173/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 32.9ms
video 1/1 (frame 174/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 41.3ms
video 1/1 (frame 175/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 33.1ms
video 1/1 (frame 176/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 27.0ms
video 1/1 (frame 177/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 32.8ms
video 1/1 (frame 178/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 179/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 32.3ms
video 1/1 (frame 180/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 30.7ms
video 1/1 (frame 181/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 33.4ms
video 1/1 (frame 182/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 44.2ms
video 1/1 (frame 183/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 184/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 23.9ms
video 1/1 (frame 185/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 29.0ms
video 1/1 (frame 186/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 187/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 25.1ms
video 1/1 (frame 188/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 46.6ms
video 1/1 (frame 189/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 190/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 191/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 26.7ms
video 1/1 (frame 192/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 21.8ms
video 1/1 (frame 193/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 194/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 32.8ms
video 1/1 (frame 195/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 22.2ms
video 1/1 (frame 196/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 (no detections), 24.3ms
video 1/1 (frame 197/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 27.3ms
video 1/1 (frame 198/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 1 Pothole, 28.9ms
video 1/1 (frame 199/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 3 Potholes, 29.3ms
video 1/1 (frame 200/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 2 Potholes, 25.5ms
video 1/1 (frame 201/201) D:\ASTC project\Sunset_input_30fps.mp4: 384x640 5 Potholes, 26.7ms
Speed: 3.1ms preprocess, 24.0ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict8
Total potholes detected in video: 390
InΒ [5]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS _combined_five_weather\weights\best.pt")
results = model.predict(source=r"D:\ASTC project\Evening_input_30fps.mp4"
, conf=0.25, show=True, save=True)
total_potholes = 0
for i, result in enumerate(results):
classes = result.boxes.cls.tolist()
potholes_in_frame = classes.count(0)
total_potholes += potholes_in_frame
print(f"Total potholes detected in video: {total_potholes}")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 2/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 10.0ms
video 1/1 (frame 3/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 11.2ms
video 1/1 (frame 4/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 3 Potholes, 9.0ms
video 1/1 (frame 5/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 11.3ms
video 1/1 (frame 6/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 9.1ms
video 1/1 (frame 7/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 9.6ms
video 1/1 (frame 8/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 9.9ms
video 1/1 (frame 9/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 10.4ms
video 1/1 (frame 10/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 11/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 7.9ms
video 1/1 (frame 12/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 9.3ms
video 1/1 (frame 13/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 11.8ms
video 1/1 (frame 14/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 15/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 9.8ms
video 1/1 (frame 16/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 10.0ms
video 1/1 (frame 17/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 13.1ms
video 1/1 (frame 18/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 17.2ms
video 1/1 (frame 19/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 17.9ms
video 1/1 (frame 20/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 11.7ms
video 1/1 (frame 21/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 10.9ms
video 1/1 (frame 22/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 9.6ms
video 1/1 (frame 23/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 10.4ms
video 1/1 (frame 24/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 10.7ms
video 1/1 (frame 25/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 5 Potholes, 12.2ms
video 1/1 (frame 26/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 3 Potholes, 9.9ms
video 1/1 (frame 27/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 10.7ms
video 1/1 (frame 28/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 15.7ms
video 1/1 (frame 29/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 9.9ms
video 1/1 (frame 30/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 14.1ms
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video 1/1 (frame 45/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 14.5ms
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video 1/1 (frame 55/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 26.9ms
video 1/1 (frame 56/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 22.2ms
video 1/1 (frame 57/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 2 Potholes, 17.9ms
video 1/1 (frame 58/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 2 Potholes, 15.5ms
video 1/1 (frame 59/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 2 Potholes, 23.3ms
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video 1/1 (frame 62/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 19.1ms
video 1/1 (frame 63/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 3 Potholes, 18.9ms
video 1/1 (frame 64/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 4 Potholes, 18.8ms
video 1/1 (frame 65/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 2 Potholes, 20.0ms
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video 1/1 (frame 67/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 2 Potholes, 29.4ms
video 1/1 (frame 68/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 2 Potholes, 25.1ms
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video 1/1 (frame 72/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 27.5ms
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video 1/1 (frame 75/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 3 Potholes, 33.2ms
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video 1/1 (frame 95/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 53.5ms
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video 1/1 (frame 104/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 53.4ms
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video 1/1 (frame 107/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 53.5ms
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video 1/1 (frame 116/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 53.6ms
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video 1/1 (frame 120/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 4 Potholes, 81.0ms
video 1/1 (frame 121/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 6 Potholes, 96.4ms
video 1/1 (frame 122/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 6 Potholes, 95.3ms
video 1/1 (frame 123/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 5 Potholes, 159.6ms
video 1/1 (frame 124/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 6 Potholes, 183.9ms
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video 1/1 (frame 142/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 241.2ms
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video 1/1 (frame 149/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 527.0ms
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video 1/1 (frame 160/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 4 Potholes, 1051.5ms
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video 1/1 (frame 172/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 2 Potholes, 94.1ms
video 1/1 (frame 173/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 3 Potholes, 94.1ms
video 1/1 (frame 174/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 4 Potholes, 93.3ms
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video 1/1 (frame 186/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 209.7ms
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video 1/1 (frame 199/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 3 Potholes, 120.2ms
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video 1/1 (frame 221/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 76.8ms
video 1/1 (frame 222/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 72.5ms
video 1/1 (frame 223/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 66.0ms
video 1/1 (frame 224/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 68.0ms
video 1/1 (frame 225/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 95.1ms
video 1/1 (frame 226/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 93.7ms
video 1/1 (frame 227/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 93.0ms
video 1/1 (frame 228/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 76.7ms
video 1/1 (frame 229/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 78.9ms
video 1/1 (frame 230/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 67.2ms
video 1/1 (frame 231/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 50.9ms
video 1/1 (frame 232/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 233/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 44.2ms
video 1/1 (frame 234/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 43.7ms
video 1/1 (frame 235/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 72.6ms
video 1/1 (frame 236/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 75.3ms
video 1/1 (frame 237/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 170.9ms
video 1/1 (frame 238/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 36.0ms
video 1/1 (frame 239/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 42.0ms
video 1/1 (frame 240/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 33.9ms
video 1/1 (frame 241/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 22.3ms
video 1/1 (frame 242/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 23.8ms
video 1/1 (frame 243/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 24.3ms
video 1/1 (frame 244/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 26.6ms
video 1/1 (frame 245/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 23.1ms
video 1/1 (frame 246/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 21.6ms
video 1/1 (frame 247/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 26.8ms
video 1/1 (frame 248/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 249/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 1 Pothole, 23.6ms
video 1/1 (frame 250/250) D:\ASTC project\Evening_input_30fps.mp4: 384x640 (no detections), 31.4ms
Speed: 10.2ms preprocess, 79.6ms inference, 9.6ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict9
Total potholes detected in video: 332
InΒ [Β ]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS _combined_five_weather\weights\best.pt")
results = model.predict(source=r"D:\ASTC project\input_video1.mp4"
, conf=0.15, show=True, save=True)
# Predict 10 and predict 7
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.8ms
video 1/1 (frame 2/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 3/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 4/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.6ms
video 1/1 (frame 5/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.8ms
video 1/1 (frame 6/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.0ms
video 1/1 (frame 7/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.6ms
video 1/1 (frame 8/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 9/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.4ms
video 1/1 (frame 10/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 11/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.4ms
video 1/1 (frame 12/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.7ms
video 1/1 (frame 13/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 14/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 15/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 16/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 17/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 18/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.9ms
video 1/1 (frame 19/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 20/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 21/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.5ms
video 1/1 (frame 22/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 23/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 24/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 25/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 26/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 27/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 28/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.8ms
video 1/1 (frame 29/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.3ms
video 1/1 (frame 30/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.0ms
video 1/1 (frame 31/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.4ms
video 1/1 (frame 32/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.1ms
video 1/1 (frame 33/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 12.3ms
video 1/1 (frame 34/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.1ms
video 1/1 (frame 35/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.3ms
video 1/1 (frame 36/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.8ms
video 1/1 (frame 37/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 12.8ms
video 1/1 (frame 38/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 39/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 40/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.7ms
video 1/1 (frame 41/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.8ms
video 1/1 (frame 42/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 43/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.5ms
video 1/1 (frame 44/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 8.6ms
video 1/1 (frame 45/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 7.7ms
video 1/1 (frame 46/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 47/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 48/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 49/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 50/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 51/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 52/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 6.8ms
video 1/1 (frame 53/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 54/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.3ms
video 1/1 (frame 55/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 56/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 57/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 58/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 59/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.1ms
video 1/1 (frame 60/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.5ms
video 1/1 (frame 61/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.4ms
video 1/1 (frame 62/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.4ms
video 1/1 (frame 63/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.4ms
video 1/1 (frame 64/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.3ms
video 1/1 (frame 65/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 8.8ms
video 1/1 (frame 66/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.3ms
video 1/1 (frame 67/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.4ms
video 1/1 (frame 68/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.3ms
video 1/1 (frame 69/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.2ms
video 1/1 (frame 70/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.3ms
video 1/1 (frame 71/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.5ms
video 1/1 (frame 72/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.9ms
video 1/1 (frame 73/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.6ms
video 1/1 (frame 74/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.4ms
video 1/1 (frame 75/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.4ms
video 1/1 (frame 76/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.5ms
video 1/1 (frame 77/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.7ms
video 1/1 (frame 78/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.2ms
video 1/1 (frame 79/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.5ms
video 1/1 (frame 80/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.6ms
video 1/1 (frame 81/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.3ms
video 1/1 (frame 82/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.4ms
video 1/1 (frame 83/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.1ms
video 1/1 (frame 84/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.4ms
video 1/1 (frame 85/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.5ms
video 1/1 (frame 86/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.8ms
video 1/1 (frame 87/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.9ms
video 1/1 (frame 88/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.9ms
video 1/1 (frame 89/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.1ms
video 1/1 (frame 90/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.9ms
video 1/1 (frame 91/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.7ms
video 1/1 (frame 92/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.6ms
video 1/1 (frame 93/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.8ms
video 1/1 (frame 94/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.9ms
video 1/1 (frame 95/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.8ms
video 1/1 (frame 96/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.7ms
video 1/1 (frame 97/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.9ms
video 1/1 (frame 98/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.8ms
video 1/1 (frame 99/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.8ms
video 1/1 (frame 100/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.8ms
video 1/1 (frame 101/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 102/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.8ms
video 1/1 (frame 103/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 104/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 105/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.9ms
video 1/1 (frame 106/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.9ms
video 1/1 (frame 107/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 9.9ms
video 1/1 (frame 108/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 109/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.0ms
video 1/1 (frame 110/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.0ms
video 1/1 (frame 111/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 10.2ms
video 1/1 (frame 112/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.1ms
video 1/1 (frame 113/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.0ms
video 1/1 (frame 114/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 9.9ms
video 1/1 (frame 115/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 116/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 117/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 118/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.1ms
video 1/1 (frame 119/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 120/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.1ms
video 1/1 (frame 121/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 122/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.2ms
video 1/1 (frame 123/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 124/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.2ms
video 1/1 (frame 125/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.1ms
video 1/1 (frame 126/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.2ms
video 1/1 (frame 127/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 128/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.1ms
video 1/1 (frame 129/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.2ms
video 1/1 (frame 130/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 131/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 132/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 133/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 134/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 135/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 136/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 137/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.8ms
video 1/1 (frame 138/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 139/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 140/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 141/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 142/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.3ms
video 1/1 (frame 143/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.8ms
video 1/1 (frame 144/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 145/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 146/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.8ms
video 1/1 (frame 147/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 148/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 149/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 150/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 151/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 152/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 153/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 154/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 155/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.8ms
video 1/1 (frame 156/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 157/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 158/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.6ms
video 1/1 (frame 159/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 160/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.8ms
video 1/1 (frame 161/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.8ms
video 1/1 (frame 162/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 163/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 164/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 165/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 166/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 167/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 168/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 169/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 10.8ms
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video 1/1 (frame 592/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
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video 1/1 (frame 604/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.1ms
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video 1/1 (frame 686/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.2ms
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video 1/1 (frame 691/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.3ms
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video 1/1 (frame 992/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 993/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 994/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 995/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 996/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.7ms
video 1/1 (frame 997/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 998/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 999/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 1000/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1001/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1002/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1003/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 1004/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1005/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1006/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.9ms
video 1/1 (frame 1007/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1008/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1009/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1010/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1011/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.8ms
video 1/1 (frame 1012/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1013/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1014/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1015/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1016/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1017/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1018/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1019/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
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video 1/1 (frame 1021/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1022/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
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video 1/1 (frame 1024/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1025/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1026/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1027/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1028/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1029/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
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video 1/1 (frame 1031/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1032/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
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video 1/1 (frame 1034/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 1035/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1036/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.9ms
video 1/1 (frame 1037/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1038/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1039/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 1040/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
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video 1/1 (frame 1044/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1045/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1046/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1047/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1048/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 1049/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.5ms
video 1/1 (frame 1050/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1051/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1052/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1053/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.3ms
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video 1/1 (frame 1056/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 1057/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
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video 1/1 (frame 1066/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
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video 1/1 (frame 1068/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1069/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 1070/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 1071/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 1072/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1073/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1074/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1075/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1076/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 1077/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1078/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1079/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1080/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1081/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1082/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1083/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1084/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1085/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1086/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1087/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1088/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1089/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1090/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1091/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 1092/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 1093/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.5ms
video 1/1 (frame 1094/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 1095/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 1096/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 1097/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 1098/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1099/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 12.5ms
video 1/1 (frame 1100/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.6ms
video 1/1 (frame 1101/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 1102/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.2ms
video 1/1 (frame 1103/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1104/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1105/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1106/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1107/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1108/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 1109/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1110/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1111/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1112/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1113/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1114/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1115/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 1116/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1117/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1118/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.2ms
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video 1/1 (frame 1120/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.7ms
video 1/1 (frame 1121/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1122/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1123/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1124/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1125/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1126/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.2ms
video 1/1 (frame 1127/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 1128/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 15.7ms
video 1/1 (frame 1129/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.8ms
video 1/1 (frame 1130/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 13.2ms
video 1/1 (frame 1131/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1132/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.7ms
video 1/1 (frame 1133/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1134/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.5ms
video 1/1 (frame 1135/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.5ms
video 1/1 (frame 1136/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1137/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1138/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1139/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1140/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1141/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 1142/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 12.1ms
video 1/1 (frame 1143/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 1144/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 1145/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 1146/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1147/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1148/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 1149/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 1150/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.5ms
video 1/1 (frame 1151/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.3ms
video 1/1 (frame 1152/1179) D:\ASTC project\input_video1.mp4: 640x384 2 Potholes, 11.4ms
video 1/1 (frame 1153/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.4ms
video 1/1 (frame 1154/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.4ms
video 1/1 (frame 1155/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.4ms
video 1/1 (frame 1156/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 1157/1179) D:\ASTC project\input_video1.mp4: 640x384 3 Potholes, 11.4ms
video 1/1 (frame 1158/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.4ms
video 1/1 (frame 1159/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 1160/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.5ms
video 1/1 (frame 1161/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 1162/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 1163/1179) D:\ASTC project\input_video1.mp4: 640x384 1 Pothole, 11.3ms
video 1/1 (frame 1164/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1165/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 1166/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1167/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1168/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1169/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1170/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1171/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1172/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1173/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 1174/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1175/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1176/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.6ms
video 1/1 (frame 1177/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 1178/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 1179/1179) D:\ASTC project\input_video1.mp4: 640x384 (no detections), 11.3ms
Speed: 1.6ms preprocess, 11.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384)
Results saved to runs\detect\predict10
InΒ [9]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS _combined_five_weather\weights\best.pt")
results = model.predict(source=r"D:\ASTC project\my_video.mp4"
, conf=0.10, show=True, save=True)
#Predict 8 and predict 9
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 45.7ms
video 1/1 (frame 2/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 43.5ms
video 1/1 (frame 3/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 4/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.5ms
video 1/1 (frame 5/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 11.0ms
video 1/1 (frame 6/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.2ms
video 1/1 (frame 7/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.7ms
video 1/1 (frame 8/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 16.3ms
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video 1/1 (frame 152/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 12.8ms
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video 1/1 (frame 170/1005) D:\ASTC project\my_video.mp4: 384x640 4 Potholes, 11.9ms
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video 1/1 (frame 664/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 9.9ms
video 1/1 (frame 665/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 17.6ms
video 1/1 (frame 666/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 8.2ms
video 1/1 (frame 667/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 9.0ms
video 1/1 (frame 668/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 7.6ms
video 1/1 (frame 669/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 11.6ms
video 1/1 (frame 670/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 8.7ms
video 1/1 (frame 671/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 12.0ms
video 1/1 (frame 672/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.1ms
video 1/1 (frame 673/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.8ms
video 1/1 (frame 674/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 7.8ms
video 1/1 (frame 675/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.0ms
video 1/1 (frame 676/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 677/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 7.9ms
video 1/1 (frame 678/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.5ms
video 1/1 (frame 679/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.4ms
video 1/1 (frame 680/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.5ms
video 1/1 (frame 681/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 682/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 11.9ms
video 1/1 (frame 683/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 9.2ms
video 1/1 (frame 684/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 10.0ms
video 1/1 (frame 685/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.1ms
video 1/1 (frame 686/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 11.0ms
video 1/1 (frame 687/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.1ms
video 1/1 (frame 688/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 13.5ms
video 1/1 (frame 689/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.0ms
video 1/1 (frame 690/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.6ms
video 1/1 (frame 691/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.3ms
video 1/1 (frame 692/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.7ms
video 1/1 (frame 693/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 694/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.2ms
video 1/1 (frame 695/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 9.4ms
video 1/1 (frame 696/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 697/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 12.2ms
video 1/1 (frame 698/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.4ms
video 1/1 (frame 699/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 11.1ms
video 1/1 (frame 700/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 701/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.2ms
video 1/1 (frame 702/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 703/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 11.4ms
video 1/1 (frame 704/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.6ms
video 1/1 (frame 705/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 17.9ms
video 1/1 (frame 706/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 707/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.1ms
video 1/1 (frame 708/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.0ms
video 1/1 (frame 709/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.2ms
video 1/1 (frame 710/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.9ms
video 1/1 (frame 711/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.7ms
video 1/1 (frame 712/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.3ms
video 1/1 (frame 713/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 714/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.4ms
video 1/1 (frame 715/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 716/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.4ms
video 1/1 (frame 717/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.3ms
video 1/1 (frame 718/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 7.7ms
video 1/1 (frame 719/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.2ms
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video 1/1 (frame 721/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.3ms
video 1/1 (frame 722/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.0ms
video 1/1 (frame 723/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.2ms
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video 1/1 (frame 725/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 14.2ms
video 1/1 (frame 726/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.4ms
video 1/1 (frame 727/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.9ms
video 1/1 (frame 728/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 729/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 730/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.7ms
video 1/1 (frame 731/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.0ms
video 1/1 (frame 732/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.4ms
video 1/1 (frame 733/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 734/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 735/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.3ms
video 1/1 (frame 736/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.0ms
video 1/1 (frame 737/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 22.1ms
video 1/1 (frame 738/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 8.5ms
video 1/1 (frame 739/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 19.0ms
video 1/1 (frame 740/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 741/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.2ms
video 1/1 (frame 742/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 743/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 744/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 13.4ms
video 1/1 (frame 745/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 746/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 12.0ms
video 1/1 (frame 747/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 748/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.8ms
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video 1/1 (frame 750/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 14.2ms
video 1/1 (frame 751/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.0ms
video 1/1 (frame 752/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.3ms
video 1/1 (frame 753/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 754/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.2ms
video 1/1 (frame 755/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 11.1ms
video 1/1 (frame 756/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 757/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.8ms
video 1/1 (frame 758/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.9ms
video 1/1 (frame 759/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 12.8ms
video 1/1 (frame 760/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 761/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.2ms
video 1/1 (frame 762/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 763/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.1ms
video 1/1 (frame 764/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.9ms
video 1/1 (frame 765/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.4ms
video 1/1 (frame 766/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.5ms
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video 1/1 (frame 768/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.3ms
video 1/1 (frame 769/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.1ms
video 1/1 (frame 770/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 771/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.9ms
video 1/1 (frame 772/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.0ms
video 1/1 (frame 773/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 11.1ms
video 1/1 (frame 774/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.3ms
video 1/1 (frame 775/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 776/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.5ms
video 1/1 (frame 777/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 778/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.1ms
video 1/1 (frame 779/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 780/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 11.7ms
video 1/1 (frame 781/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.7ms
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video 1/1 (frame 784/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.4ms
video 1/1 (frame 785/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 786/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 787/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 788/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.9ms
video 1/1 (frame 789/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 15.4ms
video 1/1 (frame 790/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 11.2ms
video 1/1 (frame 791/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.7ms
video 1/1 (frame 792/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 9.5ms
video 1/1 (frame 793/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 794/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.8ms
video 1/1 (frame 795/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.3ms
video 1/1 (frame 796/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.2ms
video 1/1 (frame 797/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 10.5ms
video 1/1 (frame 798/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.4ms
video 1/1 (frame 799/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 8.9ms
video 1/1 (frame 800/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.2ms
video 1/1 (frame 801/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 8.6ms
video 1/1 (frame 802/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.0ms
video 1/1 (frame 803/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 7.8ms
video 1/1 (frame 804/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.7ms
video 1/1 (frame 805/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 11.1ms
video 1/1 (frame 806/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 9.3ms
video 1/1 (frame 807/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 808/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 9.3ms
video 1/1 (frame 809/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.7ms
video 1/1 (frame 810/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.9ms
video 1/1 (frame 811/1005) D:\ASTC project\my_video.mp4: 384x640 2 Potholes, 9.4ms
video 1/1 (frame 812/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 9.9ms
video 1/1 (frame 813/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.3ms
video 1/1 (frame 814/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 12.2ms
video 1/1 (frame 815/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.2ms
video 1/1 (frame 816/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.1ms
video 1/1 (frame 817/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 818/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 819/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.7ms
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video 1/1 (frame 821/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.1ms
video 1/1 (frame 822/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 9.1ms
video 1/1 (frame 823/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 11.1ms
video 1/1 (frame 824/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 28.7ms
video 1/1 (frame 825/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.3ms
video 1/1 (frame 826/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.9ms
video 1/1 (frame 827/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 11.8ms
video 1/1 (frame 828/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.8ms
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video 1/1 (frame 831/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.3ms
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video 1/1 (frame 833/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.9ms
video 1/1 (frame 834/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 12.6ms
video 1/1 (frame 835/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.6ms
video 1/1 (frame 836/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 12.9ms
video 1/1 (frame 837/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.1ms
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video 1/1 (frame 839/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 11.9ms
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video 1/1 (frame 841/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 14.9ms
video 1/1 (frame 842/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.6ms
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video 1/1 (frame 862/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 11.5ms
video 1/1 (frame 863/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 12.6ms
video 1/1 (frame 864/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.2ms
video 1/1 (frame 865/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.5ms
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video 1/1 (frame 870/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.7ms
video 1/1 (frame 871/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.9ms
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video 1/1 (frame 873/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 11.0ms
video 1/1 (frame 874/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.2ms
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video 1/1 (frame 876/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 877/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.8ms
video 1/1 (frame 878/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.3ms
video 1/1 (frame 879/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.8ms
video 1/1 (frame 880/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.1ms
video 1/1 (frame 881/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.0ms
video 1/1 (frame 882/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.8ms
video 1/1 (frame 883/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.0ms
video 1/1 (frame 884/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 885/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.0ms
video 1/1 (frame 886/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.4ms
video 1/1 (frame 887/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.1ms
video 1/1 (frame 888/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.3ms
video 1/1 (frame 889/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.7ms
video 1/1 (frame 890/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 18.0ms
video 1/1 (frame 891/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 892/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.9ms
video 1/1 (frame 893/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 894/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.8ms
video 1/1 (frame 895/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.4ms
video 1/1 (frame 896/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.0ms
video 1/1 (frame 897/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.6ms
video 1/1 (frame 898/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.3ms
video 1/1 (frame 899/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.7ms
video 1/1 (frame 900/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.0ms
video 1/1 (frame 901/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.5ms
video 1/1 (frame 902/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.3ms
video 1/1 (frame 903/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.3ms
video 1/1 (frame 904/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.1ms
video 1/1 (frame 905/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.4ms
video 1/1 (frame 906/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 907/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.4ms
video 1/1 (frame 908/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.7ms
video 1/1 (frame 909/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.5ms
video 1/1 (frame 910/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.2ms
video 1/1 (frame 911/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.1ms
video 1/1 (frame 912/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 913/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 13.2ms
video 1/1 (frame 914/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 16.2ms
video 1/1 (frame 915/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.2ms
video 1/1 (frame 916/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 12.4ms
video 1/1 (frame 917/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 918/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.2ms
video 1/1 (frame 919/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 17.2ms
video 1/1 (frame 920/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 921/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 27.2ms
video 1/1 (frame 922/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.6ms
video 1/1 (frame 923/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.9ms
video 1/1 (frame 924/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 18.4ms
video 1/1 (frame 925/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.7ms
video 1/1 (frame 926/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 927/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.9ms
video 1/1 (frame 928/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.3ms
video 1/1 (frame 929/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.2ms
video 1/1 (frame 930/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 12.3ms
video 1/1 (frame 931/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.9ms
video 1/1 (frame 932/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 933/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.3ms
video 1/1 (frame 934/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 935/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.8ms
video 1/1 (frame 936/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.1ms
video 1/1 (frame 937/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 938/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.3ms
video 1/1 (frame 939/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.0ms
video 1/1 (frame 940/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 941/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 942/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 9.4ms
video 1/1 (frame 943/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 944/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.2ms
video 1/1 (frame 945/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.6ms
video 1/1 (frame 946/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.3ms
video 1/1 (frame 947/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 8.4ms
video 1/1 (frame 948/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 9.4ms
video 1/1 (frame 949/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 10.6ms
video 1/1 (frame 950/1005) D:\ASTC project\my_video.mp4: 384x640 1 Pothole, 9.4ms
video 1/1 (frame 951/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 952/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.8ms
video 1/1 (frame 953/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 11.8ms
video 1/1 (frame 954/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.3ms
video 1/1 (frame 955/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.1ms
video 1/1 (frame 956/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 13.5ms
video 1/1 (frame 957/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.4ms
video 1/1 (frame 958/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 959/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.1ms
video 1/1 (frame 960/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.0ms
video 1/1 (frame 961/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 17.3ms
video 1/1 (frame 962/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.7ms
video 1/1 (frame 963/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 12.6ms
video 1/1 (frame 964/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.3ms
video 1/1 (frame 965/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.6ms
video 1/1 (frame 966/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.2ms
video 1/1 (frame 967/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.2ms
video 1/1 (frame 968/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 14.8ms
video 1/1 (frame 969/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 970/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.5ms
video 1/1 (frame 971/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 972/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.9ms
video 1/1 (frame 973/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 12.1ms
video 1/1 (frame 974/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.6ms
video 1/1 (frame 975/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.7ms
video 1/1 (frame 976/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.6ms
video 1/1 (frame 977/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.9ms
video 1/1 (frame 978/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 979/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.9ms
video 1/1 (frame 980/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.4ms
video 1/1 (frame 981/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 982/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 983/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 984/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.6ms
video 1/1 (frame 985/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.3ms
video 1/1 (frame 986/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.5ms
video 1/1 (frame 987/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 988/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 989/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.3ms
video 1/1 (frame 990/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.5ms
video 1/1 (frame 991/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.3ms
video 1/1 (frame 992/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.4ms
video 1/1 (frame 993/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.9ms
video 1/1 (frame 994/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 995/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.5ms
video 1/1 (frame 996/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.6ms
video 1/1 (frame 997/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 12.6ms
video 1/1 (frame 998/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.0ms
video 1/1 (frame 999/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.4ms
video 1/1 (frame 1000/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 1001/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.7ms
video 1/1 (frame 1002/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 10.2ms
video 1/1 (frame 1003/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.6ms
video 1/1 (frame 1004/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 8.7ms
video 1/1 (frame 1005/1005) D:\ASTC project\my_video.mp4: 384x640 (no detections), 9.7ms
Speed: 1.5ms preprocess, 10.4ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict7
checking the live feed into model using camo studioΒΆ
InΒ [1]:
import cv2
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
cap = cv2.VideoCapture(0)
# using camo studio for live stream feed from phone
# using cv.capture(0) for laptop webcam
# using cv.capture(1) for external webcam or camo studio camera
if not cap.isOpened():
print("Cannot access camera")
exit()
while True:
ret, frame = cap.read()
if not ret:
print("Failed to grab frame")
break
# Get frame size & FPS for saving
frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
fps = int(cap.get(cv2.CAP_PROP_FPS)) or 30 # fallback if FPS=0
# Define VideoWriter (save as MP4)
out = cv2.VideoWriter(
"pothole_detection_output.mp4",
cv2.VideoWriter_fourcc(*'mp4v'), # codec
fps,
(frame_width, frame_height)
)
results = model(frame, conf=0.25)
out.write(annotated_frame)
annotated_frame = results[0].plot()
for box in results[0].boxes:
cls_id = int(box.cls[0])
conf = float(box.conf[0])
x1, y1, x2, y2 = box.xyxy[0].tolist()
print(f"Pothole detected: Conf={conf:.2f}, BBox=({x1:.0f},{y1:.0f},{x2:.0f},{y2:.0f})")
cv2.imshow("YOLOv11 Pothole Detection", annotated_frame)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
cap.release()
out.release()
cv2.destroyAllWindows()
0: 384x640 (no detections), 93.6ms Speed: 8.2ms preprocess, 93.6ms inference, 32.0ms postprocess per image at shape (1, 3, 384, 640)
--------------------------------------------------------------------------- NameError Traceback (most recent call last) Cell In[1], line 34 26 out = cv2.VideoWriter( 27 "pothole_detection_output.mp4", 28 cv2.VideoWriter_fourcc(*'mp4v'), # codec 29 fps, 30 (frame_width, frame_height) 31 ) 33 results = model(frame, conf=0.25) ---> 34 out.write(annotated_frame) 35 annotated_frame = results[0].plot() 36 for box in results[0].boxes: NameError: name 'annotated_frame' is not defined
InΒ [3]:
import cv2
from ultralytics import YOLO
# Load model
model = YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
# Open camera (0 = laptop cam, 1 = external/camo studio)
cap = cv2.VideoCapture(1)
if not cap.isOpened():
print("Cannot access camera")
exit()
# Get frame size & FPS for saving (do this once)
frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
fps = int(cap.get(cv2.CAP_PROP_FPS)) or 30 # fallback if FPS=0
# Define VideoWriter once
out = cv2.VideoWriter(
"pothole_detection_output.mp4",
cv2.VideoWriter_fourcc(*'mp4v'),
fps,
(frame_width, frame_height)
)
while True:
ret, frame = cap.read()
if not ret:
print("Failed to grab frame")
break
# Run YOLO
results = model(frame, conf=0.25)
# Annotate frame
annotated_frame = results[0].plot()
# Save annotated frame
out.write(annotated_frame)
# Print detections
for box in results[0].boxes:
cls_id = int(box.cls[0])
conf = float(box.conf[0])
x1, y1, x2, y2 = box.xyxy[0].tolist()
print(f"Pothole detected: Conf={conf:.2f}, BBox=({x1:.0f},{y1:.0f},{x2:.0f},{y2:.0f})")
# Show live feed
cv2.imshow("YOLOv11 Pothole Detection", annotated_frame)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
cap.release()
out.release()
cv2.destroyAllWindows()
0: 480x640 (no detections), 81.7ms Speed: 5.2ms preprocess, 81.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.4ms Speed: 4.4ms preprocess, 19.4ms inference, 1.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.9ms Speed: 1.3ms preprocess, 14.9ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.0ms Speed: 1.6ms preprocess, 15.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.9ms Speed: 1.6ms preprocess, 15.9ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.4ms Speed: 1.7ms preprocess, 13.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.5ms Speed: 2.0ms preprocess, 13.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.5ms Speed: 1.6ms preprocess, 13.5ms inference, 2.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.8ms Speed: 1.8ms preprocess, 12.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.1ms Speed: 1.3ms preprocess, 12.1ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.4ms Speed: 1.8ms preprocess, 13.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.5ms Speed: 1.5ms preprocess, 13.5ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 18.7ms Speed: 2.1ms preprocess, 18.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.8ms Speed: 2.4ms preprocess, 15.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.4ms Speed: 3.0ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.2ms Speed: 1.6ms preprocess, 10.2ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.1ms Speed: 1.6ms preprocess, 12.1ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.5ms Speed: 1.8ms preprocess, 9.5ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.6ms Speed: 1.8ms preprocess, 9.6ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.0ms Speed: 1.4ms preprocess, 12.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 1.4ms preprocess, 10.0ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.3ms Speed: 1.5ms preprocess, 9.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.1ms Speed: 1.3ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.9ms Speed: 2.3ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.0ms Speed: 2.0ms preprocess, 9.0ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.9ms Speed: 1.4ms preprocess, 8.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.7ms Speed: 1.4ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.7ms Speed: 1.2ms preprocess, 9.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.6ms Speed: 1.6ms preprocess, 11.6ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.6ms Speed: 1.2ms preprocess, 9.6ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.4ms Speed: 2.0ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.5ms Speed: 1.5ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.3ms Speed: 1.2ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 2.1ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.8ms Speed: 1.7ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.8ms Speed: 1.4ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.6ms Speed: 1.4ms preprocess, 9.6ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.1ms Speed: 1.7ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.7ms Speed: 1.4ms preprocess, 9.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.8ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.3ms Speed: 1.3ms preprocess, 10.3ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.2ms Speed: 1.3ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.6ms Speed: 1.4ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.0ms Speed: 1.4ms preprocess, 11.0ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.7ms preprocess, 11.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.7ms Speed: 1.4ms preprocess, 11.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.1ms Speed: 1.3ms preprocess, 12.1ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.5ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.2ms preprocess, 11.5ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.7ms Speed: 1.8ms preprocess, 12.7ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.9ms Speed: 1.2ms preprocess, 11.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.2ms Speed: 1.3ms preprocess, 12.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.7ms Speed: 1.3ms preprocess, 11.7ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.9ms Speed: 1.4ms preprocess, 11.9ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.4ms preprocess, 11.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.1ms Speed: 1.8ms preprocess, 12.1ms inference, 2.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.2ms Speed: 1.4ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.3ms Speed: 1.7ms preprocess, 10.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.0ms Speed: 2.2ms preprocess, 11.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 1.3ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.0ms Speed: 1.4ms preprocess, 11.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.3ms Speed: 1.5ms preprocess, 10.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.2ms Speed: 1.6ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.2ms Speed: 1.4ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.2ms Speed: 1.1ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.1ms Speed: 1.6ms preprocess, 14.1ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 2.5ms preprocess, 11.3ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.3ms Speed: 1.2ms preprocess, 10.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.3ms Speed: 1.4ms preprocess, 10.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.6ms Speed: 3.2ms preprocess, 14.6ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.2ms Speed: 1.2ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.6ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.7ms Speed: 1.7ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.6ms preprocess, 11.5ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.5ms Speed: 1.5ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.0ms Speed: 1.8ms preprocess, 12.0ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.7ms Speed: 1.4ms preprocess, 10.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.3ms Speed: 1.3ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.7ms Speed: 1.3ms preprocess, 10.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.0ms Speed: 1.9ms preprocess, 11.0ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 10.3ms Speed: 1.3ms preprocess, 10.3ms inference, 60.5ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.32, BBox=(188,171,266,253) 0: 480x640 1 Pothole, 10.7ms Speed: 1.6ms preprocess, 10.7ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.32, BBox=(188,171,266,253) 0: 480x640 (no detections), 10.9ms Speed: 1.5ms preprocess, 10.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.8ms Speed: 1.7ms preprocess, 10.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.6ms Speed: 1.5ms preprocess, 12.6ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.9ms Speed: 1.4ms preprocess, 10.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.7ms Speed: 1.2ms preprocess, 10.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.9ms Speed: 1.4ms preprocess, 10.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.7ms Speed: 1.3ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.8ms Speed: 1.5ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.8ms Speed: 1.5ms preprocess, 10.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.8ms Speed: 1.2ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.4ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.8ms Speed: 1.5ms preprocess, 10.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.6ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.9ms Speed: 1.2ms preprocess, 10.9ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.9ms Speed: 1.3ms preprocess, 10.9ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.9ms Speed: 1.4ms preprocess, 11.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.6ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.9ms Speed: 1.4ms preprocess, 10.9ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.5ms Speed: 1.7ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.6ms Speed: 1.5ms preprocess, 16.6ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.4ms preprocess, 11.4ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.9ms Speed: 1.8ms preprocess, 12.9ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.6ms Speed: 1.6ms preprocess, 12.6ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.1ms Speed: 2.1ms preprocess, 17.1ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.3ms Speed: 1.3ms preprocess, 12.3ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.8ms preprocess, 11.5ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.3ms Speed: 1.5ms preprocess, 16.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.8ms Speed: 1.3ms preprocess, 11.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.2ms Speed: 1.9ms preprocess, 14.2ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.3ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.4ms Speed: 1.7ms preprocess, 15.4ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 18.3ms Speed: 2.3ms preprocess, 18.3ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.1ms Speed: 1.7ms preprocess, 12.1ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.9ms Speed: 1.5ms preprocess, 11.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.8ms Speed: 1.5ms preprocess, 11.8ms inference, 15.7ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.37, BBox=(250,335,282,346) 0: 480x640 1 Pothole, 11.8ms Speed: 2.1ms preprocess, 11.8ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.37, BBox=(250,335,282,346) 0: 480x640 (no detections), 11.8ms Speed: 1.4ms preprocess, 11.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.7ms preprocess, 11.5ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.6ms Speed: 1.6ms preprocess, 11.6ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.7ms Speed: 1.8ms preprocess, 11.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.7ms Speed: 2.0ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.2ms Speed: 1.6ms preprocess, 12.2ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.7ms Speed: 1.4ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.7ms Speed: 1.6ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.8ms Speed: 1.3ms preprocess, 11.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.1ms Speed: 1.8ms preprocess, 14.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.5ms preprocess, 11.5ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.6ms Speed: 1.8ms preprocess, 14.6ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.6ms Speed: 1.5ms preprocess, 11.6ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.1ms Speed: 1.6ms preprocess, 12.1ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 2.0ms preprocess, 11.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.2ms Speed: 1.9ms preprocess, 12.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.8ms Speed: 1.5ms preprocess, 11.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.8ms Speed: 1.4ms preprocess, 11.8ms inference, 2.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.4ms Speed: 1.5ms preprocess, 16.4ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.0ms Speed: 1.4ms preprocess, 12.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.0ms Speed: 2.2ms preprocess, 12.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.0ms Speed: 1.3ms preprocess, 12.0ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.6ms Speed: 1.6ms preprocess, 12.6ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.6ms Speed: 1.2ms preprocess, 13.6ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.3ms Speed: 1.3ms preprocess, 13.3ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.0ms Speed: 1.3ms preprocess, 12.0ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.2ms Speed: 1.6ms preprocess, 12.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.8ms Speed: 1.7ms preprocess, 12.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.2ms Speed: 1.7ms preprocess, 12.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.9ms Speed: 1.5ms preprocess, 11.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.6ms Speed: 1.4ms preprocess, 13.6ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.0ms Speed: 3.8ms preprocess, 15.0ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.3ms Speed: 1.5ms preprocess, 12.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.3ms Speed: 1.7ms preprocess, 12.3ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.0ms Speed: 1.3ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.7ms Speed: 1.6ms preprocess, 12.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.2ms Speed: 1.5ms preprocess, 13.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.2ms Speed: 1.3ms preprocess, 12.2ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.0ms Speed: 1.5ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.4ms Speed: 1.6ms preprocess, 12.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.8ms Speed: 2.8ms preprocess, 13.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.8ms Speed: 2.0ms preprocess, 14.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.4ms Speed: 1.3ms preprocess, 12.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.6ms Speed: 1.4ms preprocess, 12.6ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.5ms Speed: 1.8ms preprocess, 12.5ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.1ms Speed: 1.6ms preprocess, 15.1ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.3ms Speed: 1.9ms preprocess, 12.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.4ms Speed: 1.5ms preprocess, 12.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.5ms Speed: 1.6ms preprocess, 14.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.4ms Speed: 1.6ms preprocess, 12.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.8ms Speed: 1.4ms preprocess, 12.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.3ms Speed: 1.2ms preprocess, 12.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.4ms Speed: 1.2ms preprocess, 13.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.5ms Speed: 1.4ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.2ms Speed: 1.5ms preprocess, 14.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.6ms Speed: 1.9ms preprocess, 12.6ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.7ms Speed: 1.9ms preprocess, 12.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.8ms Speed: 1.4ms preprocess, 13.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.5ms Speed: 1.4ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.9ms Speed: 1.5ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.4ms Speed: 1.3ms preprocess, 12.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.2ms Speed: 1.6ms preprocess, 12.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.2ms Speed: 1.3ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.4ms Speed: 1.2ms preprocess, 12.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.7ms Speed: 1.4ms preprocess, 12.7ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.5ms Speed: 1.6ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.4ms Speed: 1.3ms preprocess, 12.4ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.7ms Speed: 1.3ms preprocess, 13.7ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.8ms Speed: 2.0ms preprocess, 15.8ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.5ms Speed: 1.7ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.4ms Speed: 1.5ms preprocess, 12.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.9ms Speed: 2.4ms preprocess, 15.9ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.4ms Speed: 2.7ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.0ms Speed: 2.3ms preprocess, 14.0ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.7ms Speed: 1.9ms preprocess, 12.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.0ms Speed: 2.0ms preprocess, 15.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.5ms Speed: 2.3ms preprocess, 15.5ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.1ms Speed: 2.3ms preprocess, 13.1ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.7ms Speed: 1.7ms preprocess, 12.7ms inference, 3.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.5ms Speed: 4.6ms preprocess, 16.5ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.0ms Speed: 2.2ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.2ms Speed: 1.8ms preprocess, 13.2ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.6ms Speed: 1.9ms preprocess, 15.6ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.4ms Speed: 2.3ms preprocess, 16.4ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.3ms Speed: 2.2ms preprocess, 15.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.4ms Speed: 1.8ms preprocess, 12.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.6ms Speed: 2.0ms preprocess, 12.6ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.5ms Speed: 2.1ms preprocess, 14.5ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.5ms Speed: 1.8ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.5ms Speed: 1.4ms preprocess, 12.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.9ms Speed: 1.9ms preprocess, 12.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.3ms Speed: 1.3ms preprocess, 12.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.5ms Speed: 2.0ms preprocess, 12.5ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.2ms Speed: 1.9ms preprocess, 14.2ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.9ms Speed: 2.2ms preprocess, 14.9ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.8ms Speed: 2.0ms preprocess, 12.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.4ms Speed: 1.6ms preprocess, 12.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.7ms Speed: 2.1ms preprocess, 13.7ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.4ms Speed: 1.7ms preprocess, 12.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 18.4ms Speed: 2.0ms preprocess, 18.4ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.6ms Speed: 2.5ms preprocess, 13.6ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 25.4ms Speed: 3.6ms preprocess, 25.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.4ms Speed: 2.2ms preprocess, 16.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.3ms Speed: 2.0ms preprocess, 17.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.0ms Speed: 1.5ms preprocess, 13.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.1ms Speed: 2.5ms preprocess, 13.1ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.2ms Speed: 1.6ms preprocess, 13.2ms inference, 2.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.4ms Speed: 2.9ms preprocess, 13.4ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.0ms Speed: 1.4ms preprocess, 13.0ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.2ms Speed: 1.4ms preprocess, 13.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.3ms Speed: 1.3ms preprocess, 13.3ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.2ms Speed: 2.1ms preprocess, 15.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.3ms Speed: 1.9ms preprocess, 13.3ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.4ms Speed: 1.6ms preprocess, 13.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.6ms Speed: 1.9ms preprocess, 15.6ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.3ms Speed: 1.9ms preprocess, 15.3ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.1ms Speed: 1.7ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.4ms Speed: 1.8ms preprocess, 13.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.4ms Speed: 1.3ms preprocess, 14.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.4ms Speed: 2.5ms preprocess, 15.4ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.5ms Speed: 1.8ms preprocess, 13.5ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.9ms Speed: 4.4ms preprocess, 13.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.9ms Speed: 2.5ms preprocess, 16.9ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.8ms Speed: 1.4ms preprocess, 13.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.9ms Speed: 1.8ms preprocess, 13.9ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.3ms Speed: 1.8ms preprocess, 15.3ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.3ms Speed: 2.7ms preprocess, 15.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.5ms Speed: 1.8ms preprocess, 13.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.9ms Speed: 2.3ms preprocess, 13.9ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.5ms Speed: 1.7ms preprocess, 13.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.2ms Speed: 1.9ms preprocess, 14.2ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.4ms Speed: 2.1ms preprocess, 14.4ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.6ms Speed: 1.9ms preprocess, 15.6ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.4ms Speed: 1.4ms preprocess, 14.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.5ms Speed: 1.4ms preprocess, 14.5ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.8ms Speed: 1.8ms preprocess, 13.8ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.8ms Speed: 1.8ms preprocess, 15.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.0ms Speed: 1.4ms preprocess, 14.0ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.3ms Speed: 1.9ms preprocess, 14.3ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.8ms Speed: 1.5ms preprocess, 15.8ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.3ms Speed: 1.7ms preprocess, 15.3ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.2ms Speed: 1.6ms preprocess, 14.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.8ms Speed: 1.7ms preprocess, 14.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.5ms Speed: 2.2ms preprocess, 15.5ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.4ms Speed: 1.6ms preprocess, 14.4ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.1ms Speed: 1.6ms preprocess, 14.1ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.5ms Speed: 1.5ms preprocess, 14.5ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.2ms Speed: 1.5ms preprocess, 14.2ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.3ms Speed: 1.9ms preprocess, 14.3ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.1ms Speed: 2.5ms preprocess, 16.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.4ms Speed: 1.5ms preprocess, 14.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.7ms Speed: 1.9ms preprocess, 14.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.2ms Speed: 2.3ms preprocess, 16.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.4ms Speed: 2.0ms preprocess, 15.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.7ms Speed: 1.7ms preprocess, 14.7ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.8ms Speed: 2.5ms preprocess, 15.8ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.7ms Speed: 1.6ms preprocess, 15.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.4ms Speed: 1.5ms preprocess, 14.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.4ms Speed: 1.4ms preprocess, 14.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.3ms Speed: 2.4ms preprocess, 15.3ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.5ms Speed: 2.0ms preprocess, 14.5ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.0ms Speed: 2.1ms preprocess, 15.0ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.8ms Speed: 2.0ms preprocess, 15.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.0ms Speed: 2.2ms preprocess, 16.0ms inference, 2.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.5ms Speed: 1.8ms preprocess, 15.5ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.0ms Speed: 2.0ms preprocess, 15.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.3ms Speed: 2.0ms preprocess, 16.3ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.8ms Speed: 2.1ms preprocess, 14.8ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.2ms Speed: 2.0ms preprocess, 15.2ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.6ms Speed: 2.1ms preprocess, 15.6ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.4ms Speed: 2.2ms preprocess, 16.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 18.9ms Speed: 2.3ms preprocess, 18.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.9ms Speed: 1.3ms preprocess, 14.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.2ms Speed: 1.8ms preprocess, 15.2ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.2ms Speed: 2.0ms preprocess, 15.2ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.0ms Speed: 1.4ms preprocess, 15.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.5ms Speed: 2.4ms preprocess, 15.5ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 18.8ms Speed: 2.0ms preprocess, 18.8ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.3ms Speed: 1.4ms preprocess, 15.3ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.1ms Speed: 1.6ms preprocess, 15.1ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.7ms Speed: 2.2ms preprocess, 17.7ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.2ms Speed: 1.7ms preprocess, 15.2ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.4ms Speed: 1.5ms preprocess, 16.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.5ms Speed: 1.9ms preprocess, 15.5ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.5ms Speed: 1.9ms preprocess, 15.5ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.9ms Speed: 2.1ms preprocess, 15.9ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.6ms Speed: 1.8ms preprocess, 15.6ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 15.6ms Speed: 2.2ms preprocess, 15.6ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.28, BBox=(240,393,352,480) 0: 480x640 1 Pothole, 16.1ms Speed: 2.0ms preprocess, 16.1ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.28, BBox=(240,393,352,480) 0: 480x640 (no detections), 15.5ms Speed: 1.4ms preprocess, 15.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.2ms Speed: 2.4ms preprocess, 16.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.0ms Speed: 1.7ms preprocess, 16.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.6ms Speed: 1.7ms preprocess, 15.6ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.8ms Speed: 1.9ms preprocess, 15.8ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.9ms Speed: 1.6ms preprocess, 15.9ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.1ms Speed: 2.0ms preprocess, 17.1ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.9ms Speed: 1.9ms preprocess, 15.9ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.0ms Speed: 2.1ms preprocess, 16.0ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.7ms Speed: 1.5ms preprocess, 15.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.5ms Speed: 2.0ms preprocess, 17.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.8ms Speed: 1.4ms preprocess, 15.8ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.6ms Speed: 1.5ms preprocess, 16.6ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.8ms Speed: 2.1ms preprocess, 15.8ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.2ms Speed: 2.1ms preprocess, 17.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.9ms Speed: 1.6ms preprocess, 15.9ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.2ms Speed: 1.6ms preprocess, 17.2ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.3ms Speed: 1.4ms preprocess, 16.3ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.4ms Speed: 2.7ms preprocess, 16.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.9ms Speed: 1.5ms preprocess, 15.9ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.5ms Speed: 2.8ms preprocess, 16.5ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.8ms Speed: 1.4ms preprocess, 15.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.1ms Speed: 2.2ms preprocess, 16.1ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.7ms Speed: 1.8ms preprocess, 16.7ms inference, 3.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.0ms Speed: 1.6ms preprocess, 16.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.1ms Speed: 1.9ms preprocess, 16.1ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.7ms Speed: 1.7ms preprocess, 17.7ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 16.2ms Speed: 2.2ms preprocess, 16.2ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.30, BBox=(169,348,280,461) 0: 480x640 1 Pothole, 15.8ms Speed: 1.5ms preprocess, 15.8ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.27, BBox=(179,361,273,471) 0: 480x640 1 Pothole, 15.7ms Speed: 1.5ms preprocess, 15.7ms inference, 1.9ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.62, BBox=(181,370,279,478) 0: 480x640 1 Pothole, 16.4ms Speed: 2.0ms preprocess, 16.4ms inference, 2.3ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.62, BBox=(181,370,279,478) 0: 480x640 1 Pothole, 17.3ms Speed: 2.1ms preprocess, 17.3ms inference, 1.9ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.62, BBox=(181,370,279,478) 0: 480x640 1 Pothole, 15.5ms Speed: 1.6ms preprocess, 15.5ms inference, 1.9ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.43, BBox=(193,389,294,479) 0: 480x640 1 Pothole, 16.0ms Speed: 2.0ms preprocess, 16.0ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.43, BBox=(196,388,321,480) 0: 480x640 1 Pothole, 16.1ms Speed: 2.1ms preprocess, 16.1ms inference, 2.6ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.43, BBox=(196,388,321,480) 0: 480x640 1 Pothole, 15.7ms Speed: 1.6ms preprocess, 15.7ms inference, 2.1ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.28, BBox=(209,380,339,480) 0: 480x640 (no detections), 16.2ms Speed: 2.0ms preprocess, 16.2ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.5ms Speed: 2.0ms preprocess, 17.5ms inference, 1.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.3ms Speed: 2.5ms preprocess, 16.3ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.7ms Speed: 1.6ms preprocess, 15.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.2ms Speed: 2.1ms preprocess, 17.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.8ms Speed: 2.0ms preprocess, 15.8ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.7ms Speed: 1.9ms preprocess, 15.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.5ms Speed: 1.7ms preprocess, 15.5ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.5ms Speed: 2.3ms preprocess, 16.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 15.9ms Speed: 2.0ms preprocess, 15.9ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.44, BBox=(256,362,362,479) 0: 480x640 1 Pothole, 15.5ms Speed: 1.5ms preprocess, 15.5ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.44, BBox=(256,362,362,479) 0: 480x640 1 Pothole, 17.1ms Speed: 2.0ms preprocess, 17.1ms inference, 2.1ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.44, BBox=(256,362,362,479) 0: 480x640 (no detections), 15.7ms Speed: 1.8ms preprocess, 15.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 16.0ms Speed: 3.8ms preprocess, 16.0ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.34, BBox=(260,369,384,480) 0: 480x640 1 Pothole, 16.4ms Speed: 2.4ms preprocess, 16.4ms inference, 1.9ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.34, BBox=(260,369,384,480) 0: 480x640 1 Pothole, 19.6ms Speed: 1.9ms preprocess, 19.6ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.33, BBox=(264,364,389,479) 0: 480x640 1 Pothole, 15.4ms Speed: 1.6ms preprocess, 15.4ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.53, BBox=(268,362,385,479) 0: 480x640 1 Pothole, 18.3ms Speed: 2.0ms preprocess, 18.3ms inference, 2.7ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.53, BBox=(268,362,385,479) 0: 480x640 1 Pothole, 15.5ms Speed: 1.5ms preprocess, 15.5ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.56, BBox=(271,367,391,480) 0: 480x640 1 Pothole, 15.6ms Speed: 1.8ms preprocess, 15.6ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.33, BBox=(277,388,393,480) 0: 480x640 (no detections), 15.7ms Speed: 1.8ms preprocess, 15.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.9ms Speed: 1.4ms preprocess, 16.9ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 18.0ms Speed: 2.4ms preprocess, 18.0ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.6ms Speed: 2.0ms preprocess, 15.6ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.7ms Speed: 1.5ms preprocess, 15.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.7ms Speed: 1.8ms preprocess, 15.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.6ms Speed: 1.5ms preprocess, 15.6ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 15.7ms Speed: 2.6ms preprocess, 15.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 18.4ms Speed: 2.9ms preprocess, 18.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.6ms Speed: 2.2ms preprocess, 16.6ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.5ms Speed: 1.5ms preprocess, 16.5ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.8ms Speed: 2.5ms preprocess, 16.8ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.9ms Speed: 3.5ms preprocess, 16.9ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.0ms Speed: 2.4ms preprocess, 17.0ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 18.0ms Speed: 1.5ms preprocess, 18.0ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.7ms Speed: 2.1ms preprocess, 16.7ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.6ms Speed: 1.5ms preprocess, 16.6ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.1ms Speed: 2.7ms preprocess, 17.1ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 18.4ms Speed: 2.2ms preprocess, 18.4ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.9ms Speed: 2.3ms preprocess, 16.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.8ms Speed: 2.1ms preprocess, 16.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.4ms Speed: 2.0ms preprocess, 17.4ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.6ms Speed: 1.3ms preprocess, 16.6ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.9ms Speed: 2.1ms preprocess, 16.9ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 18.2ms Speed: 2.4ms preprocess, 18.2ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 18.6ms Speed: 3.0ms preprocess, 18.6ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.8ms Speed: 1.6ms preprocess, 17.8ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.0ms Speed: 2.2ms preprocess, 17.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 18.0ms Speed: 1.6ms preprocess, 18.0ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.8ms Speed: 1.9ms preprocess, 16.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.6ms Speed: 1.5ms preprocess, 16.6ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.4ms Speed: 2.1ms preprocess, 16.4ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.9ms Speed: 1.9ms preprocess, 19.9ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.3ms Speed: 1.7ms preprocess, 16.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.2ms Speed: 2.0ms preprocess, 16.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 18.1ms Speed: 1.9ms preprocess, 18.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.3ms Speed: 1.7ms preprocess, 16.3ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.4ms Speed: 1.7ms preprocess, 16.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.8ms Speed: 1.7ms preprocess, 17.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 21.9ms Speed: 2.3ms preprocess, 21.9ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 16.4ms Speed: 1.6ms preprocess, 16.4ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.39, BBox=(354,23,566,254) 0: 480x640 1 Pothole, 16.2ms Speed: 1.7ms preprocess, 16.2ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.39, BBox=(354,23,566,254) 0: 480x640 1 Pothole, 17.7ms Speed: 1.7ms preprocess, 17.7ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.32, BBox=(357,28,559,261) 0: 480x640 1 Pothole, 16.4ms Speed: 1.6ms preprocess, 16.4ms inference, 2.3ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.32, BBox=(357,28,559,261) 0: 480x640 1 Pothole, 16.2ms Speed: 1.5ms preprocess, 16.2ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.31, BBox=(363,39,561,270) 0: 480x640 1 Pothole, 16.2ms Speed: 1.6ms preprocess, 16.2ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.39, BBox=(367,45,563,270) 0: 480x640 1 Pothole, 16.6ms Speed: 2.1ms preprocess, 16.6ms inference, 1.9ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.39, BBox=(367,45,563,270) 0: 480x640 1 Pothole, 21.8ms Speed: 2.6ms preprocess, 21.8ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.29, BBox=(372,50,567,280) 0: 480x640 1 Pothole, 16.3ms Speed: 2.0ms preprocess, 16.3ms inference, 1.9ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.29, BBox=(372,50,567,280) 0: 480x640 1 Pothole, 16.6ms Speed: 2.1ms preprocess, 16.6ms inference, 2.9ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.37, BBox=(380,60,571,289) 0: 480x640 1 Pothole, 32.5ms Speed: 3.3ms preprocess, 32.5ms inference, 4.0ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.37, BBox=(379,61,581,280) 0: 480x640 1 Pothole, 16.7ms Speed: 2.9ms preprocess, 16.7ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.37, BBox=(379,61,581,280) 0: 480x640 2 Potholes, 16.7ms Speed: 2.2ms preprocess, 16.7ms inference, 1.9ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.26, BBox=(381,64,586,287) Pothole detected: Conf=0.25, BBox=(207,398,394,480) 0: 480x640 2 Potholes, 16.1ms Speed: 1.6ms preprocess, 16.1ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.26, BBox=(381,64,586,287) Pothole detected: Conf=0.25, BBox=(207,398,394,480) 0: 480x640 1 Pothole, 19.4ms Speed: 2.4ms preprocess, 19.4ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.33, BBox=(381,62,588,288) 0: 480x640 1 Pothole, 18.0ms Speed: 2.0ms preprocess, 18.0ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.33, BBox=(381,62,588,288) 0: 480x640 1 Pothole, 16.2ms Speed: 1.6ms preprocess, 16.2ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.26, BBox=(382,59,589,292) 0: 480x640 (no detections), 16.2ms Speed: 1.6ms preprocess, 16.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 16.4ms Speed: 2.4ms preprocess, 16.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 18.0ms Speed: 2.3ms preprocess, 18.0ms inference, 1.9ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.31, BBox=(392,63,591,282) 0: 480x640 1 Pothole, 16.6ms Speed: 2.2ms preprocess, 16.6ms inference, 2.6ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.31, BBox=(392,63,591,282) 0: 480x640 1 Pothole, 18.6ms Speed: 2.1ms preprocess, 18.6ms inference, 2.1ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.28, BBox=(389,62,591,286) 0: 480x640 1 Pothole, 17.7ms Speed: 2.6ms preprocess, 17.7ms inference, 7.1ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.28, BBox=(389,62,591,286) 0: 480x640 1 Pothole, 16.2ms Speed: 1.9ms preprocess, 16.2ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.29, BBox=(391,67,591,290) 0: 480x640 1 Pothole, 16.6ms Speed: 2.3ms preprocess, 16.6ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.33, BBox=(390,64,591,287) 0: 480x640 1 Pothole, 18.1ms Speed: 2.0ms preprocess, 18.1ms inference, 2.3ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.33, BBox=(390,64,591,287) 0: 480x640 1 Pothole, 16.4ms Speed: 2.2ms preprocess, 16.4ms inference, 3.0ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.28, BBox=(390,64,589,282) 0: 480x640 1 Pothole, 16.3ms Speed: 2.7ms preprocess, 16.3ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.28, BBox=(390,64,589,282) 0: 480x640 1 Pothole, 17.5ms Speed: 1.8ms preprocess, 17.5ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.36, BBox=(395,64,591,281) 0: 480x640 1 Pothole, 16.3ms Speed: 1.8ms preprocess, 16.3ms inference, 2.1ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.36, BBox=(395,64,591,281) 0: 480x640 (no detections), 15.9ms Speed: 1.6ms preprocess, 15.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 16.0ms Speed: 1.8ms preprocess, 16.0ms inference, 3.7ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.37, BBox=(408,69,617,265) 0: 480x640 1 Pothole, 15.6ms Speed: 1.5ms preprocess, 15.6ms inference, 2.7ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.37, BBox=(408,69,617,265) 0: 480x640 1 Pothole, 16.1ms Speed: 2.5ms preprocess, 16.1ms inference, 2.2ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.43, BBox=(407,65,610,268) 0: 480x640 1 Pothole, 16.1ms Speed: 1.7ms preprocess, 16.1ms inference, 2.2ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.43, BBox=(407,65,610,268) 0: 480x640 1 Pothole, 17.5ms Speed: 1.6ms preprocess, 17.5ms inference, 2.1ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.46, BBox=(406,59,612,268) 0: 480x640 1 Pothole, 16.0ms Speed: 2.1ms preprocess, 16.0ms inference, 2.4ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.46, BBox=(406,59,612,268) 0: 480x640 1 Pothole, 15.6ms Speed: 1.6ms preprocess, 15.6ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.45, BBox=(406,53,608,264) 0: 480x640 1 Pothole, 21.2ms Speed: 2.1ms preprocess, 21.2ms inference, 2.8ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.45, BBox=(406,53,608,264) 0: 480x640 1 Pothole, 16.4ms Speed: 2.3ms preprocess, 16.4ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.41, BBox=(403,38,611,265)
InΒ [8]:
import cv2
from ultralytics import YOLO
# Load YOLO model
model = YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
# Open camera (0=laptop webcam, 1=external, 2+=Camo virtual cam)
cap = cv2.VideoCapture(0)
if not cap.isOpened():
print("Cannot access camera")
exit()
# Get frame size & FPS for saving
frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
fps = int(cap.get(cv2.CAP_PROP_FPS)) # fallback if FPS=0
# Define VideoWriter (save as MP4)
out = cv2.VideoWriter(
"pothole_detection_output.mp4",
cv2.VideoWriter_fourcc(*'mp4v'), # codec
fps,
(frame_width, frame_height)
)
while True:
ret, frame = cap.read()
if not ret:
print("Failed to grab frame")
break
results = model(frame, conf=0.25)
annotated_frame = results[0].plot()
# Save frame to output file
out.write(annotated_frame)
# Show live
cv2.imshow("YOLOv11 Pothole Detection", annotated_frame)
# Print detections
for box in results[0].boxes:
cls_id = int(box.cls[0])
conf = float(box.conf[0])
x1, y1, x2, y2 = box.xyxy[0].tolist()
print(f"Pothole detected: Conf={conf:.2f}, BBox=({x1:.0f},{y1:.0f},{x2:.0f},{y2:.0f})")
if cv2.waitKey(1) & 0xFF == ord('q'):
break
cap.release()
out.release() # save file properly
cv2.destroyAllWindows()
0: 384x640 (no detections), 11.9ms Speed: 0.9ms preprocess, 11.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.2ms Speed: 1.8ms preprocess, 7.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.7ms Speed: 2.0ms preprocess, 8.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 16.0ms Speed: 2.4ms preprocess, 16.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.8ms Speed: 1.4ms preprocess, 7.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.5ms Speed: 1.8ms preprocess, 9.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.1ms Speed: 1.5ms preprocess, 9.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.7ms Speed: 2.0ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 10.6ms Speed: 1.7ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.7ms Speed: 1.5ms preprocess, 7.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.6ms Speed: 1.1ms preprocess, 7.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.1ms Speed: 1.3ms preprocess, 8.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.6ms Speed: 1.3ms preprocess, 9.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.1ms Speed: 1.4ms preprocess, 9.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.2ms Speed: 1.3ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.9ms Speed: 2.4ms preprocess, 7.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.0ms Speed: 1.4ms preprocess, 8.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.1ms Speed: 1.2ms preprocess, 8.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.5ms Speed: 2.2ms preprocess, 8.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.1ms Speed: 1.1ms preprocess, 7.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.2ms Speed: 1.1ms preprocess, 9.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.8ms Speed: 1.3ms preprocess, 7.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.1ms Speed: 1.6ms preprocess, 7.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.5ms Speed: 1.6ms preprocess, 8.5ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 11.6ms Speed: 1.6ms preprocess, 11.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 6.8ms Speed: 1.4ms preprocess, 6.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.0ms Speed: 1.5ms preprocess, 7.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.1ms Speed: 1.1ms preprocess, 8.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.5ms Speed: 1.7ms preprocess, 7.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.4ms Speed: 1.6ms preprocess, 8.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.7ms Speed: 1.2ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.2ms Speed: 1.5ms preprocess, 8.2ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.7ms Speed: 1.2ms preprocess, 7.7ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.7ms Speed: 1.2ms preprocess, 8.7ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.9ms Speed: 1.5ms preprocess, 7.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 10.1ms Speed: 2.1ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 6.7ms Speed: 1.1ms preprocess, 6.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.6ms Speed: 1.2ms preprocess, 7.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 6.8ms Speed: 1.6ms preprocess, 6.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 12.1ms Speed: 1.2ms preprocess, 12.1ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 13.9ms Speed: 1.5ms preprocess, 13.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.0ms Speed: 1.4ms preprocess, 7.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.1ms Speed: 1.1ms preprocess, 7.1ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.1ms Speed: 1.7ms preprocess, 9.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.2ms Speed: 1.5ms preprocess, 9.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 6.7ms Speed: 1.6ms preprocess, 6.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.9ms Speed: 1.1ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.6ms Speed: 1.3ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 6.7ms Speed: 1.8ms preprocess, 6.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 10.0ms Speed: 1.3ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.3ms Speed: 1.1ms preprocess, 9.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.2ms Speed: 1.6ms preprocess, 8.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.2ms Speed: 1.2ms preprocess, 7.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.7ms Speed: 1.3ms preprocess, 7.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.4ms Speed: 1.7ms preprocess, 7.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.6ms Speed: 1.7ms preprocess, 8.6ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.8ms Speed: 1.3ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.5ms Speed: 1.9ms preprocess, 9.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.1ms Speed: 1.3ms preprocess, 7.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 6.8ms Speed: 1.1ms preprocess, 6.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.6ms Speed: 1.3ms preprocess, 7.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 6.7ms Speed: 1.2ms preprocess, 6.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.0ms Speed: 1.5ms preprocess, 7.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.1ms Speed: 1.8ms preprocess, 8.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.1ms Speed: 1.5ms preprocess, 8.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 13.2ms Speed: 1.3ms preprocess, 13.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.6ms Speed: 2.8ms preprocess, 9.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.7ms Speed: 1.3ms preprocess, 7.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.7ms Speed: 1.1ms preprocess, 7.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.3ms Speed: 1.6ms preprocess, 9.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.7ms Speed: 1.5ms preprocess, 7.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.8ms Speed: 1.6ms preprocess, 7.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.3ms Speed: 1.2ms preprocess, 9.3ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.8ms Speed: 1.2ms preprocess, 7.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.8ms Speed: 1.1ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.3ms Speed: 1.3ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.9ms Speed: 1.2ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.0ms Speed: 1.3ms preprocess, 8.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.6ms Speed: 1.4ms preprocess, 9.6ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.7ms Speed: 1.3ms preprocess, 9.7ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.4ms Speed: 1.4ms preprocess, 9.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.7ms Speed: 1.2ms preprocess, 9.7ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 7.9ms Speed: 1.2ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.6ms Speed: 1.4ms preprocess, 8.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 11.4ms Speed: 1.1ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.1ms Speed: 1.2ms preprocess, 8.1ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.1ms Speed: 1.1ms preprocess, 8.1ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.3ms Speed: 1.2ms preprocess, 8.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.3ms Speed: 1.1ms preprocess, 8.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.6ms Speed: 1.2ms preprocess, 8.6ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.2ms Speed: 1.2ms preprocess, 8.2ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.3ms Speed: 1.5ms preprocess, 8.3ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.2ms Speed: 1.1ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.2ms Speed: 1.2ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.3ms Speed: 1.1ms preprocess, 8.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 10.0ms Speed: 1.5ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.1ms Speed: 1.2ms preprocess, 9.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.9ms Speed: 1.2ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.3ms Speed: 1.2ms preprocess, 8.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.3ms Speed: 1.1ms preprocess, 8.3ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 10.1ms Speed: 1.4ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.4ms Speed: 1.3ms preprocess, 8.4ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.5ms Speed: 1.2ms preprocess, 9.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.4ms Speed: 1.2ms preprocess, 8.4ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 8.5ms Speed: 1.1ms preprocess, 8.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.2ms Speed: 1.4ms preprocess, 9.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.6ms Speed: 1.9ms preprocess, 9.6ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 10.8ms Speed: 1.5ms preprocess, 10.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.4ms Speed: 1.3ms preprocess, 9.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.2ms Speed: 1.3ms preprocess, 9.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.6ms Speed: 1.2ms preprocess, 9.6ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.5ms Speed: 1.6ms preprocess, 9.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 9.4ms Speed: 1.4ms preprocess, 9.4ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 11.9ms Speed: 2.5ms preprocess, 11.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 11.7ms Speed: 2.1ms preprocess, 11.7ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 10.0ms Speed: 1.5ms preprocess, 10.0ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 11.1ms Speed: 1.3ms preprocess, 11.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 1 Pothole, 20.1ms Speed: 2.3ms preprocess, 20.1ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.59, BBox=(607,190,796,465) 0: 384x640 1 Pothole, 19.4ms Speed: 2.6ms preprocess, 19.4ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.56, BBox=(610,195,798,469) 0: 384x640 1 Pothole, 11.5ms Speed: 1.8ms preprocess, 11.5ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.65, BBox=(595,203,805,470) 0: 384x640 1 Pothole, 9.2ms Speed: 1.2ms preprocess, 9.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.60, BBox=(598,197,793,468) 0: 384x640 1 Pothole, 10.8ms Speed: 1.8ms preprocess, 10.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.65, BBox=(596,200,799,470) 0: 384x640 1 Pothole, 20.6ms Speed: 2.3ms preprocess, 20.6ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.63, BBox=(594,199,796,472) 0: 384x640 1 Pothole, 11.3ms Speed: 1.3ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.60, BBox=(601,201,803,471) 0: 384x640 1 Pothole, 9.5ms Speed: 1.1ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.63, BBox=(598,198,812,468) 0: 384x640 1 Pothole, 9.8ms Speed: 1.4ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.67, BBox=(595,195,800,468) 0: 384x640 1 Pothole, 10.3ms Speed: 2.0ms preprocess, 10.3ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.66, BBox=(587,188,810,468) 0: 384x640 1 Pothole, 9.6ms Speed: 2.0ms preprocess, 9.6ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.63, BBox=(585,187,812,467) 0: 384x640 1 Pothole, 9.6ms Speed: 1.3ms preprocess, 9.6ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.57, BBox=(586,185,809,468) 0: 384x640 1 Pothole, 9.8ms Speed: 2.0ms preprocess, 9.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.62, BBox=(582,184,808,466) 0: 384x640 1 Pothole, 15.5ms Speed: 2.4ms preprocess, 15.5ms inference, 3.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.58, BBox=(572,184,813,469) 0: 384x640 1 Pothole, 12.0ms Speed: 1.7ms preprocess, 12.0ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.57, BBox=(578,183,802,467) 0: 384x640 1 Pothole, 11.7ms Speed: 1.9ms preprocess, 11.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.57, BBox=(578,183,802,467) 0: 384x640 1 Pothole, 11.8ms Speed: 1.6ms preprocess, 11.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.58, BBox=(573,182,801,468) 0: 384x640 1 Pothole, 12.1ms Speed: 1.7ms preprocess, 12.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.65, BBox=(576,178,792,462) 0: 384x640 1 Pothole, 11.6ms Speed: 1.6ms preprocess, 11.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.65, BBox=(570,176,801,463) 0: 384x640 1 Pothole, 11.7ms Speed: 1.3ms preprocess, 11.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.60, BBox=(960,424,1139,674) 0: 384x640 1 Pothole, 9.7ms Speed: 1.4ms preprocess, 9.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(962,432,1137,675) 0: 384x640 1 Pothole, 11.9ms Speed: 1.4ms preprocess, 11.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.68, BBox=(966,429,1137,673) 0: 384x640 1 Pothole, 22.3ms Speed: 3.1ms preprocess, 22.3ms inference, 4.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.77, BBox=(641,417,837,663) 0: 384x640 1 Pothole, 12.1ms Speed: 2.6ms preprocess, 12.1ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.76, BBox=(640,417,854,665) 0: 384x640 1 Pothole, 13.8ms Speed: 2.2ms preprocess, 13.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.76, BBox=(643,415,853,663) 0: 384x640 1 Pothole, 16.1ms Speed: 1.9ms preprocess, 16.1ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.76, BBox=(643,415,853,663) 0: 384x640 1 Pothole, 12.3ms Speed: 1.6ms preprocess, 12.3ms inference, 4.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(640,410,868,662) 0: 384x640 1 Pothole, 14.5ms Speed: 1.7ms preprocess, 14.5ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(640,410,865,661) 0: 384x640 1 Pothole, 10.0ms Speed: 1.6ms preprocess, 10.0ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(637,409,863,662) 0: 384x640 1 Pothole, 15.1ms Speed: 2.4ms preprocess, 15.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(637,410,862,663) 0: 384x640 1 Pothole, 10.4ms Speed: 1.4ms preprocess, 10.4ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(637,411,851,663) 0: 384x640 1 Pothole, 10.0ms Speed: 1.5ms preprocess, 10.0ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(637,412,853,664) 0: 384x640 1 Pothole, 10.2ms Speed: 1.4ms preprocess, 10.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(636,411,857,663) 0: 384x640 1 Pothole, 17.3ms Speed: 2.5ms preprocess, 17.3ms inference, 4.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(638,413,858,664) 0: 384x640 1 Pothole, 22.2ms Speed: 2.5ms preprocess, 22.2ms inference, 3.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.68, BBox=(639,413,852,663) 0: 384x640 1 Pothole, 10.4ms Speed: 1.9ms preprocess, 10.4ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(636,415,847,664) 0: 384x640 1 Pothole, 12.3ms Speed: 1.5ms preprocess, 12.3ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(637,417,848,665) 0: 384x640 1 Pothole, 13.0ms Speed: 3.2ms preprocess, 13.0ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(636,416,851,667) 0: 384x640 1 Pothole, 10.9ms Speed: 1.7ms preprocess, 10.9ms inference, 4.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(638,416,852,667) 0: 384x640 1 Pothole, 16.9ms Speed: 2.3ms preprocess, 16.9ms inference, 4.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(637,416,850,667) 0: 384x640 1 Pothole, 21.1ms Speed: 1.9ms preprocess, 21.1ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(638,417,848,667) 0: 384x640 1 Pothole, 17.0ms Speed: 2.3ms preprocess, 17.0ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(638,416,852,667) 0: 384x640 1 Pothole, 15.7ms Speed: 2.5ms preprocess, 15.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(638,412,847,664) 0: 384x640 1 Pothole, 16.1ms Speed: 2.3ms preprocess, 16.1ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(638,412,847,664) 0: 384x640 1 Pothole, 22.5ms Speed: 2.2ms preprocess, 22.5ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(635,410,859,663) 0: 384x640 1 Pothole, 10.8ms Speed: 2.3ms preprocess, 10.8ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(635,410,869,664) 0: 384x640 1 Pothole, 18.2ms Speed: 1.5ms preprocess, 18.2ms inference, 4.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(635,410,862,663) 0: 384x640 1 Pothole, 17.4ms Speed: 2.1ms preprocess, 17.4ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(636,408,867,662) 0: 384x640 1 Pothole, 12.2ms Speed: 1.8ms preprocess, 12.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(636,410,858,662) 0: 384x640 1 Pothole, 13.7ms Speed: 1.8ms preprocess, 13.7ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(636,410,865,664) 0: 384x640 1 Pothole, 13.3ms Speed: 1.7ms preprocess, 13.3ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(636,410,862,664) 0: 384x640 1 Pothole, 11.1ms Speed: 2.2ms preprocess, 11.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(636,410,862,664) 0: 384x640 1 Pothole, 12.9ms Speed: 1.8ms preprocess, 12.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(635,411,862,663) 0: 384x640 1 Pothole, 10.9ms Speed: 1.5ms preprocess, 10.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(637,412,863,664) 0: 384x640 1 Pothole, 10.9ms Speed: 1.2ms preprocess, 10.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(637,412,863,664) 0: 384x640 1 Pothole, 10.9ms Speed: 1.3ms preprocess, 10.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(636,413,859,665) 0: 384x640 1 Pothole, 23.2ms Speed: 3.8ms preprocess, 23.2ms inference, 3.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(635,414,855,664) 0: 384x640 1 Pothole, 19.3ms Speed: 1.5ms preprocess, 19.3ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(637,415,857,663) 0: 384x640 1 Pothole, 12.3ms Speed: 2.8ms preprocess, 12.3ms inference, 4.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(637,415,857,663) 0: 384x640 1 Pothole, 13.5ms Speed: 2.2ms preprocess, 13.5ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(638,414,858,663) 0: 384x640 1 Pothole, 11.1ms Speed: 1.7ms preprocess, 11.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(638,414,858,663) 0: 384x640 1 Pothole, 11.0ms Speed: 1.6ms preprocess, 11.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(637,415,854,663) 0: 384x640 1 Pothole, 16.3ms Speed: 2.6ms preprocess, 16.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(637,416,851,663) 0: 384x640 1 Pothole, 13.4ms Speed: 2.0ms preprocess, 13.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(636,415,859,664) 0: 384x640 1 Pothole, 13.2ms Speed: 2.4ms preprocess, 13.2ms inference, 4.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(636,415,857,663) 0: 384x640 (no detections), 14.3ms Speed: 1.8ms preprocess, 14.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 11.7ms Speed: 1.6ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 1 Pothole, 12.8ms Speed: 1.6ms preprocess, 12.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.33, BBox=(339,199,539,388) 0: 384x640 1 Pothole, 19.2ms Speed: 1.7ms preprocess, 19.2ms inference, 5.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.67, BBox=(566,172,819,465) 0: 384x640 1 Pothole, 16.6ms Speed: 2.1ms preprocess, 16.6ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.67, BBox=(566,172,819,465) 0: 384x640 1 Pothole, 11.3ms Speed: 2.3ms preprocess, 11.3ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(567,172,804,458) 0: 384x640 1 Pothole, 11.5ms Speed: 2.2ms preprocess, 11.5ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(565,171,805,456) 0: 384x640 1 Pothole, 13.3ms Speed: 1.3ms preprocess, 13.3ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.66, BBox=(586,164,795,450) 0: 384x640 1 Pothole, 12.7ms Speed: 1.7ms preprocess, 12.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(581,156,801,430) 0: 384x640 1 Pothole, 11.3ms Speed: 2.3ms preprocess, 11.3ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.66, BBox=(586,153,802,428) 0: 384x640 1 Pothole, 11.3ms Speed: 2.0ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.67, BBox=(574,151,816,428) 0: 384x640 1 Pothole, 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.67, BBox=(574,151,816,428) 0: 384x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 2 Potholes, 13.6ms Speed: 1.4ms preprocess, 13.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(644,230,876,393) Pothole detected: Conf=0.34, BBox=(471,224,666,302) 0: 384x640 2 Potholes, 13.9ms Speed: 2.2ms preprocess, 13.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(644,229,877,393) Pothole detected: Conf=0.28, BBox=(472,224,664,301) 0: 384x640 2 Potholes, 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(643,231,879,395) Pothole detected: Conf=0.30, BBox=(472,225,664,300) 0: 384x640 1 Pothole, 13.8ms Speed: 2.1ms preprocess, 13.8ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(644,231,880,396) 0: 384x640 1 Pothole, 11.5ms Speed: 1.5ms preprocess, 11.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(646,231,882,399) 0: 384x640 1 Pothole, 11.4ms Speed: 1.6ms preprocess, 11.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(645,230,883,400) 0: 384x640 2 Potholes, 11.2ms Speed: 1.3ms preprocess, 11.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(645,231,884,401) Pothole detected: Conf=0.26, BBox=(422,168,543,262) 0: 384x640 2 Potholes, 11.3ms Speed: 1.7ms preprocess, 11.3ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(650,228,894,402) Pothole detected: Conf=0.26, BBox=(422,162,556,260) 0: 384x640 2 Potholes, 11.6ms Speed: 1.3ms preprocess, 11.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.67, BBox=(651,225,898,402) Pothole detected: Conf=0.27, BBox=(495,216,686,304) 0: 384x640 2 Potholes, 16.4ms Speed: 3.0ms preprocess, 16.4ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(662,221,904,400) Pothole detected: Conf=0.26, BBox=(425,157,565,255) 0: 384x640 3 Potholes, 13.3ms Speed: 1.3ms preprocess, 13.3ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(663,220,907,399) Pothole detected: Conf=0.29, BBox=(425,153,566,249) Pothole detected: Conf=0.27, BBox=(500,212,688,297) 0: 384x640 2 Potholes, 14.0ms Speed: 2.0ms preprocess, 14.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(671,220,909,399) Pothole detected: Conf=0.31, BBox=(504,209,690,295) 0: 384x640 2 Potholes, 13.6ms Speed: 1.6ms preprocess, 13.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(673,222,912,400) Pothole detected: Conf=0.28, BBox=(425,153,576,245) 0: 384x640 3 Potholes, 13.4ms Speed: 1.3ms preprocess, 13.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.65, BBox=(690,231,929,415) Pothole detected: Conf=0.30, BBox=(526,219,718,319) Pothole detected: Conf=0.28, BBox=(425,160,595,249) 0: 384x640 3 Potholes, 11.3ms Speed: 1.9ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(692,234,931,416) Pothole detected: Conf=0.45, BBox=(425,159,607,252) Pothole detected: Conf=0.26, BBox=(534,223,717,312) 0: 384x640 3 Potholes, 11.4ms Speed: 1.7ms preprocess, 11.4ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(695,237,934,418) Pothole detected: Conf=0.57, BBox=(425,166,599,252) Pothole detected: Conf=0.30, BBox=(537,226,719,308) 0: 384x640 2 Potholes, 12.8ms Speed: 1.4ms preprocess, 12.8ms inference, 3.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(700,239,943,427) Pothole detected: Conf=0.61, BBox=(424,168,604,253) 0: 384x640 2 Potholes, 13.7ms Speed: 1.3ms preprocess, 13.7ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(700,239,943,427) Pothole detected: Conf=0.61, BBox=(424,168,604,253) 0: 384x640 2 Potholes, 11.4ms Speed: 1.3ms preprocess, 11.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.76, BBox=(706,246,944,426) Pothole detected: Conf=0.64, BBox=(425,168,618,253) 0: 384x640 3 Potholes, 14.2ms Speed: 1.4ms preprocess, 14.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(715,254,955,435) Pothole detected: Conf=0.66, BBox=(434,172,630,258) Pothole detected: Conf=0.29, BBox=(562,237,736,313) 0: 384x640 3 Potholes, 11.4ms Speed: 1.6ms preprocess, 11.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(722,259,960,437) Pothole detected: Conf=0.65, BBox=(437,175,633,259) Pothole detected: Conf=0.27, BBox=(566,238,748,327) 0: 384x640 3 Potholes, 11.4ms Speed: 1.1ms preprocess, 11.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(730,261,965,439) Pothole detected: Conf=0.65, BBox=(441,176,641,261) Pothole detected: Conf=0.34, BBox=(571,241,746,320) 0: 384x640 3 Potholes, 11.5ms Speed: 1.7ms preprocess, 11.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(737,264,968,443) Pothole detected: Conf=0.65, BBox=(445,181,641,263) Pothole detected: Conf=0.40, BBox=(572,242,752,328) 0: 384x640 3 Potholes, 11.5ms Speed: 1.9ms preprocess, 11.5ms inference, 6.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(737,267,971,445) Pothole detected: Conf=0.69, BBox=(449,184,645,265) Pothole detected: Conf=0.33, BBox=(578,244,752,328) 0: 384x640 3 Potholes, 13.5ms Speed: 1.4ms preprocess, 13.5ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(740,271,973,452) Pothole detected: Conf=0.71, BBox=(451,186,647,267) Pothole detected: Conf=0.32, BBox=(582,246,758,326) 0: 384x640 3 Potholes, 13.6ms Speed: 1.5ms preprocess, 13.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.76, BBox=(744,275,976,457) Pothole detected: Conf=0.71, BBox=(454,185,648,266) Pothole detected: Conf=0.31, BBox=(583,248,758,325) 0: 384x640 3 Potholes, 11.6ms Speed: 1.5ms preprocess, 11.6ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.76, BBox=(744,275,976,457) Pothole detected: Conf=0.71, BBox=(454,185,648,266) Pothole detected: Conf=0.31, BBox=(583,248,758,325) 0: 384x640 3 Potholes, 13.8ms Speed: 1.3ms preprocess, 13.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.77, BBox=(746,275,978,459) Pothole detected: Conf=0.69, BBox=(455,183,650,262) Pothole detected: Conf=0.27, BBox=(582,244,760,324) 0: 384x640 3 Potholes, 11.9ms Speed: 1.4ms preprocess, 11.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(753,280,977,456) Pothole detected: Conf=0.67, BBox=(461,180,652,258) Pothole detected: Conf=0.31, BBox=(590,246,773,337) 0: 384x640 3 Potholes, 12.2ms Speed: 1.9ms preprocess, 12.2ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(749,274,968,450) Pothole detected: Conf=0.68, BBox=(454,169,649,248) Pothole detected: Conf=0.33, BBox=(586,237,766,327) 0: 384x640 3 Potholes, 12.6ms Speed: 2.0ms preprocess, 12.6ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.64, BBox=(457,167,655,244) Pothole detected: Conf=0.60, BBox=(759,276,966,446) Pothole detected: Conf=0.35, BBox=(593,233,778,335) 0: 384x640 3 Potholes, 13.9ms Speed: 1.5ms preprocess, 13.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.63, BBox=(457,159,652,242) Pothole detected: Conf=0.37, BBox=(592,227,787,343) Pothole detected: Conf=0.32, BBox=(766,274,966,442) 0: 384x640 3 Potholes, 11.8ms Speed: 1.5ms preprocess, 11.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(455,153,655,237) Pothole detected: Conf=0.47, BBox=(766,273,963,441) Pothole detected: Conf=0.37, BBox=(590,221,787,340) 0: 384x640 3 Potholes, 11.7ms Speed: 1.3ms preprocess, 11.7ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(459,144,649,230) Pothole detected: Conf=0.44, BBox=(772,267,960,442) Pothole detected: Conf=0.31, BBox=(594,216,784,340) 0: 384x640 3 Potholes, 13.8ms Speed: 1.3ms preprocess, 13.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.68, BBox=(460,130,654,220) Pothole detected: Conf=0.53, BBox=(592,205,795,336) Pothole detected: Conf=0.40, BBox=(769,258,958,429) 0: 384x640 3 Potholes, 14.2ms Speed: 1.9ms preprocess, 14.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.65, BBox=(460,121,657,212) Pothole detected: Conf=0.45, BBox=(594,196,798,324) Pothole detected: Conf=0.41, BBox=(772,253,951,422) 0: 384x640 3 Potholes, 11.7ms Speed: 1.3ms preprocess, 11.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.65, BBox=(460,121,657,212) Pothole detected: Conf=0.45, BBox=(594,196,798,324) Pothole detected: Conf=0.41, BBox=(772,253,951,422) 0: 384x640 3 Potholes, 11.9ms Speed: 1.4ms preprocess, 11.9ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(460,125,671,211) Pothole detected: Conf=0.49, BBox=(281,72,432,150) Pothole detected: Conf=0.42, BBox=(597,208,803,341) 0: 384x640 3 Potholes, 13.7ms Speed: 1.8ms preprocess, 13.7ms inference, 3.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(464,130,672,214) Pothole detected: Conf=0.52, BBox=(283,77,437,157) Pothole detected: Conf=0.51, BBox=(600,213,805,345) 0: 384x640 3 Potholes, 11.8ms Speed: 1.3ms preprocess, 11.8ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(466,130,676,215) Pothole detected: Conf=0.45, BBox=(602,213,815,360) Pothole detected: Conf=0.36, BBox=(280,78,440,160) 0: 384x640 3 Potholes, 17.7ms Speed: 2.5ms preprocess, 17.7ms inference, 4.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(465,135,678,217) Pothole detected: Conf=0.58, BBox=(599,215,815,388) Pothole detected: Conf=0.58, BBox=(277,78,440,159) 0: 384x640 3 Potholes, 13.7ms Speed: 2.0ms preprocess, 13.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(476,140,680,227) Pothole detected: Conf=0.62, BBox=(608,217,823,390) Pothole detected: Conf=0.49, BBox=(292,86,449,164) 0: 384x640 3 Potholes, 19.1ms Speed: 1.3ms preprocess, 19.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.76, BBox=(487,146,697,230) Pothole detected: Conf=0.64, BBox=(284,89,462,168) Pothole detected: Conf=0.34, BBox=(620,227,828,375) 0: 384x640 2 Potholes, 12.1ms Speed: 1.8ms preprocess, 12.1ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(489,155,696,239) Pothole detected: Conf=0.57, BBox=(283,92,469,178) 0: 384x640 3 Potholes, 15.9ms Speed: 2.1ms preprocess, 15.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(497,157,705,242) Pothole detected: Conf=0.41, BBox=(626,237,846,424) Pothole detected: Conf=0.39, BBox=(305,97,475,176) 0: 384x640 3 Potholes, 14.5ms Speed: 2.1ms preprocess, 14.5ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(506,161,709,246) Pothole detected: Conf=0.57, BBox=(313,101,484,181) Pothole detected: Conf=0.51, BBox=(635,244,852,420) 0: 384x640 3 Potholes, 15.2ms Speed: 3.0ms preprocess, 15.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(511,164,716,251) Pothole detected: Conf=0.64, BBox=(312,105,494,185) Pothole detected: Conf=0.39, BBox=(641,248,857,424) 0: 384x640 3 Potholes, 11.9ms Speed: 1.8ms preprocess, 11.9ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.76, BBox=(515,170,720,253) Pothole detected: Conf=0.64, BBox=(315,107,500,185) Pothole detected: Conf=0.38, BBox=(645,254,860,426) 0: 384x640 3 Potholes, 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.76, BBox=(522,170,728,255) Pothole detected: Conf=0.63, BBox=(324,108,505,187) Pothole detected: Conf=0.41, BBox=(651,257,869,423) 0: 384x640 3 Potholes, 11.9ms Speed: 2.2ms preprocess, 11.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(534,170,737,253) Pothole detected: Conf=0.60, BBox=(340,108,518,186) Pothole detected: Conf=0.47, BBox=(662,257,877,427) 0: 384x640 3 Potholes, 12.3ms Speed: 1.7ms preprocess, 12.3ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(540,169,745,253) Pothole detected: Conf=0.55, BBox=(347,104,527,191) Pothole detected: Conf=0.53, BBox=(665,260,891,428) 0: 384x640 3 Potholes, 11.9ms Speed: 1.4ms preprocess, 11.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(548,169,749,255) Pothole detected: Conf=0.60, BBox=(674,258,895,424) Pothole detected: Conf=0.57, BBox=(358,105,535,186) 0: 384x640 3 Potholes, 14.4ms Speed: 3.0ms preprocess, 14.4ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(548,169,749,255) Pothole detected: Conf=0.60, BBox=(674,258,895,424) Pothole detected: Conf=0.57, BBox=(358,105,535,186) 0: 384x640 3 Potholes, 17.1ms Speed: 1.9ms preprocess, 17.1ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(564,172,769,256) Pothole detected: Conf=0.64, BBox=(376,103,552,182) Pothole detected: Conf=0.53, BBox=(690,262,905,427) 0: 384x640 3 Potholes, 12.4ms Speed: 2.0ms preprocess, 12.4ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.77, BBox=(590,176,798,264) Pothole detected: Conf=0.56, BBox=(409,103,585,183) Pothole detected: Conf=0.51, BBox=(708,270,934,433) 0: 384x640 4 Potholes, 12.2ms Speed: 2.3ms preprocess, 12.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(596,176,801,267) Pothole detected: Conf=0.62, BBox=(412,102,590,182) Pothole detected: Conf=0.56, BBox=(718,273,937,434) Pothole detected: Conf=0.30, BBox=(556,302,721,426) 0: 384x640 4 Potholes, 15.1ms Speed: 1.9ms preprocess, 15.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(605,181,814,270) Pothole detected: Conf=0.62, BBox=(422,105,595,186) Pothole detected: Conf=0.57, BBox=(722,276,944,443) Pothole detected: Conf=0.27, BBox=(563,309,731,427) 0: 384x640 4 Potholes, 14.6ms Speed: 1.3ms preprocess, 14.6ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(613,184,819,275) Pothole detected: Conf=0.70, BBox=(430,106,602,189) Pothole detected: Conf=0.65, BBox=(731,284,945,439) Pothole detected: Conf=0.38, BBox=(570,309,736,429) 0: 384x640 3 Potholes, 13.6ms Speed: 2.0ms preprocess, 13.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.78, BBox=(651,200,859,296) Pothole detected: Conf=0.64, BBox=(473,117,644,200) Pothole detected: Conf=0.62, BBox=(767,310,946,445) 0: 384x640 3 Potholes, 13.2ms Speed: 1.2ms preprocess, 13.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(657,205,868,305) Pothole detected: Conf=0.71, BBox=(480,120,648,206) Pothole detected: Conf=0.68, BBox=(778,316,947,445) 0: 384x640 4 Potholes, 13.5ms Speed: 1.7ms preprocess, 13.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(667,208,874,307) Pothole detected: Conf=0.72, BBox=(488,125,656,207) Pothole detected: Conf=0.68, BBox=(786,322,948,446) Pothole detected: Conf=0.28, BBox=(619,336,761,432) 0: 384x640 4 Potholes, 12.1ms Speed: 1.8ms preprocess, 12.1ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(667,208,874,307) Pothole detected: Conf=0.72, BBox=(488,125,656,207) Pothole detected: Conf=0.68, BBox=(786,322,948,446) Pothole detected: Conf=0.28, BBox=(619,336,761,432) 0: 384x640 3 Potholes, 14.4ms Speed: 2.2ms preprocess, 14.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(670,213,885,310) Pothole detected: Conf=0.71, BBox=(495,126,662,212) Pothole detected: Conf=0.64, BBox=(790,325,948,447) 0: 384x640 3 Potholes, 12.5ms Speed: 2.7ms preprocess, 12.5ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.76, BBox=(680,217,894,320) Pothole detected: Conf=0.67, BBox=(800,336,950,452) Pothole detected: Conf=0.64, BBox=(505,130,670,216) 0: 384x640 4 Potholes, 18.4ms Speed: 2.0ms preprocess, 18.4ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(517,140,684,229) Pothole detected: Conf=0.72, BBox=(695,231,908,339) Pothole detected: Conf=0.44, BBox=(811,355,954,469) Pothole detected: Conf=0.31, BBox=(647,366,751,434) 0: 384x640 3 Potholes, 12.2ms Speed: 2.7ms preprocess, 12.2ms inference, 3.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(701,237,915,343) Pothole detected: Conf=0.73, BBox=(521,144,688,235) Pothole detected: Conf=0.38, BBox=(655,370,755,433) 0: 384x640 3 Potholes, 14.3ms Speed: 1.7ms preprocess, 14.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(703,240,920,348) Pothole detected: Conf=0.68, BBox=(525,147,686,237) Pothole detected: Conf=0.27, BBox=(827,371,950,451) 0: 384x640 2 Potholes, 12.2ms Speed: 1.3ms preprocess, 12.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(705,245,924,354) Pothole detected: Conf=0.71, BBox=(528,147,691,239) 0: 384x640 2 Potholes, 12.2ms Speed: 1.9ms preprocess, 12.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.76, BBox=(706,247,932,358) Pothole detected: Conf=0.72, BBox=(527,147,695,242) 0: 384x640 2 Potholes, 12.2ms Speed: 1.6ms preprocess, 12.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.78, BBox=(714,251,937,362) Pothole detected: Conf=0.71, BBox=(537,152,699,245) 0: 384x640 2 Potholes, 14.8ms Speed: 1.3ms preprocess, 14.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.78, BBox=(714,251,937,362) Pothole detected: Conf=0.71, BBox=(537,152,699,245) 0: 384x640 2 Potholes, 12.2ms Speed: 1.3ms preprocess, 12.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.78, BBox=(718,254,940,371) Pothole detected: Conf=0.71, BBox=(540,152,707,247) 0: 384x640 2 Potholes, 14.4ms Speed: 1.9ms preprocess, 14.4ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.76, BBox=(732,268,952,392) Pothole detected: Conf=0.72, BBox=(545,164,712,263) 0: 384x640 2 Potholes, 14.5ms Speed: 1.4ms preprocess, 14.5ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.80, BBox=(738,268,957,390) Pothole detected: Conf=0.73, BBox=(557,165,715,262) 0: 384x640 2 Potholes, 14.4ms Speed: 1.3ms preprocess, 14.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.78, BBox=(745,275,957,400) Pothole detected: Conf=0.74, BBox=(561,166,731,267) 0: 384x640 2 Potholes, 14.7ms Speed: 1.7ms preprocess, 14.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.80, BBox=(754,280,956,410) Pothole detected: Conf=0.74, BBox=(567,167,739,273) 0: 384x640 2 Potholes, 12.5ms Speed: 1.7ms preprocess, 12.5ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.82, BBox=(756,281,957,415) Pothole detected: Conf=0.69, BBox=(568,170,743,276) 0: 384x640 2 Potholes, 14.4ms Speed: 1.4ms preprocess, 14.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.81, BBox=(760,285,957,419) Pothole detected: Conf=0.72, BBox=(573,175,755,275) 0: 384x640 2 Potholes, 12.2ms Speed: 1.7ms preprocess, 12.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.78, BBox=(766,292,956,428) Pothole detected: Conf=0.69, BBox=(575,181,752,283) 0: 384x640 2 Potholes, 12.6ms Speed: 2.6ms preprocess, 12.6ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.78, BBox=(766,292,956,428) Pothole detected: Conf=0.69, BBox=(575,181,752,283) 0: 384x640 2 Potholes, 14.5ms Speed: 2.1ms preprocess, 14.5ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.76, BBox=(769,299,955,438) Pothole detected: Conf=0.75, BBox=(579,184,752,290) 0: 384x640 2 Potholes, 12.2ms Speed: 1.9ms preprocess, 12.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.78, BBox=(581,188,759,294) Pothole detected: Conf=0.77, BBox=(773,305,956,444) 0: 384x640 2 Potholes, 12.3ms Speed: 1.5ms preprocess, 12.3ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(611,214,800,334) Pothole detected: Conf=0.69, BBox=(810,349,959,465) 0: 384x640 2 Potholes, 12.3ms Speed: 1.6ms preprocess, 12.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(618,219,800,343) Pothole detected: Conf=0.66, BBox=(815,356,958,468) 0: 384x640 2 Potholes, 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(621,220,804,340) Pothole detected: Conf=0.65, BBox=(820,360,960,467) 0: 384x640 2 Potholes, 14.1ms Speed: 1.8ms preprocess, 14.1ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(624,224,808,349) Pothole detected: Conf=0.68, BBox=(826,367,960,467) 0: 384x640 2 Potholes, 12.2ms Speed: 1.2ms preprocess, 12.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(624,224,808,349) Pothole detected: Conf=0.68, BBox=(826,367,960,467) 0: 384x640 2 Potholes, 14.4ms Speed: 1.5ms preprocess, 14.4ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.77, BBox=(628,227,813,351) Pothole detected: Conf=0.67, BBox=(830,375,960,468) 0: 384x640 2 Potholes, 12.2ms Speed: 1.3ms preprocess, 12.2ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(634,231,824,365) Pothole detected: Conf=0.60, BBox=(836,383,961,469) 0: 384x640 2 Potholes, 12.1ms Speed: 2.2ms preprocess, 12.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(634,231,824,365) Pothole detected: Conf=0.60, BBox=(836,383,961,469) 0: 384x640 2 Potholes, 12.3ms Speed: 1.8ms preprocess, 12.3ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(634,231,837,367) Pothole detected: Conf=0.61, BBox=(845,382,961,470) 0: 384x640 2 Potholes, 12.1ms Speed: 2.1ms preprocess, 12.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(636,231,835,365) Pothole detected: Conf=0.59, BBox=(847,389,959,470) 0: 384x640 2 Potholes, 12.2ms Speed: 1.4ms preprocess, 12.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(637,235,835,373) Pothole detected: Conf=0.54, BBox=(855,395,959,470) 0: 384x640 2 Potholes, 12.3ms Speed: 2.1ms preprocess, 12.3ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(640,239,837,380) Pothole detected: Conf=0.51, BBox=(857,399,958,471) 0: 384x640 1 Pothole, 14.7ms Speed: 2.1ms preprocess, 14.7ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(652,249,848,397) 0: 384x640 1 Pothole, 15.5ms Speed: 2.1ms preprocess, 15.5ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.76, BBox=(652,257,861,407) 0: 384x640 1 Pothole, 12.6ms Speed: 1.9ms preprocess, 12.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.77, BBox=(659,260,868,423) 0: 384x640 1 Pothole, 14.7ms Speed: 2.1ms preprocess, 14.7ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(659,261,880,426) 0: 384x640 1 Pothole, 15.1ms Speed: 1.5ms preprocess, 15.1ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(663,286,916,431) 0: 384x640 1 Pothole, 15.1ms Speed: 1.8ms preprocess, 15.1ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(665,295,914,429) 0: 384x640 1 Pothole, 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.68, BBox=(665,292,917,447) 0: 384x640 1 Pothole, 16.0ms Speed: 2.5ms preprocess, 16.0ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(665,297,905,450) 0: 384x640 1 Pothole, 14.1ms Speed: 2.0ms preprocess, 14.1ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(665,297,910,450) 0: 384x640 1 Pothole, 12.3ms Speed: 1.6ms preprocess, 12.3ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(654,303,922,450) 0: 384x640 1 Pothole, 12.2ms Speed: 1.8ms preprocess, 12.2ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.67, BBox=(665,323,920,451) 0: 384x640 1 Pothole, 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.65, BBox=(668,325,936,454) 0: 384x640 1 Pothole, 13.4ms Speed: 1.9ms preprocess, 13.4ms inference, 3.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(680,343,930,457) 0: 384x640 1 Pothole, 12.2ms Speed: 2.0ms preprocess, 12.2ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.66, BBox=(687,364,928,462) 0: 384x640 1 Pothole, 12.1ms Speed: 1.4ms preprocess, 12.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.57, BBox=(686,376,920,461) 0: 384x640 1 Pothole, 20.0ms Speed: 1.6ms preprocess, 20.0ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.63, BBox=(689,389,907,470) 0: 384x640 1 Pothole, 18.4ms Speed: 2.3ms preprocess, 18.4ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.35, BBox=(704,403,895,472) 0: 384x640 (no detections), 18.3ms Speed: 2.1ms preprocess, 18.3ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 21.2ms Speed: 1.6ms preprocess, 21.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 21.5ms Speed: 1.5ms preprocess, 21.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 1 Pothole, 18.7ms Speed: 1.5ms preprocess, 18.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.30, BBox=(591,124,738,163) 0: 384x640 2 Potholes, 18.7ms Speed: 1.3ms preprocess, 18.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.38, BBox=(560,145,721,181) Pothole detected: Conf=0.26, BBox=(555,133,749,203) 0: 384x640 3 Potholes, 22.2ms Speed: 1.4ms preprocess, 22.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.35, BBox=(546,151,715,187) Pothole detected: Conf=0.35, BBox=(541,142,742,214) Pothole detected: Conf=0.34, BBox=(539,154,701,195) 0: 384x640 2 Potholes, 22.7ms Speed: 2.2ms preprocess, 22.7ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.40, BBox=(546,160,711,194) Pothole detected: Conf=0.37, BBox=(542,153,740,218) 0: 384x640 2 Potholes, 19.9ms Speed: 1.7ms preprocess, 19.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.49, BBox=(535,184,696,220) Pothole detected: Conf=0.30, BBox=(532,177,729,240) 0: 384x640 2 Potholes, 19.8ms Speed: 1.6ms preprocess, 19.8ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.43, BBox=(540,196,710,235) Pothole detected: Conf=0.36, BBox=(537,192,739,254) 0: 384x640 2 Potholes, 23.4ms Speed: 1.9ms preprocess, 23.4ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.52, BBox=(550,210,719,251) Pothole detected: Conf=0.28, BBox=(545,207,746,272) 0: 384x640 2 Potholes, 23.6ms Speed: 2.1ms preprocess, 23.6ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.48, BBox=(556,212,729,251) Pothole detected: Conf=0.37, BBox=(556,208,759,273) 0: 384x640 2 Potholes, 23.7ms Speed: 1.7ms preprocess, 23.7ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.46, BBox=(566,218,733,254) Pothole detected: Conf=0.37, BBox=(565,211,766,275) 0: 384x640 3 Potholes, 23.8ms Speed: 2.2ms preprocess, 23.8ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.50, BBox=(567,223,743,266) Pothole detected: Conf=0.43, BBox=(565,220,784,283) Pothole detected: Conf=0.34, BBox=(570,227,727,260) 0: 384x640 2 Potholes, 24.3ms Speed: 1.8ms preprocess, 24.3ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.51, BBox=(567,225,735,262) Pothole detected: Conf=0.40, BBox=(568,218,785,281) 0: 384x640 2 Potholes, 25.3ms Speed: 2.0ms preprocess, 25.3ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.49, BBox=(572,224,741,262) Pothole detected: Conf=0.41, BBox=(571,218,798,281) 0: 384x640 2 Potholes, 21.6ms Speed: 1.6ms preprocess, 21.6ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.53, BBox=(583,214,759,253) Pothole detected: Conf=0.36, BBox=(582,209,803,275) 0: 384x640 2 Potholes, 26.1ms Speed: 1.4ms preprocess, 26.1ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.48, BBox=(582,217,762,261) Pothole detected: Conf=0.39, BBox=(589,213,827,284) 0: 384x640 2 Potholes, 25.8ms Speed: 2.5ms preprocess, 25.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.48, BBox=(582,217,762,261) Pothole detected: Conf=0.39, BBox=(589,213,827,284) 0: 384x640 2 Potholes, 26.1ms Speed: 1.9ms preprocess, 26.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.53, BBox=(573,221,756,265) Pothole detected: Conf=0.37, BBox=(574,215,783,278) 0: 384x640 2 Potholes, 26.2ms Speed: 1.5ms preprocess, 26.2ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.52, BBox=(572,232,753,277) Pothole detected: Conf=0.40, BBox=(569,228,789,288) 0: 384x640 2 Potholes, 26.1ms Speed: 1.6ms preprocess, 26.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.55, BBox=(563,224,758,271) Pothole detected: Conf=0.25, BBox=(563,221,802,290) 0: 384x640 2 Potholes, 25.9ms Speed: 1.5ms preprocess, 25.9ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.55, BBox=(563,224,758,271) Pothole detected: Conf=0.25, BBox=(563,221,802,290) 0: 384x640 2 Potholes, 23.4ms Speed: 1.7ms preprocess, 23.4ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.55, BBox=(570,231,760,277) Pothole detected: Conf=0.25, BBox=(567,226,775,291) 0: 384x640 2 Potholes, 23.4ms Speed: 1.7ms preprocess, 23.4ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.47, BBox=(576,232,776,283) Pothole detected: Conf=0.38, BBox=(577,230,801,294) 0: 384x640 2 Potholes, 26.9ms Speed: 2.2ms preprocess, 26.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.54, BBox=(577,243,789,294) Pothole detected: Conf=0.33, BBox=(579,237,810,308) 0: 384x640 2 Potholes, 23.5ms Speed: 1.2ms preprocess, 23.5ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.52, BBox=(575,240,797,293) Pothole detected: Conf=0.28, BBox=(571,233,811,308) 0: 384x640 1 Pothole, 27.5ms Speed: 1.4ms preprocess, 27.5ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.54, BBox=(577,239,801,294) 0: 384x640 1 Pothole, 28.1ms Speed: 1.7ms preprocess, 28.1ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.51, BBox=(569,241,794,305) 0: 384x640 1 Pothole, 29.0ms Speed: 1.4ms preprocess, 29.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.55, BBox=(563,241,794,311) 0: 384x640 1 Pothole, 24.5ms Speed: 1.7ms preprocess, 24.5ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.56, BBox=(557,257,790,324) 0: 384x640 2 Potholes, 24.9ms Speed: 1.8ms preprocess, 24.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.58, BBox=(536,270,780,336) Pothole detected: Conf=0.39, BBox=(528,267,798,354) 0: 384x640 1 Pothole, 28.2ms Speed: 1.4ms preprocess, 28.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.61, BBox=(525,272,770,344) 0: 384x640 1 Pothole, 28.9ms Speed: 1.4ms preprocess, 28.9ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.60, BBox=(522,278,763,347) 0: 384x640 1 Pothole, 25.5ms Speed: 1.9ms preprocess, 25.5ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.60, BBox=(526,277,777,346) 0: 384x640 1 Pothole, 25.9ms Speed: 1.9ms preprocess, 25.9ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.63, BBox=(518,292,783,373) 0: 384x640 1 Pothole, 30.2ms Speed: 1.7ms preprocess, 30.2ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(528,304,794,383) 0: 384x640 1 Pothole, 29.7ms Speed: 1.9ms preprocess, 29.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.67, BBox=(525,304,801,386) 0: 384x640 1 Pothole, 29.8ms Speed: 1.4ms preprocess, 29.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(530,304,817,392) 0: 384x640 1 Pothole, 29.7ms Speed: 2.0ms preprocess, 29.7ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.66, BBox=(541,306,824,392) 0: 384x640 1 Pothole, 30.7ms Speed: 1.5ms preprocess, 30.7ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(540,293,835,389) 0: 384x640 1 Pothole, 30.7ms Speed: 1.5ms preprocess, 30.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(531,279,833,380) 0: 384x640 1 Pothole, 28.7ms Speed: 2.0ms preprocess, 28.7ms inference, 4.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.68, BBox=(511,272,828,377) 0: 384x640 1 Pothole, 27.0ms Speed: 2.3ms preprocess, 27.0ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.68, BBox=(511,272,828,377) 0: 384x640 1 Pothole, 29.9ms Speed: 1.7ms preprocess, 29.9ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(470,253,801,371) 0: 384x640 1 Pothole, 31.2ms Speed: 2.1ms preprocess, 31.2ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(452,242,796,370) 0: 384x640 1 Pothole, 31.7ms Speed: 1.8ms preprocess, 31.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(455,241,803,377) 0: 384x640 1 Pothole, 33.1ms Speed: 1.9ms preprocess, 33.1ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(434,239,800,382) 0: 384x640 1 Pothole, 32.6ms Speed: 1.7ms preprocess, 32.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.76, BBox=(431,236,807,382) 0: 384x640 1 Pothole, 32.5ms Speed: 1.5ms preprocess, 32.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(436,229,824,384) 0: 384x640 1 Pothole, 33.2ms Speed: 2.1ms preprocess, 33.2ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(436,229,824,384) 0: 384x640 1 Pothole, 32.9ms Speed: 2.3ms preprocess, 32.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.67, BBox=(445,211,848,390) 0: 384x640 1 Pothole, 33.2ms Speed: 1.6ms preprocess, 33.2ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(438,188,875,395) 0: 384x640 1 Pothole, 33.0ms Speed: 2.5ms preprocess, 33.0ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(413,175,878,402) 0: 384x640 1 Pothole, 33.2ms Speed: 2.1ms preprocess, 33.2ms inference, 5.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(399,172,875,405) 0: 384x640 1 Pothole, 32.8ms Speed: 2.2ms preprocess, 32.8ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(368,179,876,443) 0: 384x640 1 Pothole, 28.3ms Speed: 1.6ms preprocess, 28.3ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(346,187,868,460) 0: 384x640 1 Pothole, 33.0ms Speed: 2.0ms preprocess, 33.0ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(364,213,876,476) 0: 384x640 1 Pothole, 33.0ms Speed: 1.9ms preprocess, 33.0ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(399,242,897,487) 0: 384x640 1 Pothole, 32.7ms Speed: 1.8ms preprocess, 32.7ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(474,284,933,492) 0: 384x640 1 Pothole, 32.9ms Speed: 1.6ms preprocess, 32.9ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(474,284,933,492) 0: 384x640 2 Potholes, 32.8ms Speed: 2.0ms preprocess, 32.8ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.53, BBox=(483,311,941,494) Pothole detected: Conf=0.53, BBox=(707,346,943,495) 0: 384x640 1 Pothole, 27.1ms Speed: 1.6ms preprocess, 27.1ms inference, 5.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.32, BBox=(737,383,944,495) 0: 384x640 (no detections), 31.5ms Speed: 2.5ms preprocess, 31.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 31.3ms Speed: 2.7ms preprocess, 31.3ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 33.9ms Speed: 1.7ms preprocess, 33.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 31.2ms Speed: 1.7ms preprocess, 31.2ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 31.0ms Speed: 1.5ms preprocess, 31.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 1 Pothole, 26.8ms Speed: 1.8ms preprocess, 26.8ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.32, BBox=(848,213,944,370) 0: 384x640 (no detections), 30.9ms Speed: 2.1ms preprocess, 30.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 1 Pothole, 30.8ms Speed: 1.5ms preprocess, 30.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.33, BBox=(851,235,943,398) 0: 384x640 1 Pothole, 31.3ms Speed: 2.5ms preprocess, 31.3ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.26, BBox=(862,242,945,408) 0: 384x640 2 Potholes, 29.8ms Speed: 2.1ms preprocess, 29.8ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.31, BBox=(878,269,948,426) Pothole detected: Conf=0.29, BBox=(434,119,822,283) 0: 384x640 (no detections), 33.8ms Speed: 1.6ms preprocess, 33.8ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 26.9ms Speed: 2.2ms preprocess, 26.9ms inference, 3.5ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 1 Pothole, 31.4ms Speed: 2.1ms preprocess, 31.4ms inference, 5.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.43, BBox=(448,127,850,291) 0: 384x640 1 Pothole, 28.6ms Speed: 1.9ms preprocess, 28.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.31, BBox=(452,139,842,308) 0: 384x640 1 Pothole, 26.8ms Speed: 2.6ms preprocess, 26.8ms inference, 5.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.56, BBox=(471,166,866,331) 0: 384x640 3 Potholes, 26.8ms Speed: 1.7ms preprocess, 26.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.38, BBox=(468,147,899,346) Pothole detected: Conf=0.31, BBox=(461,125,662,178) Pothole detected: Conf=0.30, BBox=(466,120,680,196) 0: 384x640 3 Potholes, 28.5ms Speed: 2.0ms preprocess, 28.5ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.38, BBox=(468,147,899,346) Pothole detected: Conf=0.31, BBox=(461,125,662,178) Pothole detected: Conf=0.30, BBox=(466,120,680,196) 0: 384x640 3 Potholes, 30.2ms Speed: 1.5ms preprocess, 30.2ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.40, BBox=(469,163,913,357) Pothole detected: Conf=0.36, BBox=(467,121,687,196) Pothole detected: Conf=0.28, BBox=(466,128,666,180) 0: 384x640 1 Pothole, 26.7ms Speed: 1.4ms preprocess, 26.7ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.33, BBox=(482,126,706,211) 0: 384x640 2 Potholes, 33.1ms Speed: 1.4ms preprocess, 33.1ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.35, BBox=(483,129,710,207) Pothole detected: Conf=0.34, BBox=(485,174,922,380) 0: 384x640 2 Potholes, 32.9ms Speed: 2.2ms preprocess, 32.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.34, BBox=(487,132,713,238) Pothole detected: Conf=0.33, BBox=(484,143,697,201) 0: 384x640 2 Potholes, 31.6ms Speed: 1.9ms preprocess, 31.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.42, BBox=(491,139,714,238) Pothole detected: Conf=0.32, BBox=(485,145,698,216) 0: 384x640 4 Potholes, 31.6ms Speed: 2.2ms preprocess, 31.6ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.37, BBox=(488,158,699,218) Pothole detected: Conf=0.37, BBox=(492,151,716,229) Pothole detected: Conf=0.29, BBox=(491,187,928,441) Pothole detected: Conf=0.28, BBox=(490,150,716,266) 0: 384x640 2 Potholes, 34.9ms Speed: 1.6ms preprocess, 34.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.30, BBox=(484,157,715,237) Pothole detected: Conf=0.27, BBox=(487,191,935,458) 0: 384x640 1 Pothole, 27.8ms Speed: 1.6ms preprocess, 27.8ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.36, BBox=(470,161,690,237) 0: 384x640 2 Potholes, 27.9ms Speed: 1.8ms preprocess, 27.9ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.35, BBox=(463,182,704,249) Pothole detected: Conf=0.32, BBox=(525,137,649,169) 0: 384x640 3 Potholes, 32.2ms Speed: 2.5ms preprocess, 32.2ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.37, BBox=(464,191,684,252) Pothole detected: Conf=0.34, BBox=(521,138,648,169) Pothole detected: Conf=0.25, BBox=(460,181,701,314) 0: 384x640 2 Potholes, 29.5ms Speed: 2.7ms preprocess, 29.5ms inference, 3.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.34, BBox=(473,188,718,264) Pothole detected: Conf=0.28, BBox=(529,145,663,174) 0: 384x640 3 Potholes, 27.7ms Speed: 1.7ms preprocess, 27.7ms inference, 4.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.28, BBox=(552,148,678,177) Pothole detected: Conf=0.27, BBox=(475,194,723,260) Pothole detected: Conf=0.26, BBox=(484,187,742,290) 0: 384x640 3 Potholes, 31.3ms Speed: 2.0ms preprocess, 31.3ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.36, BBox=(482,197,730,271) Pothole detected: Conf=0.31, BBox=(484,191,749,294) Pothole detected: Conf=0.26, BBox=(555,153,685,178) 0: 384x640 2 Potholes, 31.6ms Speed: 1.4ms preprocess, 31.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.45, BBox=(475,193,744,280) Pothole detected: Conf=0.34, BBox=(566,146,690,177) 0: 384x640 3 Potholes, 31.3ms Speed: 1.9ms preprocess, 31.3ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.48, BBox=(469,199,732,280) Pothole detected: Conf=0.29, BBox=(540,149,691,184) Pothole detected: Conf=0.26, BBox=(453,198,745,315) 0: 384x640 2 Potholes, 31.3ms Speed: 1.7ms preprocess, 31.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.49, BBox=(446,194,736,297) Pothole detected: Conf=0.30, BBox=(551,148,682,179) 0: 384x640 1 Pothole, 27.4ms Speed: 1.7ms preprocess, 27.4ms inference, 4.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.46, BBox=(446,190,737,298) 0: 384x640 2 Potholes, 27.2ms Speed: 2.1ms preprocess, 27.2ms inference, 6.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.51, BBox=(446,191,740,297) Pothole detected: Conf=0.36, BBox=(542,143,685,175) 0: 384x640 2 Potholes, 27.3ms Speed: 2.0ms preprocess, 27.3ms inference, 5.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.53, BBox=(458,193,735,287) Pothole detected: Conf=0.34, BBox=(560,140,697,174) 0: 384x640 3 Potholes, 31.2ms Speed: 1.6ms preprocess, 31.2ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.53, BBox=(467,191,751,286) Pothole detected: Conf=0.30, BBox=(571,136,710,168) Pothole detected: Conf=0.27, BBox=(457,185,773,334) 0: 384x640 3 Potholes, 27.6ms Speed: 2.9ms preprocess, 27.6ms inference, 5.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.56, BBox=(479,195,761,280) Pothole detected: Conf=0.43, BBox=(588,139,724,173) Pothole detected: Conf=0.35, BBox=(469,194,778,308) 0: 384x640 3 Potholes, 27.6ms Speed: 2.0ms preprocess, 27.6ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.51, BBox=(501,184,813,289) Pothole detected: Conf=0.40, BBox=(621,123,766,162) Pothole detected: Conf=0.36, BBox=(499,179,830,343) 0: 384x640 3 Potholes, 27.7ms Speed: 2.1ms preprocess, 27.7ms inference, 4.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.51, BBox=(502,181,802,274) Pothole detected: Conf=0.41, BBox=(500,178,822,307) Pothole detected: Conf=0.28, BBox=(621,116,771,162) 0: 384x640 3 Potholes, 32.8ms Speed: 2.1ms preprocess, 32.8ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.60, BBox=(504,179,806,274) Pothole detected: Conf=0.42, BBox=(494,176,836,319) Pothole detected: Conf=0.33, BBox=(635,113,768,150) 0: 384x640 4 Potholes, 30.1ms Speed: 1.6ms preprocess, 30.1ms inference, 5.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.52, BBox=(500,177,837,303) Pothole detected: Conf=0.47, BBox=(502,179,819,272) Pothole detected: Conf=0.36, BBox=(380,160,846,448) Pothole detected: Conf=0.35, BBox=(630,112,775,154) 0: 384x640 4 Potholes, 28.5ms Speed: 2.5ms preprocess, 28.5ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.54, BBox=(497,179,836,305) Pothole detected: Conf=0.36, BBox=(630,114,777,158) Pothole detected: Conf=0.34, BBox=(499,183,800,274) Pothole detected: Conf=0.28, BBox=(488,174,841,352) 0: 384x640 4 Potholes, 31.0ms Speed: 1.5ms preprocess, 31.0ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.47, BBox=(483,178,831,305) Pothole detected: Conf=0.39, BBox=(636,116,775,156) Pothole detected: Conf=0.37, BBox=(476,174,837,352) Pothole detected: Conf=0.34, BBox=(419,169,839,430) 0: 384x640 4 Potholes, 31.8ms Speed: 1.5ms preprocess, 31.8ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.57, BBox=(475,177,833,318) Pothole detected: Conf=0.42, BBox=(621,115,776,159) Pothole detected: Conf=0.31, BBox=(434,170,838,418) Pothole detected: Conf=0.27, BBox=(637,120,779,154) 0: 384x640 3 Potholes, 31.6ms Speed: 1.8ms preprocess, 31.6ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.57, BBox=(469,176,829,322) Pothole detected: Conf=0.40, BBox=(632,117,777,158) Pothole detected: Conf=0.34, BBox=(379,165,843,443) 0: 384x640 3 Potholes, 27.3ms Speed: 1.8ms preprocess, 27.3ms inference, 4.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.64, BBox=(455,174,825,327) Pothole detected: Conf=0.41, BBox=(615,110,769,155) Pothole detected: Conf=0.31, BBox=(419,167,832,391) 0: 384x640 4 Potholes, 31.4ms Speed: 1.6ms preprocess, 31.4ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.57, BBox=(441,173,829,337) Pothole detected: Conf=0.42, BBox=(612,110,767,157) Pothole detected: Conf=0.33, BBox=(413,168,833,404) Pothole detected: Conf=0.30, BBox=(624,115,770,150) 0: 384x640 3 Potholes, 31.7ms Speed: 1.7ms preprocess, 31.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.60, BBox=(448,175,818,338) Pothole detected: Conf=0.45, BBox=(615,111,769,156) Pothole detected: Conf=0.35, BBox=(409,170,828,411) 0: 384x640 3 Potholes, 31.3ms Speed: 1.5ms preprocess, 31.3ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.55, BBox=(437,194,844,360) Pothole detected: Conf=0.43, BBox=(641,119,790,158) Pothole detected: Conf=0.42, BBox=(418,179,850,434) 0: 384x640 3 Potholes, 31.6ms Speed: 1.6ms preprocess, 31.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.62, BBox=(450,197,866,368) Pothole detected: Conf=0.46, BBox=(444,188,877,439) Pothole detected: Conf=0.42, BBox=(649,123,800,165) 0: 384x640 3 Potholes, 27.1ms Speed: 1.6ms preprocess, 27.1ms inference, 4.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.62, BBox=(450,197,866,368) Pothole detected: Conf=0.46, BBox=(444,188,877,439) Pothole detected: Conf=0.42, BBox=(649,123,800,165) 0: 384x640 3 Potholes, 27.4ms Speed: 1.4ms preprocess, 27.4ms inference, 5.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.59, BBox=(454,183,893,438) Pothole detected: Conf=0.42, BBox=(671,124,829,168) Pothole detected: Conf=0.35, BBox=(470,197,881,375) 0: 384x640 3 Potholes, 31.3ms Speed: 1.7ms preprocess, 31.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.62, BBox=(460,181,898,435) Pothole detected: Conf=0.40, BBox=(679,123,846,173) Pothole detected: Conf=0.35, BBox=(470,194,884,379) 0: 384x640 2 Potholes, 31.2ms Speed: 2.5ms preprocess, 31.2ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.67, BBox=(456,179,905,436) Pothole detected: Conf=0.42, BBox=(688,122,851,171) 0: 384x640 2 Potholes, 29.0ms Speed: 2.1ms preprocess, 29.0ms inference, 6.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.67, BBox=(451,182,904,436) Pothole detected: Conf=0.43, BBox=(689,118,857,170) 0: 384x640 2 Potholes, 27.3ms Speed: 2.6ms preprocess, 27.3ms inference, 4.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(430,191,893,436) Pothole detected: Conf=0.45, BBox=(688,128,855,180) 0: 384x640 2 Potholes, 31.1ms Speed: 2.2ms preprocess, 31.1ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(412,192,883,433) Pothole detected: Conf=0.46, BBox=(681,114,848,169) 0: 384x640 2 Potholes, 31.5ms Speed: 1.8ms preprocess, 31.5ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(385,187,876,439) Pothole detected: Conf=0.51, BBox=(668,113,833,169) 0: 384x640 2 Potholes, 31.3ms Speed: 1.7ms preprocess, 31.3ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(379,187,871,441) Pothole detected: Conf=0.48, BBox=(663,113,830,170) 0: 384x640 2 Potholes, 31.4ms Speed: 2.0ms preprocess, 31.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.67, BBox=(362,205,860,452) Pothole detected: Conf=0.49, BBox=(655,133,827,186) 0: 384x640 2 Potholes, 31.2ms Speed: 1.5ms preprocess, 31.2ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.62, BBox=(359,217,851,451) Pothole detected: Conf=0.53, BBox=(649,139,823,190) 0: 384x640 2 Potholes, 26.8ms Speed: 1.8ms preprocess, 26.8ms inference, 3.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.60, BBox=(356,222,853,449) Pothole detected: Conf=0.54, BBox=(651,144,829,193) 0: 384x640 2 Potholes, 30.9ms Speed: 1.7ms preprocess, 30.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.63, BBox=(353,248,855,449) Pothole detected: Conf=0.47, BBox=(658,149,834,195) 0: 384x640 2 Potholes, 31.3ms Speed: 2.3ms preprocess, 31.3ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.62, BBox=(350,245,858,448) Pothole detected: Conf=0.48, BBox=(654,144,834,199) 0: 384x640 2 Potholes, 26.8ms Speed: 1.5ms preprocess, 26.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.56, BBox=(655,147,833,206) Pothole detected: Conf=0.51, BBox=(355,237,839,443) 0: 384x640 2 Potholes, 26.8ms Speed: 1.6ms preprocess, 26.8ms inference, 5.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.61, BBox=(641,153,820,207) Pothole detected: Conf=0.37, BBox=(351,253,834,444) 0: 384x640 2 Potholes, 26.9ms Speed: 1.6ms preprocess, 26.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.56, BBox=(623,150,812,207) Pothole detected: Conf=0.35, BBox=(351,273,832,442) 0: 384x640 2 Potholes, 26.9ms Speed: 1.5ms preprocess, 26.9ms inference, 6.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.59, BBox=(618,149,803,206) Pothole detected: Conf=0.30, BBox=(353,268,812,439) 0: 384x640 1 Pothole, 31.8ms Speed: 3.0ms preprocess, 31.8ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.63, BBox=(616,154,802,208) 0: 384x640 1 Pothole, 31.0ms Speed: 1.8ms preprocess, 31.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.55, BBox=(596,164,787,223) 0: 384x640 1 Pothole, 30.9ms Speed: 2.0ms preprocess, 30.9ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.59, BBox=(576,170,769,228) 0: 384x640 1 Pothole, 31.3ms Speed: 1.6ms preprocess, 31.3ms inference, 4.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.59, BBox=(576,170,769,228) 0: 384x640 1 Pothole, 31.8ms Speed: 1.7ms preprocess, 31.8ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.60, BBox=(565,172,761,236) 0: 384x640 1 Pothole, 31.4ms Speed: 1.7ms preprocess, 31.4ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.59, BBox=(553,166,759,227) 0: 384x640 1 Pothole, 28.5ms Speed: 1.9ms preprocess, 28.5ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.59, BBox=(553,166,759,227) 0: 384x640 1 Pothole, 27.7ms Speed: 1.6ms preprocess, 27.7ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.61, BBox=(548,166,755,227) 0: 384x640 1 Pothole, 27.6ms Speed: 1.5ms preprocess, 27.6ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.57, BBox=(552,167,763,240) 0: 384x640 1 Pothole, 28.0ms Speed: 2.5ms preprocess, 28.0ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.57, BBox=(545,169,760,235) 0: 384x640 1 Pothole, 24.7ms Speed: 2.5ms preprocess, 24.7ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.56, BBox=(537,168,757,238) 0: 384x640 1 Pothole, 24.4ms Speed: 2.2ms preprocess, 24.4ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.58, BBox=(535,168,754,239) 0: 384x640 1 Pothole, 27.9ms Speed: 1.6ms preprocess, 27.9ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.63, BBox=(521,168,737,247) 0: 384x640 1 Pothole, 28.4ms Speed: 1.5ms preprocess, 28.4ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.64, BBox=(498,170,719,244) 0: 384x640 1 Pothole, 28.2ms Speed: 2.0ms preprocess, 28.2ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.62, BBox=(425,178,672,261) 0: 384x640 1 Pothole, 28.2ms Speed: 2.2ms preprocess, 28.2ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.64, BBox=(380,182,632,273) 0: 384x640 1 Pothole, 28.2ms Speed: 1.9ms preprocess, 28.2ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.64, BBox=(380,182,632,273) 0: 384x640 1 Pothole, 25.0ms Speed: 2.0ms preprocess, 25.0ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.55, BBox=(377,175,601,269) 0: 384x640 1 Pothole, 24.4ms Speed: 1.8ms preprocess, 24.4ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.37, BBox=(375,165,569,290) 0: 384x640 1 Pothole, 28.0ms Speed: 1.6ms preprocess, 28.0ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.49, BBox=(376,159,543,274) 0: 384x640 1 Pothole, 28.3ms Speed: 2.1ms preprocess, 28.3ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.26, BBox=(373,166,510,277) 0: 384x640 1 Pothole, 24.3ms Speed: 2.1ms preprocess, 24.3ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.40, BBox=(376,163,494,287) 0: 384x640 1 Pothole, 26.8ms Speed: 1.9ms preprocess, 26.8ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.38, BBox=(376,162,487,285) 0: 384x640 1 Pothole, 30.2ms Speed: 1.6ms preprocess, 30.2ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.49, BBox=(675,129,981,312) 0: 384x640 2 Potholes, 30.6ms Speed: 1.8ms preprocess, 30.6ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.37, BBox=(786,149,973,317) Pothole detected: Conf=0.34, BBox=(648,118,977,319) 0: 384x640 2 Potholes, 32.2ms Speed: 1.9ms preprocess, 32.2ms inference, 5.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.37, BBox=(786,149,973,317) Pothole detected: Conf=0.34, BBox=(648,118,977,319) 0: 384x640 2 Potholes, 33.1ms Speed: 1.6ms preprocess, 33.1ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.31, BBox=(658,138,964,316) Pothole detected: Conf=0.29, BBox=(770,146,964,317) 0: 384x640 3 Potholes, 31.1ms Speed: 1.5ms preprocess, 31.1ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.37, BBox=(766,153,953,321) Pothole detected: Conf=0.34, BBox=(706,139,954,319) Pothole detected: Conf=0.30, BBox=(614,120,959,322) 0: 384x640 2 Potholes, 26.8ms Speed: 1.5ms preprocess, 26.8ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.41, BBox=(761,152,951,323) Pothole detected: Conf=0.30, BBox=(614,137,956,319) 0: 384x640 2 Potholes, 26.9ms Speed: 2.0ms preprocess, 26.9ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.44, BBox=(744,165,931,336) Pothole detected: Conf=0.34, BBox=(677,153,933,337) 0: 384x640 2 Potholes, 29.7ms Speed: 3.3ms preprocess, 29.7ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.36, BBox=(649,161,911,344) Pothole detected: Conf=0.33, BBox=(722,168,915,343) 0: 384x640 3 Potholes, 31.4ms Speed: 1.9ms preprocess, 31.4ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.42, BBox=(709,172,912,348) Pothole detected: Conf=0.40, BBox=(568,156,918,346) Pothole detected: Conf=0.26, BBox=(778,109,870,159) 0: 384x640 3 Potholes, 31.0ms Speed: 1.5ms preprocess, 31.0ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.42, BBox=(709,172,912,348) Pothole detected: Conf=0.40, BBox=(568,156,918,346) Pothole detected: Conf=0.26, BBox=(778,109,870,159) 0: 384x640 2 Potholes, 31.1ms Speed: 1.7ms preprocess, 31.1ms inference, 4.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.60, BBox=(667,183,880,381) Pothole detected: Conf=0.29, BBox=(733,110,817,158) 0: 384x640 3 Potholes, 32.1ms Speed: 2.3ms preprocess, 32.1ms inference, 5.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.37, BBox=(668,189,884,394) Pothole detected: Conf=0.30, BBox=(585,172,893,391) Pothole detected: Conf=0.29, BBox=(727,103,817,159) 0: 384x640 4 Potholes, 31.3ms Speed: 2.0ms preprocess, 31.3ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.38, BBox=(546,178,886,406) Pothole detected: Conf=0.35, BBox=(717,100,808,151) Pothole detected: Conf=0.31, BBox=(649,179,878,407) Pothole detected: Conf=0.29, BBox=(714,93,823,162) 0: 384x640 1 Pothole, 31.0ms Speed: 1.5ms preprocess, 31.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.33, BBox=(717,106,804,159) 0: 384x640 2 Potholes, 26.9ms Speed: 1.9ms preprocess, 26.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.32, BBox=(711,109,806,170) Pothole detected: Conf=0.26, BBox=(710,103,823,186) 0: 384x640 2 Potholes, 27.5ms Speed: 3.4ms preprocess, 27.5ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.37, BBox=(704,126,799,181) Pothole detected: Conf=0.25, BBox=(490,122,571,170) 0: 384x640 1 Pothole, 31.0ms Speed: 1.6ms preprocess, 31.0ms inference, 5.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.30, BBox=(701,128,800,195) 0: 384x640 2 Potholes, 31.8ms Speed: 2.2ms preprocess, 31.8ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.28, BBox=(484,34,543,60) Pothole detected: Conf=0.28, BBox=(694,132,787,192) 0: 384x640 3 Potholes, 31.1ms Speed: 1.6ms preprocess, 31.1ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.44, BBox=(674,146,775,212) Pothole detected: Conf=0.34, BBox=(451,43,522,73) Pothole detected: Conf=0.25, BBox=(449,42,539,77) 0: 384x640 2 Potholes, 30.6ms Speed: 1.5ms preprocess, 30.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.43, BBox=(443,46,522,81) Pothole detected: Conf=0.36, BBox=(672,153,787,231) 0: 384x640 3 Potholes, 30.9ms Speed: 1.5ms preprocess, 30.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.47, BBox=(448,49,530,83) Pothole detected: Conf=0.42, BBox=(681,159,782,223) Pothole detected: Conf=0.33, BBox=(441,163,536,221) 0: 384x640 4 Potholes, 31.1ms Speed: 1.5ms preprocess, 31.1ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.44, BBox=(461,51,547,87) Pothole detected: Conf=0.31, BBox=(695,164,798,229) Pothole detected: Conf=0.28, BBox=(691,157,840,260) Pothole detected: Conf=0.26, BBox=(456,171,551,227) 0: 384x640 4 Potholes, 31.1ms Speed: 2.6ms preprocess, 31.1ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.46, BBox=(478,50,559,85) Pothole detected: Conf=0.43, BBox=(706,157,857,258) Pothole detected: Conf=0.30, BBox=(711,164,816,233) Pothole detected: Conf=0.29, BBox=(469,171,563,228) 0: 384x640 3 Potholes, 35.9ms Speed: 1.6ms preprocess, 35.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.45, BBox=(481,51,562,83) Pothole detected: Conf=0.44, BBox=(713,157,864,260) Pothole detected: Conf=0.26, BBox=(471,165,572,230) 0: 384x640 3 Potholes, 28.6ms Speed: 2.1ms preprocess, 28.6ms inference, 6.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.50, BBox=(736,161,895,268) Pothole detected: Conf=0.50, BBox=(504,51,586,85) Pothole detected: Conf=0.36, BBox=(491,169,593,232) 0: 384x640 3 Potholes, 27.5ms Speed: 1.8ms preprocess, 27.5ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.51, BBox=(755,165,917,274) Pothole detected: Conf=0.43, BBox=(517,50,602,90) Pothole detected: Conf=0.41, BBox=(508,170,609,239) 0: 384x640 5 Potholes, 31.2ms Speed: 2.1ms preprocess, 31.2ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.50, BBox=(773,160,930,273) Pothole detected: Conf=0.47, BBox=(534,48,616,80) Pothole detected: Conf=0.41, BBox=(522,172,627,240) Pothole detected: Conf=0.31, BBox=(417,295,561,398) Pothole detected: Conf=0.28, BBox=(777,169,905,248) 0: 384x640 3 Potholes, 30.8ms Speed: 2.1ms preprocess, 30.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.55, BBox=(787,159,958,284) Pothole detected: Conf=0.48, BBox=(543,43,617,75) Pothole detected: Conf=0.36, BBox=(528,168,637,244) 0: 384x640 4 Potholes, 26.8ms Speed: 2.1ms preprocess, 26.8ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.49, BBox=(558,48,634,82) Pothole detected: Conf=0.47, BBox=(805,169,983,300) Pothole detected: Conf=0.39, BBox=(546,180,652,254) Pothole detected: Conf=0.26, BBox=(811,177,924,263) 0: 384x640 4 Potholes, 26.8ms Speed: 2.1ms preprocess, 26.8ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.50, BBox=(549,188,660,258) Pothole detected: Conf=0.47, BBox=(811,176,1003,307) Pothole detected: Conf=0.46, BBox=(561,50,646,88) Pothole detected: Conf=0.27, BBox=(819,186,924,264) 0: 384x640 3 Potholes, 31.3ms Speed: 1.5ms preprocess, 31.3ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.53, BBox=(563,190,676,269) Pothole detected: Conf=0.49, BBox=(571,54,652,92) Pothole detected: Conf=0.49, BBox=(832,183,999,307) 0: 384x640 4 Potholes, 31.0ms Speed: 2.5ms preprocess, 31.0ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.48, BBox=(560,197,681,276) Pothole detected: Conf=0.43, BBox=(566,58,641,94) Pothole detected: Conf=0.39, BBox=(837,185,1007,315) Pothole detected: Conf=0.25, BBox=(842,191,955,269) 0: 384x640 3 Potholes, 29.8ms Speed: 2.5ms preprocess, 29.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.49, BBox=(861,191,1013,324) Pothole detected: Conf=0.43, BBox=(577,203,699,284) Pothole detected: Conf=0.43, BBox=(584,58,663,93) 0: 384x640 4 Potholes, 32.9ms Speed: 1.6ms preprocess, 32.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.53, BBox=(597,198,722,286) Pothole detected: Conf=0.51, BBox=(881,190,1018,319) Pothole detected: Conf=0.41, BBox=(604,55,685,89) Pothole detected: Conf=0.26, BBox=(888,195,1005,298) 0: 384x640 3 Potholes, 32.7ms Speed: 1.8ms preprocess, 32.7ms inference, 5.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.62, BBox=(619,204,743,297) Pothole detected: Conf=0.44, BBox=(626,59,713,90) Pothole detected: Conf=0.27, BBox=(902,192,1021,318) 0: 384x640 2 Potholes, 31.4ms Speed: 2.0ms preprocess, 31.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.53, BBox=(639,211,773,309) Pothole detected: Conf=0.45, BBox=(651,58,727,91) 0: 384x640 2 Potholes, 31.4ms Speed: 1.8ms preprocess, 31.4ms inference, 4.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.58, BBox=(648,211,780,310) Pothole detected: Conf=0.38, BBox=(655,58,729,90) 0: 384x640 2 Potholes, 31.5ms Speed: 1.9ms preprocess, 31.5ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.61, BBox=(655,210,790,320) Pothole detected: Conf=0.39, BBox=(663,57,745,86) 0: 384x640 1 Pothole, 30.9ms Speed: 1.7ms preprocess, 30.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.67, BBox=(674,213,816,330) 0: 384x640 1 Pothole, 27.0ms Speed: 1.9ms preprocess, 27.0ms inference, 3.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.66, BBox=(694,217,841,342) 0: 384x640 1 Pothole, 26.8ms Speed: 1.5ms preprocess, 26.8ms inference, 3.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(705,223,860,356) 0: 384x640 1 Pothole, 27.0ms Speed: 1.8ms preprocess, 27.0ms inference, 5.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.64, BBox=(710,233,871,374) 0: 384x640 1 Pothole, 31.4ms Speed: 1.7ms preprocess, 31.4ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(712,231,877,376) 0: 384x640 2 Potholes, 31.0ms Speed: 2.2ms preprocess, 31.0ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(721,233,886,393) Pothole detected: Conf=0.31, BBox=(632,71,822,158) 0: 384x640 2 Potholes, 37.9ms Speed: 1.6ms preprocess, 37.9ms inference, 3.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(708,243,894,411) Pothole detected: Conf=0.35, BBox=(629,70,822,160) 0: 384x640 2 Potholes, 29.7ms Speed: 2.1ms preprocess, 29.7ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(721,244,893,410) Pothole detected: Conf=0.38, BBox=(630,70,824,162) 0: 384x640 2 Potholes, 31.1ms Speed: 2.4ms preprocess, 31.1ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.62, BBox=(717,252,910,422) Pothole detected: Conf=0.28, BBox=(634,74,835,165) 0: 384x640 2 Potholes, 31.2ms Speed: 1.7ms preprocess, 31.2ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.64, BBox=(740,273,919,421) Pothole detected: Conf=0.30, BBox=(648,78,849,176) 0: 384x640 1 Pothole, 31.1ms Speed: 1.5ms preprocess, 31.1ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.38, BBox=(758,303,931,428) 0: 384x640 2 Potholes, 31.2ms Speed: 2.0ms preprocess, 31.2ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.39, BBox=(777,318,932,424) Pothole detected: Conf=0.27, BBox=(455,37,595,83) 0: 384x640 1 Pothole, 31.3ms Speed: 1.5ms preprocess, 31.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.31, BBox=(810,331,1005,430) 0: 384x640 1 Pothole, 31.8ms Speed: 1.8ms preprocess, 31.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.34, BBox=(525,45,660,90) 0: 384x640 1 Pothole, 32.7ms Speed: 2.0ms preprocess, 32.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.34, BBox=(548,46,686,99) 0: 384x640 2 Potholes, 33.3ms Speed: 1.7ms preprocess, 33.3ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.50, BBox=(555,54,702,116) Pothole detected: Conf=0.39, BBox=(544,48,719,125) 0: 384x640 3 Potholes, 32.9ms Speed: 1.7ms preprocess, 32.9ms inference, 5.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.54, BBox=(565,77,715,133) Pothole detected: Conf=0.30, BBox=(559,69,732,152) Pothole detected: Conf=0.29, BBox=(886,90,986,149) 0: 384x640 2 Potholes, 31.6ms Speed: 2.1ms preprocess, 31.6ms inference, 5.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.55, BBox=(581,80,720,136) Pothole detected: Conf=0.46, BBox=(899,96,993,153) 0: 384x640 3 Potholes, 33.2ms Speed: 2.3ms preprocess, 33.2ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.51, BBox=(580,85,728,143) Pothole detected: Conf=0.47, BBox=(895,96,1000,163) Pothole detected: Conf=0.30, BBox=(569,75,742,155) 0: 384x640 3 Potholes, 32.7ms Speed: 2.2ms preprocess, 32.7ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.54, BBox=(910,106,1010,175) Pothole detected: Conf=0.48, BBox=(589,98,736,154) Pothole detected: Conf=0.36, BBox=(642,61,746,96) 0: 384x640 3 Potholes, 32.4ms Speed: 1.9ms preprocess, 32.4ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.59, BBox=(930,113,1026,179) Pothole detected: Conf=0.46, BBox=(608,101,755,161) Pothole detected: Conf=0.25, BBox=(657,69,749,97) 0: 384x640 3 Potholes, 33.0ms Speed: 2.1ms preprocess, 33.0ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.52, BBox=(614,102,770,162) Pothole detected: Conf=0.47, BBox=(947,114,1034,186) Pothole detected: Conf=0.27, BBox=(673,71,767,99) 0: 384x640 2 Potholes, 29.5ms Speed: 1.6ms preprocess, 29.5ms inference, 5.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.46, BBox=(655,117,798,176) Pothole detected: Conf=0.41, BBox=(997,139,1041,205) 0: 384x640 3 Potholes, 32.8ms Speed: 2.4ms preprocess, 32.8ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.48, BBox=(659,124,806,181) Pothole detected: Conf=0.47, BBox=(1006,147,1043,223) Pothole detected: Conf=0.33, BBox=(721,92,816,121) 0: 384x640 1 Pothole, 30.8ms Speed: 1.5ms preprocess, 30.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.38, BBox=(668,129,810,191) 0: 384x640 1 Pothole, 30.8ms Speed: 2.1ms preprocess, 30.8ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.39, BBox=(668,128,811,190) 0: 384x640 2 Potholes, 26.8ms Speed: 1.8ms preprocess, 26.8ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.44, BBox=(674,122,834,181) Pothole detected: Conf=0.30, BBox=(742,90,844,121) 0: 384x640 2 Potholes, 30.8ms Speed: 1.8ms preprocess, 30.8ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.48, BBox=(678,127,829,193) Pothole detected: Conf=0.25, BBox=(743,97,837,128) 0: 384x640 2 Potholes, 31.3ms Speed: 1.8ms preprocess, 31.3ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.48, BBox=(656,138,810,202) Pothole detected: Conf=0.32, BBox=(730,108,831,139) 0: 384x640 2 Potholes, 29.8ms Speed: 2.0ms preprocess, 29.8ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.43, BBox=(635,151,792,213) Pothole detected: Conf=0.28, BBox=(627,148,804,231) 0: 384x640 3 Potholes, 30.9ms Speed: 1.6ms preprocess, 30.9ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.52, BBox=(604,145,770,213) Pothole detected: Conf=0.50, BBox=(982,173,1040,255) Pothole detected: Conf=0.34, BBox=(680,110,781,142) 0: 384x640 3 Potholes, 30.9ms Speed: 1.6ms preprocess, 30.9ms inference, 4.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.52, BBox=(604,145,770,213) Pothole detected: Conf=0.50, BBox=(982,173,1040,255) Pothole detected: Conf=0.34, BBox=(680,110,781,142) 0: 384x640 3 Potholes, 28.5ms Speed: 2.0ms preprocess, 28.5ms inference, 4.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.49, BBox=(967,164,1040,252) Pothole detected: Conf=0.46, BBox=(583,139,746,211) Pothole detected: Conf=0.41, BBox=(664,105,776,140) 0: 384x640 3 Potholes, 31.2ms Speed: 1.4ms preprocess, 31.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.61, BBox=(961,156,1042,241) Pothole detected: Conf=0.49, BBox=(572,140,739,210) Pothole detected: Conf=0.34, BBox=(653,102,767,140) 0: 384x640 3 Potholes, 26.8ms Speed: 1.6ms preprocess, 26.8ms inference, 4.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.55, BBox=(961,156,1042,240) Pothole detected: Conf=0.50, BBox=(570,140,738,210) Pothole detected: Conf=0.35, BBox=(650,103,758,140) 0: 384x640 3 Potholes, 30.0ms Speed: 1.7ms preprocess, 30.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.52, BBox=(967,152,1046,238) Pothole detected: Conf=0.48, BBox=(568,136,738,209) Pothole detected: Conf=0.32, BBox=(650,94,783,134) 0: 384x640 3 Potholes, 26.4ms Speed: 1.7ms preprocess, 26.4ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.51, BBox=(564,128,737,206) Pothole detected: Conf=0.50, BBox=(971,145,1046,240) Pothole detected: Conf=0.39, BBox=(651,91,772,128) 0: 384x640 4 Potholes, 25.9ms Speed: 2.3ms preprocess, 25.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.48, BBox=(557,118,729,197) Pothole detected: Conf=0.39, BBox=(968,136,1048,228) Pothole detected: Conf=0.33, BBox=(643,76,777,119) Pothole detected: Conf=0.30, BBox=(648,79,758,115) 0: 384x640 3 Potholes, 26.4ms Speed: 2.4ms preprocess, 26.4ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.54, BBox=(961,122,1053,216) Pothole detected: Conf=0.44, BBox=(542,106,729,186) Pothole detected: Conf=0.30, BBox=(640,64,773,108) 0: 384x640 3 Potholes, 29.6ms Speed: 2.0ms preprocess, 29.6ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.50, BBox=(961,119,1053,212) Pothole detected: Conf=0.42, BBox=(537,104,741,186) Pothole detected: Conf=0.31, BBox=(635,57,786,103) 0: 384x640 4 Potholes, 29.9ms Speed: 2.7ms preprocess, 29.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.57, BBox=(924,109,1027,214) Pothole detected: Conf=0.41, BBox=(491,111,675,196) Pothole detected: Conf=0.39, BBox=(909,106,1035,234) Pothole detected: Conf=0.30, BBox=(596,63,724,112) 0: 384x640 4 Potholes, 25.8ms Speed: 2.1ms preprocess, 25.8ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.55, BBox=(906,114,1013,210) Pothole detected: Conf=0.39, BBox=(470,111,666,199) Pothole detected: Conf=0.38, BBox=(900,106,1030,233) Pothole detected: Conf=0.32, BBox=(576,65,705,113) 0: 384x640 5 Potholes, 29.6ms Speed: 2.9ms preprocess, 29.6ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.41, BBox=(871,108,987,212) Pothole detected: Conf=0.33, BBox=(860,98,1029,237) Pothole detected: Conf=0.30, BBox=(623,138,689,172) Pothole detected: Conf=0.28, BBox=(537,56,688,102) Pothole detected: Conf=0.25, BBox=(428,105,632,197) 0: 384x640 4 Potholes, 30.0ms Speed: 1.9ms preprocess, 30.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.49, BBox=(835,108,948,210) Pothole detected: Conf=0.39, BBox=(488,54,664,101) Pothole detected: Conf=0.36, BBox=(829,97,986,233) Pothole detected: Conf=0.28, BBox=(578,139,652,173) 0: 384x640 4 Potholes, 27.6ms Speed: 3.2ms preprocess, 27.6ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.44, BBox=(816,92,981,257) Pothole detected: Conf=0.37, BBox=(824,98,933,208) Pothole detected: Conf=0.33, BBox=(564,137,637,171) Pothole detected: Conf=0.27, BBox=(474,51,645,99) 0: 384x640 3 Potholes, 26.5ms Speed: 2.5ms preprocess, 26.5ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.46, BBox=(787,102,900,207) Pothole detected: Conf=0.37, BBox=(521,139,599,181) Pothole detected: Conf=0.36, BBox=(780,94,945,259) 0: 384x640 4 Potholes, 29.8ms Speed: 2.4ms preprocess, 29.8ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.36, BBox=(763,92,929,264) Pothole detected: Conf=0.34, BBox=(758,99,893,210) Pothole detected: Conf=0.34, BBox=(498,145,578,185) Pothole detected: Conf=0.30, BBox=(415,52,565,112) 0: 384x640 3 Potholes, 30.1ms Speed: 1.6ms preprocess, 30.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.43, BBox=(746,91,924,286) Pothole detected: Conf=0.33, BBox=(472,149,558,193) Pothole detected: Conf=0.26, BBox=(413,54,563,114) 0: 384x640 2 Potholes, 28.7ms Speed: 2.6ms preprocess, 28.7ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.35, BBox=(732,82,928,292) Pothole detected: Conf=0.29, BBox=(448,142,536,189) 0: 384x640 1 Pothole, 29.8ms Speed: 2.4ms preprocess, 29.8ms inference, 3.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.30, BBox=(727,83,861,217) 0: 384x640 3 Potholes, 30.7ms Speed: 1.6ms preprocess, 30.7ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.35, BBox=(706,76,886,244) Pothole detected: Conf=0.30, BBox=(705,90,859,221) Pothole detected: Conf=0.26, BBox=(710,194,919,307) 0: 384x640 2 Potholes, 26.8ms Speed: 1.9ms preprocess, 26.8ms inference, 5.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.34, BBox=(692,80,878,254) Pothole detected: Conf=0.30, BBox=(688,78,897,311) 0: 384x640 3 Potholes, 26.8ms Speed: 1.8ms preprocess, 26.8ms inference, 5.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.35, BBox=(691,82,886,266) Pothole detected: Conf=0.28, BBox=(694,87,833,237) Pothole detected: Conf=0.27, BBox=(686,78,901,324) 0: 384x640 1 Pothole, 31.1ms Speed: 2.0ms preprocess, 31.1ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.39, BBox=(675,89,839,265) 0: 384x640 1 Pothole, 26.8ms Speed: 1.6ms preprocess, 26.8ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.47, BBox=(667,101,850,277) 0: 384x640 2 Potholes, 27.9ms Speed: 1.6ms preprocess, 27.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.39, BBox=(648,88,854,272) Pothole detected: Conf=0.25, BBox=(642,84,860,335) 0: 384x640 1 Pothole, 31.7ms Speed: 1.6ms preprocess, 31.7ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.53, BBox=(629,88,843,290) 0: 384x640 1 Pothole, 28.3ms Speed: 1.7ms preprocess, 28.3ms inference, 4.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.32, BBox=(624,95,831,298) 0: 384x640 1 Pothole, 30.0ms Speed: 1.5ms preprocess, 30.0ms inference, 3.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.41, BBox=(608,98,829,303) 0: 384x640 1 Pothole, 28.4ms Speed: 2.0ms preprocess, 28.4ms inference, 5.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.50, BBox=(604,99,836,309) 0: 384x640 1 Pothole, 31.4ms Speed: 1.7ms preprocess, 31.4ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.47, BBox=(606,99,833,310) 0: 384x640 1 Pothole, 28.9ms Speed: 2.0ms preprocess, 28.9ms inference, 3.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.54, BBox=(607,102,840,329) 0: 384x640 1 Pothole, 28.9ms Speed: 1.9ms preprocess, 28.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.55, BBox=(605,102,842,337) 0: 384x640 2 Potholes, 31.7ms Speed: 1.9ms preprocess, 31.7ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.64, BBox=(607,99,856,339) Pothole detected: Conf=0.59, BBox=(615,99,796,326) 0: 384x640 1 Pothole, 31.6ms Speed: 2.1ms preprocess, 31.6ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.67, BBox=(612,103,807,340) 0: 384x640 2 Potholes, 30.4ms Speed: 2.8ms preprocess, 30.4ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(610,117,789,352) Pothole detected: Conf=0.46, BBox=(604,118,852,375) 0: 384x640 2 Potholes, 31.6ms Speed: 2.6ms preprocess, 31.6ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(614,127,794,357) Pothole detected: Conf=0.54, BBox=(606,128,839,381) 0: 384x640 1 Pothole, 31.4ms Speed: 1.7ms preprocess, 31.4ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(609,132,799,373) 0: 384x640 1 Pothole, 28.9ms Speed: 1.6ms preprocess, 28.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(606,133,794,377) 0: 384x640 1 Pothole, 31.7ms Speed: 2.6ms preprocess, 31.7ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(612,140,789,379) 0: 384x640 1 Pothole, 31.6ms Speed: 1.9ms preprocess, 31.6ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(610,138,794,384) 0: 384x640 1 Pothole, 31.6ms Speed: 2.3ms preprocess, 31.6ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(598,139,789,396) 0: 384x640 1 Pothole, 31.4ms Speed: 1.6ms preprocess, 31.4ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(590,144,794,403) 0: 384x640 1 Pothole, 29.6ms Speed: 1.9ms preprocess, 29.6ms inference, 3.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(600,147,789,402) 0: 384x640 1 Pothole, 27.8ms Speed: 2.4ms preprocess, 27.8ms inference, 4.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(599,153,811,408) 0: 384x640 1 Pothole, 31.6ms Speed: 1.8ms preprocess, 31.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(610,162,830,406) 0: 384x640 1 Pothole, 30.9ms Speed: 2.1ms preprocess, 30.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(603,162,831,409) 0: 384x640 1 Pothole, 31.7ms Speed: 1.5ms preprocess, 31.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.78, BBox=(614,173,853,411) 0: 384x640 1 Pothole, 31.7ms Speed: 1.4ms preprocess, 31.7ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(621,189,884,411) 0: 384x640 1 Pothole, 31.6ms Speed: 2.0ms preprocess, 31.6ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(621,198,854,410) 0: 384x640 1 Pothole, 31.6ms Speed: 2.1ms preprocess, 31.6ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(614,203,876,409) 0: 384x640 1 Pothole, 31.2ms Speed: 1.5ms preprocess, 31.2ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(610,222,852,410) 0: 384x640 1 Pothole, 31.3ms Speed: 1.6ms preprocess, 31.3ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(613,227,839,409) 0: 384x640 1 Pothole, 30.1ms Speed: 2.4ms preprocess, 30.1ms inference, 5.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(614,232,824,410) 0: 384x640 1 Pothole, 31.4ms Speed: 2.0ms preprocess, 31.4ms inference, 3.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(614,232,824,409) 0: 384x640 1 Pothole, 29.1ms Speed: 3.0ms preprocess, 29.1ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.66, BBox=(613,231,836,408) 0: 384x640 1 Pothole, 31.6ms Speed: 1.7ms preprocess, 31.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.68, BBox=(619,237,825,407) 0: 384x640 1 Pothole, 31.5ms Speed: 1.6ms preprocess, 31.5ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.73, BBox=(623,240,805,406) 0: 384x640 1 Pothole, 33.0ms Speed: 1.9ms preprocess, 33.0ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(624,238,800,403) 0: 384x640 1 Pothole, 33.3ms Speed: 1.5ms preprocess, 33.3ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(621,233,815,402) 0: 384x640 1 Pothole, 33.6ms Speed: 2.8ms preprocess, 33.6ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(616,216,849,402) 0: 384x640 1 Pothole, 31.1ms Speed: 2.2ms preprocess, 31.1ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(610,191,850,406) 0: 384x640 1 Pothole, 33.9ms Speed: 2.3ms preprocess, 33.9ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.70, BBox=(609,185,849,403) 0: 384x640 1 Pothole, 32.6ms Speed: 1.9ms preprocess, 32.6ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(610,174,834,401) 0: 384x640 1 Pothole, 32.6ms Speed: 2.0ms preprocess, 32.6ms inference, 5.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(608,163,860,398) 0: 384x640 1 Pothole, 32.5ms Speed: 1.5ms preprocess, 32.5ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(608,149,843,402) 0: 384x640 1 Pothole, 31.9ms Speed: 2.2ms preprocess, 31.9ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(607,126,846,399) 0: 384x640 1 Pothole, 44.9ms Speed: 1.7ms preprocess, 44.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.67, BBox=(597,113,842,395) 0: 384x640 1 Pothole, 85.1ms Speed: 3.6ms preprocess, 85.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.66, BBox=(595,112,866,396) 0: 384x640 1 Pothole, 61.4ms Speed: 2.3ms preprocess, 61.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(595,87,830,388) 0: 384x640 1 Pothole, 61.1ms Speed: 2.4ms preprocess, 61.1ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(586,83,831,386) 0: 384x640 1 Pothole, 52.6ms Speed: 3.9ms preprocess, 52.6ms inference, 8.0ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.65, BBox=(605,79,849,380) 0: 384x640 1 Pothole, 52.4ms Speed: 2.7ms preprocess, 52.4ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.65, BBox=(611,75,862,382) 0: 384x640 1 Pothole, 64.7ms Speed: 2.2ms preprocess, 64.7ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.58, BBox=(615,80,868,383) 0: 384x640 1 Pothole, 11.0ms Speed: 1.3ms preprocess, 11.0ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.66, BBox=(607,77,867,382) 0: 384x640 1 Pothole, 10.7ms Speed: 1.7ms preprocess, 10.7ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.65, BBox=(607,76,871,382) 0: 384x640 1 Pothole, 17.9ms Speed: 2.8ms preprocess, 17.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.63, BBox=(607,77,867,383) 0: 384x640 1 Pothole, 16.7ms Speed: 1.5ms preprocess, 16.7ms inference, 3.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.61, BBox=(614,77,856,384) 0: 384x640 1 Pothole, 11.4ms Speed: 1.9ms preprocess, 11.4ms inference, 3.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.67, BBox=(615,75,855,381) 0: 384x640 1 Pothole, 12.2ms Speed: 1.5ms preprocess, 12.2ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.59, BBox=(615,72,859,380) 0: 384x640 1 Pothole, 10.9ms Speed: 1.6ms preprocess, 10.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.63, BBox=(599,71,861,377) 0: 384x640 1 Pothole, 10.6ms Speed: 1.5ms preprocess, 10.6ms inference, 3.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.59, BBox=(593,60,882,382) 0: 384x640 1 Pothole, 15.4ms Speed: 2.0ms preprocess, 15.4ms inference, 3.9ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.57, BBox=(600,55,851,371) 0: 384x640 2 Potholes, 18.6ms Speed: 1.5ms preprocess, 18.6ms inference, 5.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.56, BBox=(587,59,884,381) Pothole detected: Conf=0.30, BBox=(626,57,839,365) 0: 384x640 1 Pothole, 10.9ms Speed: 2.2ms preprocess, 10.9ms inference, 4.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.60, BBox=(589,59,875,382) 0: 384x640 1 Pothole, 15.6ms Speed: 2.8ms preprocess, 15.6ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.58, BBox=(594,65,853,375) 0: 384x640 1 Pothole, 15.1ms Speed: 1.8ms preprocess, 15.1ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.56, BBox=(613,66,870,377) 0: 384x640 (no detections), 11.1ms Speed: 1.7ms preprocess, 11.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 14.7ms Speed: 1.4ms preprocess, 14.7ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 10.7ms Speed: 1.5ms preprocess, 10.7ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 10.8ms Speed: 1.5ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 18.1ms Speed: 1.8ms preprocess, 18.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) 0: 384x640 (no detections), 16.9ms Speed: 1.9ms preprocess, 16.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640)
InΒ [1]:
import cv2
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
cap = cv2.VideoCapture(1)
# using camo studio for live stream feed from phone
# using cv.capture(0) for laptop webcam
# using cv.capture(1) for external webcam or camo studio camera
if not cap.isOpened():
print("Cannot access camera")
exit()
while True:
ret, frame = cap.read()
if not ret:
print("Failed to grab frame")
break
results = model(frame, conf=0.25)
annotated_frame = results[0].plot()
for box in results[0].boxes:
cls_id = int(box.cls[0])
conf = float(box.conf[0])
x1, y1, x2, y2 = box.xyxy[0].tolist()
print(f"Pothole detected: Conf={conf:.2f}, BBox=({x1:.0f},{y1:.0f},{x2:.0f},{y2:.0f})")
cv2.imshow("YOLOv11 Pothole Detection", annotated_frame)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
cap.release()
cv2.destroyAllWindows()
0: 480x640 (no detections), 51.4ms Speed: 4.5ms preprocess, 51.4ms inference, 17.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.7ms preprocess, 20.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 2.1ms preprocess, 19.3ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.9ms Speed: 1.7ms preprocess, 20.9ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.0ms Speed: 1.5ms preprocess, 20.0ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.5ms preprocess, 20.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 21.4ms Speed: 1.2ms preprocess, 21.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.6ms Speed: 1.5ms preprocess, 19.6ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.1ms preprocess, 20.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.4ms preprocess, 20.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.0ms preprocess, 19.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.6ms Speed: 1.2ms preprocess, 20.6ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.3ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.6ms Speed: 1.1ms preprocess, 20.6ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.6ms Speed: 1.4ms preprocess, 19.6ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 21.0ms Speed: 1.2ms preprocess, 21.0ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.9ms Speed: 1.1ms preprocess, 20.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.2ms preprocess, 19.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.6ms preprocess, 20.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.2ms preprocess, 19.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.4ms Speed: 1.7ms preprocess, 19.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.6ms Speed: 1.2ms preprocess, 20.6ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.4ms preprocess, 19.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.4ms Speed: 1.2ms preprocess, 19.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 21.2ms Speed: 1.0ms preprocess, 21.2ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 19.4ms Speed: 1.6ms preprocess, 19.4ms inference, 69.9ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.50, BBox=(227,98,640,430) 0: 480x640 (no detections), 20.7ms Speed: 1.4ms preprocess, 20.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.4ms Speed: 1.2ms preprocess, 19.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.4ms preprocess, 20.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 19.2ms Speed: 1.0ms preprocess, 19.2ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.26, BBox=(314,79,639,411) 0: 480x640 (no detections), 19.3ms Speed: 1.5ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 21.3ms Speed: 1.1ms preprocess, 21.3ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.29, BBox=(315,93,638,381) 0: 480x640 (no detections), 19.2ms Speed: 1.1ms preprocess, 19.2ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 21.0ms Speed: 1.2ms preprocess, 21.0ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.1ms preprocess, 19.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 21.0ms Speed: 1.2ms preprocess, 21.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.4ms preprocess, 20.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.1ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.7ms Speed: 1.2ms preprocess, 19.7ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.2ms preprocess, 20.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.6ms Speed: 2.0ms preprocess, 19.6ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.6ms Speed: 1.5ms preprocess, 19.6ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.9ms Speed: 1.2ms preprocess, 20.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.2ms preprocess, 19.3ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 21.2ms Speed: 1.3ms preprocess, 21.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.4ms Speed: 1.4ms preprocess, 19.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.3ms preprocess, 19.3ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.9ms Speed: 1.3ms preprocess, 20.9ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.6ms preprocess, 19.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 21.0ms Speed: 1.1ms preprocess, 21.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 21.3ms Speed: 1.2ms preprocess, 21.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.3ms preprocess, 20.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 21.2ms Speed: 1.6ms preprocess, 21.2ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.4ms Speed: 1.7ms preprocess, 19.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.9ms Speed: 1.1ms preprocess, 20.9ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.6ms Speed: 1.2ms preprocess, 20.6ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.6ms Speed: 1.4ms preprocess, 20.6ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 21.2ms Speed: 1.2ms preprocess, 21.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.4ms Speed: 1.1ms preprocess, 19.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.2ms preprocess, 19.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.0ms preprocess, 20.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.4ms Speed: 1.5ms preprocess, 19.4ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.3ms preprocess, 19.3ms inference, 2.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.2ms preprocess, 20.8ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.0ms Speed: 1.4ms preprocess, 20.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.2ms preprocess, 20.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.9ms Speed: 1.5ms preprocess, 20.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.9ms Speed: 1.2ms preprocess, 19.9ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.9ms Speed: 1.3ms preprocess, 19.9ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.9ms Speed: 1.2ms preprocess, 19.9ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.0ms preprocess, 19.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.9ms Speed: 1.1ms preprocess, 20.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.2ms preprocess, 19.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.2ms preprocess, 20.8ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.1ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.1ms preprocess, 19.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.1ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.6ms preprocess, 19.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 20.7ms Speed: 1.2ms preprocess, 20.7ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.37, BBox=(1,368,549,480) 0: 480x640 2 Potholes, 19.3ms Speed: 1.3ms preprocess, 19.3ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.30, BBox=(424,423,562,480) Pothole detected: Conf=0.29, BBox=(4,366,533,480) 0: 480x640 2 Potholes, 20.8ms Speed: 1.2ms preprocess, 20.8ms inference, 1.9ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.56, BBox=(1,358,558,480) Pothole detected: Conf=0.44, BBox=(417,415,561,480) 0: 480x640 1 Pothole, 19.3ms Speed: 1.0ms preprocess, 19.3ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.48, BBox=(4,333,597,480) 0: 480x640 1 Pothole, 20.8ms Speed: 1.3ms preprocess, 20.8ms inference, 1.9ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.29, BBox=(26,326,536,480) 0: 480x640 1 Pothole, 19.3ms Speed: 1.3ms preprocess, 19.3ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.33, BBox=(15,318,550,480) 0: 480x640 (no detections), 19.4ms Speed: 1.2ms preprocess, 19.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.1ms preprocess, 19.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 20.7ms Speed: 1.2ms preprocess, 20.7ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.27, BBox=(431,390,582,480) 0: 480x640 1 Pothole, 19.4ms Speed: 1.3ms preprocess, 19.4ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.39, BBox=(429,399,570,480) 0: 480x640 (no detections), 20.7ms Speed: 1.3ms preprocess, 20.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 2 Potholes, 19.2ms Speed: 1.3ms preprocess, 19.2ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.49, BBox=(353,386,571,480) Pothole detected: Conf=0.30, BBox=(1,364,481,480) 0: 480x640 (no detections), 20.8ms Speed: 1.1ms preprocess, 20.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.2ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.7ms preprocess, 20.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.5ms preprocess, 19.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.9ms Speed: 1.4ms preprocess, 19.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.8ms Speed: 1.2ms preprocess, 19.8ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 20.7ms Speed: 1.0ms preprocess, 20.7ms inference, 1.9ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.28, BBox=(599,33,640,126) 0: 480x640 (no detections), 19.3ms Speed: 1.2ms preprocess, 19.3ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.2ms preprocess, 20.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 20.7ms Speed: 1.3ms preprocess, 20.7ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.29, BBox=(581,45,640,150) 0: 480x640 (no detections), 19.3ms Speed: 1.4ms preprocess, 19.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.3ms preprocess, 20.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.1ms preprocess, 19.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.6ms Speed: 1.1ms preprocess, 20.6ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.4ms preprocess, 19.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.3ms preprocess, 20.8ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.9ms Speed: 1.5ms preprocess, 20.9ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.2ms preprocess, 20.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.3ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.0ms preprocess, 20.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 19.3ms Speed: 1.3ms preprocess, 19.3ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.28, BBox=(562,63,636,165) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.2ms preprocess, 19.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.6ms Speed: 1.2ms preprocess, 20.6ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 19.3ms Speed: 1.4ms preprocess, 19.3ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.25, BBox=(564,63,637,168) 0: 480x640 (no detections), 19.2ms Speed: 1.1ms preprocess, 19.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.3ms preprocess, 20.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.2ms Speed: 1.1ms preprocess, 20.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.2ms preprocess, 20.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.9ms Speed: 1.1ms preprocess, 19.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.4ms Speed: 1.9ms preprocess, 19.4ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.9ms Speed: 1.2ms preprocess, 20.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.9ms Speed: 1.2ms preprocess, 20.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.1ms preprocess, 19.3ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 21.0ms Speed: 1.1ms preprocess, 21.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.3ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.4ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.9ms Speed: 1.3ms preprocess, 20.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.1ms preprocess, 19.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.1ms preprocess, 20.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.2ms preprocess, 20.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.4ms Speed: 1.7ms preprocess, 19.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 21.0ms Speed: 1.2ms preprocess, 21.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.4ms Speed: 1.2ms preprocess, 19.4ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.2ms preprocess, 20.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.4ms preprocess, 19.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 21.0ms Speed: 1.1ms preprocess, 21.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.2ms preprocess, 20.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.3ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.7ms preprocess, 19.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.6ms Speed: 1.1ms preprocess, 20.6ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 65.4ms Speed: 1.5ms preprocess, 65.4ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 83.8ms Speed: 1.8ms preprocess, 83.8ms inference, 2.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 83.9ms Speed: 1.9ms preprocess, 83.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.4ms Speed: 1.1ms preprocess, 19.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.2ms preprocess, 20.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.2ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.0ms preprocess, 20.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 71.1ms Speed: 1.9ms preprocess, 71.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 74.2ms Speed: 1.8ms preprocess, 74.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 23.2ms Speed: 1.8ms preprocess, 23.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.2ms preprocess, 20.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.2ms preprocess, 19.3ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 31.6ms Speed: 1.1ms preprocess, 31.6ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 67.4ms Speed: 1.6ms preprocess, 67.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 68.0ms Speed: 1.7ms preprocess, 68.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.9ms Speed: 1.3ms preprocess, 20.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.3ms preprocess, 19.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.4ms preprocess, 20.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.2ms preprocess, 19.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 62.2ms Speed: 1.1ms preprocess, 62.2ms inference, 2.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 75.5ms Speed: 2.1ms preprocess, 75.5ms inference, 3.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 31.4ms Speed: 1.8ms preprocess, 31.4ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.9ms Speed: 1.3ms preprocess, 20.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 21.5ms Speed: 1.3ms preprocess, 21.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.5ms Speed: 1.3ms preprocess, 19.5ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.2ms preprocess, 19.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 54.9ms Speed: 1.3ms preprocess, 54.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 64.0ms Speed: 1.6ms preprocess, 64.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 48.2ms Speed: 1.8ms preprocess, 48.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.2ms preprocess, 19.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.0ms preprocess, 19.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.2ms preprocess, 19.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 69.7ms Speed: 1.7ms preprocess, 69.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 70.0ms Speed: 1.7ms preprocess, 70.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 160.2ms Speed: 1.7ms preprocess, 160.2ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 36.4ms Speed: 2.5ms preprocess, 36.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.1ms preprocess, 20.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.0ms Speed: 1.1ms preprocess, 20.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.3ms preprocess, 20.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 23.9ms Speed: 1.2ms preprocess, 23.9ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 61.6ms Speed: 1.8ms preprocess, 61.6ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 64.4ms Speed: 1.7ms preprocess, 64.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 30.8ms Speed: 1.7ms preprocess, 30.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.1ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.2ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.1ms preprocess, 20.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.1ms preprocess, 19.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 61.6ms Speed: 1.6ms preprocess, 61.6ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 64.4ms Speed: 1.6ms preprocess, 64.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 45.0ms Speed: 1.7ms preprocess, 45.0ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.2ms preprocess, 19.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.3ms preprocess, 20.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.6ms Speed: 1.2ms preprocess, 20.6ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.8ms Speed: 1.2ms preprocess, 19.8ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 68.6ms Speed: 1.8ms preprocess, 68.6ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 68.2ms Speed: 1.7ms preprocess, 68.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 181.8ms Speed: 1.7ms preprocess, 181.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.5ms Speed: 1.2ms preprocess, 19.5ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.2ms preprocess, 20.7ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.5ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.5ms preprocess, 20.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 76.1ms Speed: 1.3ms preprocess, 76.1ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 77.9ms Speed: 1.8ms preprocess, 77.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 29.6ms Speed: 1.8ms preprocess, 29.6ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.1ms preprocess, 19.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.1ms preprocess, 19.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 62.0ms Speed: 1.8ms preprocess, 62.0ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 62.3ms Speed: 1.7ms preprocess, 62.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 191.5ms Speed: 1.7ms preprocess, 191.5ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.9ms Speed: 1.1ms preprocess, 20.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.2ms preprocess, 19.3ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.3ms preprocess, 20.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.0ms preprocess, 20.7ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 78.0ms Speed: 1.8ms preprocess, 78.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 77.9ms Speed: 1.9ms preprocess, 77.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 22.3ms Speed: 2.6ms preprocess, 22.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.1ms preprocess, 20.8ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.9ms preprocess, 19.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.4ms preprocess, 19.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 26.2ms Speed: 1.1ms preprocess, 26.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 68.0ms Speed: 2.1ms preprocess, 68.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 66.8ms Speed: 1.8ms preprocess, 66.8ms inference, 3.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.2ms preprocess, 20.8ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.3ms preprocess, 19.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.3ms preprocess, 19.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.1ms preprocess, 20.8ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 67.9ms Speed: 1.7ms preprocess, 67.9ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 68.5ms Speed: 2.0ms preprocess, 68.5ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 128.4ms Speed: 2.4ms preprocess, 128.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 31.1ms Speed: 2.5ms preprocess, 31.1ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 20.6ms Speed: 1.4ms preprocess, 20.6ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.33, BBox=(300,353,330,361) 0: 480x640 (no detections), 20.9ms Speed: 1.3ms preprocess, 20.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.9ms Speed: 1.1ms preprocess, 19.9ms inference, 1.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 43.0ms Speed: 1.1ms preprocess, 43.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 69.8ms Speed: 1.7ms preprocess, 69.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 59.9ms Speed: 1.8ms preprocess, 59.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.9ms Speed: 1.2ms preprocess, 20.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.1ms preprocess, 19.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.2ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.6ms Speed: 1.1ms preprocess, 20.6ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 63.8ms Speed: 1.2ms preprocess, 63.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 70.3ms Speed: 1.7ms preprocess, 70.3ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 39.1ms Speed: 1.7ms preprocess, 39.1ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.1ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.3ms preprocess, 19.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.5ms Speed: 2.1ms preprocess, 19.5ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 67.8ms Speed: 1.7ms preprocess, 67.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 68.4ms Speed: 1.7ms preprocess, 68.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 161.5ms Speed: 3.3ms preprocess, 161.5ms inference, 8.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.4ms Speed: 1.2ms preprocess, 19.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.1ms preprocess, 20.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.3ms preprocess, 19.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 34.0ms Speed: 1.2ms preprocess, 34.0ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 69.1ms Speed: 1.7ms preprocess, 69.1ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 60.3ms Speed: 1.8ms preprocess, 60.3ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.1ms preprocess, 19.3ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.9ms Speed: 1.2ms preprocess, 20.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.1ms preprocess, 19.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.7ms Speed: 1.1ms preprocess, 20.7ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 70.9ms Speed: 1.8ms preprocess, 70.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 67.8ms Speed: 1.8ms preprocess, 67.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 189.6ms Speed: 2.8ms preprocess, 189.6ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.9ms Speed: 1.1ms preprocess, 19.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.6ms Speed: 1.3ms preprocess, 20.6ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 21.1ms Speed: 1.2ms preprocess, 21.1ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.2ms preprocess, 19.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 65.4ms Speed: 1.2ms preprocess, 65.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 76.7ms Speed: 1.9ms preprocess, 76.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 32.0ms Speed: 1.8ms preprocess, 32.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.2ms preprocess, 20.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.2ms preprocess, 20.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.1ms preprocess, 19.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.5ms Speed: 1.8ms preprocess, 19.5ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 57.3ms Speed: 1.7ms preprocess, 57.3ms inference, 4.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 61.5ms Speed: 1.7ms preprocess, 61.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 38.4ms Speed: 1.8ms preprocess, 38.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.1ms preprocess, 19.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.1ms preprocess, 19.3ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 20.8ms Speed: 1.1ms preprocess, 20.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.2ms preprocess, 19.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 65.0ms Speed: 1.9ms preprocess, 65.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 64.9ms Speed: 1.7ms preprocess, 64.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 152.7ms Speed: 2.8ms preprocess, 152.7ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 2 Potholes, 33.8ms Speed: 2.8ms preprocess, 33.8ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.48, BBox=(296,222,358,314) Pothole detected: Conf=0.28, BBox=(65,361,602,480) 0: 480x640 1 Pothole, 19.2ms Speed: 1.2ms preprocess, 19.2ms inference, 2.3ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.28, BBox=(307,214,357,297) 0: 480x640 (no detections), 19.4ms Speed: 1.2ms preprocess, 19.4ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.4ms preprocess, 19.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 32.2ms Speed: 1.4ms preprocess, 32.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 65.9ms Speed: 1.8ms preprocess, 65.9ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 66.1ms Speed: 1.7ms preprocess, 66.1ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.30, BBox=(483,233,575,289) 0: 480x640 (no detections), 19.2ms Speed: 1.2ms preprocess, 19.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.4ms Speed: 1.9ms preprocess, 19.4ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.2ms preprocess, 19.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 19.2ms Speed: 1.2ms preprocess, 19.2ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.25, BBox=(516,215,624,288) 0: 480x640 1 Pothole, 48.5ms Speed: 1.2ms preprocess, 48.5ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.25, BBox=(516,215,624,288) 0: 480x640 (no detections), 70.5ms Speed: 1.8ms preprocess, 70.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 45.2ms Speed: 1.7ms preprocess, 45.2ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.2ms Speed: 1.1ms preprocess, 19.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 19.3ms Speed: 1.3ms preprocess, 19.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 21.0ms Speed: 1.4ms preprocess, 21.0ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.32, BBox=(308,243,359,315) 0: 480x640 1 Pothole, 19.6ms Speed: 1.2ms preprocess, 19.6ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.32, BBox=(308,243,359,315) 0: 480x640 (no detections), 68.5ms Speed: 1.8ms preprocess, 68.5ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 68.5ms Speed: 1.9ms preprocess, 68.5ms inference, 1.6ms postprocess per image at shape (1, 3, 480, 640) Pothole detected: Conf=0.30, BBox=(327,214,390,295) 0: 480x640 (no detections), 151.3ms Speed: 2.8ms preprocess, 151.3ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640)
InΒ [9]:
import cv2
from ultralytics import YOLO
# Load YOLO model
model = YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
# Open webcam (0 for laptop cam, 1 for external, 2 for Camo Studio, etc.)
cap = cv2.VideoCapture(1)
if not cap.isOpened():
print("Error: Could not open webcam.")
exit()
# Get video properties
frame_width = int(cap.get(3)) # width
frame_height = int(cap.get(4)) # height
fps = int(cap.get(cv2.CAP_PROP_FPS)) # default 30 if FPS not available
# Define the codec and create VideoWriter object
out = cv2.VideoWriter(
"output.avi", cv2.VideoWriter_fourcc(*'XVID'), fps, (frame_width, frame_height)
)
while True:
ret, frame = cap.read()
if not ret:
break
# Run YOLO detection
results = model(frame, stream=True)
# Draw results on frame
for r in results:
annotated_frame = r.plot()
# Save frame to output video
out.write(annotated_frame)
# Show the frame
cv2.imshow("YOLO Detection", annotated_frame)
# Press 'q' to exit
if cv2.waitKey(1) & 0xFF == ord('q'):
break
# Release resources
cap.release()
out.release()
cv2.destroyAllWindows()
0: 480x640 1 Pothole, 8.8ms Speed: 2.1ms preprocess, 8.8ms inference, 2.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 17.2ms Speed: 1.8ms preprocess, 17.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.7ms Speed: 1.2ms preprocess, 13.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.1ms Speed: 1.0ms preprocess, 9.1ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.8ms Speed: 1.1ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 9.2ms Speed: 1.1ms preprocess, 9.2ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 8.0ms Speed: 1.5ms preprocess, 8.0ms inference, 1.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.1ms Speed: 1.4ms preprocess, 12.1ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.0ms Speed: 1.3ms preprocess, 9.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 1.5ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.8ms Speed: 1.1ms preprocess, 8.8ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 8.8ms Speed: 1.0ms preprocess, 8.8ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 8.7ms Speed: 1.4ms preprocess, 8.7ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.1ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.0ms Speed: 1.1ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 8.0ms Speed: 1.3ms preprocess, 8.0ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 10.1ms Speed: 1.3ms preprocess, 10.1ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.1ms Speed: 1.3ms preprocess, 8.1ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 7.9ms Speed: 1.0ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 7.9ms Speed: 1.2ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 2.0ms preprocess, 11.5ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.3ms Speed: 1.7ms preprocess, 8.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 7.9ms Speed: 1.0ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.4ms Speed: 1.1ms preprocess, 8.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.1ms Speed: 1.8ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.1ms Speed: 1.2ms preprocess, 8.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.8ms Speed: 1.2ms preprocess, 8.8ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.7ms Speed: 1.1ms preprocess, 8.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.9ms Speed: 1.7ms preprocess, 12.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.1ms Speed: 1.1ms preprocess, 12.1ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.5ms Speed: 1.2ms preprocess, 9.5ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.4ms Speed: 1.3ms preprocess, 9.4ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.4ms Speed: 1.1ms preprocess, 8.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.8ms Speed: 1.1ms preprocess, 10.8ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 7.9ms Speed: 1.1ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.0ms Speed: 1.2ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.1ms Speed: 1.1ms preprocess, 9.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 7.8ms Speed: 1.1ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.3ms Speed: 1.1ms preprocess, 8.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 7.9ms Speed: 1.2ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 7.9ms Speed: 1.0ms preprocess, 7.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 7.8ms Speed: 1.5ms preprocess, 7.8ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 7.9ms Speed: 1.1ms preprocess, 7.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 7.9ms Speed: 1.1ms preprocess, 7.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.0ms Speed: 1.1ms preprocess, 9.0ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.9ms Speed: 1.1ms preprocess, 8.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 7.9ms Speed: 1.0ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 7.9ms Speed: 1.0ms preprocess, 7.9ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.0ms Speed: 1.1ms preprocess, 8.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 7.9ms Speed: 1.0ms preprocess, 7.9ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.6ms Speed: 1.1ms preprocess, 8.6ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.0ms Speed: 1.4ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.2ms Speed: 1.1ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 8.3ms Speed: 1.0ms preprocess, 8.3ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.1ms Speed: 1.0ms preprocess, 9.1ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.3ms Speed: 1.2ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.2ms Speed: 1.3ms preprocess, 9.2ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.2ms Speed: 1.2ms preprocess, 9.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.1ms preprocess, 11.5ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.2ms Speed: 1.1ms preprocess, 9.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.1ms Speed: 1.2ms preprocess, 10.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.7ms Speed: 1.1ms preprocess, 12.7ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.3ms Speed: 1.0ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.2ms Speed: 1.1ms preprocess, 9.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.2ms Speed: 1.0ms preprocess, 9.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 9.3ms Speed: 1.0ms preprocess, 9.3ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 9.4ms Speed: 1.0ms preprocess, 9.4ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.4ms Speed: 1.3ms preprocess, 9.4ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.3ms Speed: 1.2ms preprocess, 9.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.4ms Speed: 1.4ms preprocess, 9.4ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.4ms Speed: 1.2ms preprocess, 9.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 14.5ms Speed: 1.2ms preprocess, 14.5ms inference, 1.1ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 2.5ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.4ms Speed: 1.2ms preprocess, 9.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 10.0ms Speed: 1.1ms preprocess, 10.0ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 1.2ms preprocess, 10.0ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.3ms Speed: 1.4ms preprocess, 9.3ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.8ms Speed: 1.2ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.6ms Speed: 1.3ms preprocess, 9.6ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.5ms Speed: 1.2ms preprocess, 9.5ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.6ms Speed: 1.1ms preprocess, 9.6ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.5ms Speed: 1.2ms preprocess, 9.5ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.5ms Speed: 1.1ms preprocess, 9.5ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.7ms Speed: 1.2ms preprocess, 12.7ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.6ms Speed: 1.0ms preprocess, 9.6ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.8ms Speed: 1.1ms preprocess, 12.8ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.6ms Speed: 1.0ms preprocess, 9.6ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.1ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.7ms Speed: 1.1ms preprocess, 13.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.8ms Speed: 1.3ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.1ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.8ms Speed: 1.1ms preprocess, 9.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.2ms Speed: 1.4ms preprocess, 13.2ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.7ms Speed: 1.1ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.2ms Speed: 1.2ms preprocess, 13.2ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.7ms Speed: 1.0ms preprocess, 9.7ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.8ms Speed: 1.3ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.0ms Speed: 1.2ms preprocess, 12.0ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.2ms preprocess, 9.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.8ms Speed: 1.0ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.8ms Speed: 1.2ms preprocess, 9.8ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.9ms Speed: 1.2ms preprocess, 12.9ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.2ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.4ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.1ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 1.4ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.2ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.9ms Speed: 1.1ms preprocess, 10.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.0ms Speed: 1.6ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.1ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.9ms Speed: 1.1ms preprocess, 10.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.8ms Speed: 1.3ms preprocess, 10.8ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.1ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.9ms Speed: 1.1ms preprocess, 10.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.0ms Speed: 1.4ms preprocess, 11.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.0ms Speed: 1.2ms preprocess, 11.0ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.3ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.0ms Speed: 1.2ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.4ms Speed: 1.1ms preprocess, 13.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.1ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.1ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.4ms preprocess, 11.5ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.0ms Speed: 1.1ms preprocess, 11.0ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.0ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.1ms Speed: 1.1ms preprocess, 11.1ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.3ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.0ms Speed: 1.5ms preprocess, 11.0ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.0ms Speed: 1.3ms preprocess, 11.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.0ms Speed: 1.2ms preprocess, 11.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.0ms Speed: 1.3ms preprocess, 11.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.3ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.5ms Speed: 1.2ms preprocess, 12.5ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.0ms Speed: 1.1ms preprocess, 11.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.2ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.0ms Speed: 1.2ms preprocess, 11.0ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.2ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.2ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.2ms preprocess, 11.1ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.3ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.4ms Speed: 1.2ms preprocess, 13.4ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.7ms Speed: 1.2ms preprocess, 11.7ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.2ms preprocess, 11.4ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.2ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.2ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.1ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.2ms preprocess, 11.5ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.3ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.3ms preprocess, 11.2ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.2ms preprocess, 11.2ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.2ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.3ms Speed: 1.3ms preprocess, 13.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.6ms Speed: 1.2ms preprocess, 11.6ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.7ms Speed: 1.6ms preprocess, 11.7ms inference, 1.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.5ms Speed: 1.2ms preprocess, 11.5ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.2ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.2ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.3ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.3ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.3ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.1ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.2ms preprocess, 11.5ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.2ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.2ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.2ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.2ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.2ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.2ms preprocess, 11.5ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.4ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.2ms preprocess, 11.5ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.3ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.4ms preprocess, 11.5ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.2ms preprocess, 11.3ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.3ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.3ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.3ms Speed: 1.2ms preprocess, 11.3ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 12.1ms Speed: 1.6ms preprocess, 12.1ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.1ms Speed: 1.5ms preprocess, 12.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.1ms preprocess, 11.5ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.1ms preprocess, 11.5ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.8ms Speed: 1.2ms preprocess, 11.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.9ms Speed: 1.4ms preprocess, 11.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.3ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.2ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.2ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.3ms preprocess, 11.2ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.5ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.1ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.8ms Speed: 1.2ms preprocess, 11.8ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.6ms Speed: 1.3ms preprocess, 11.6ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.4ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.2ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.3ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.2ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.3ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.2ms preprocess, 11.2ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.2ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.1ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.1ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.2ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.1ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.2ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.6ms Speed: 1.2ms preprocess, 11.6ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.7ms Speed: 1.2ms preprocess, 11.7ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.3ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.4ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.1ms preprocess, 11.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.1ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.2ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.7ms Speed: 1.3ms preprocess, 11.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.7ms Speed: 1.2ms preprocess, 11.7ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.1ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.1ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.7ms Speed: 1.2ms preprocess, 11.7ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.2ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.4ms Speed: 1.3ms preprocess, 11.4ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.2ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.0ms Speed: 1.2ms preprocess, 12.0ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.3ms preprocess, 11.2ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.4ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.3ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.3ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.1ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.1ms preprocess, 11.5ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.3ms Speed: 1.6ms preprocess, 12.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.2ms Speed: 1.1ms preprocess, 12.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.2ms Speed: 1.2ms preprocess, 12.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.3ms Speed: 1.5ms preprocess, 12.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.2ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.2ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.1ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.1ms Speed: 1.1ms preprocess, 12.1ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.7ms Speed: 1.1ms preprocess, 12.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.2ms preprocess, 11.1ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.4ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.3ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.1ms Speed: 1.2ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.2ms Speed: 1.2ms preprocess, 11.2ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.3ms Speed: 1.3ms preprocess, 11.3ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.2ms Speed: 1.1ms preprocess, 10.2ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.1ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 1.1ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.4ms Speed: 1.1ms preprocess, 10.4ms inference, 0.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.4ms Speed: 1.0ms preprocess, 10.4ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.1ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.8ms Speed: 1.0ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.1ms Speed: 1.0ms preprocess, 13.1ms inference, 1.0ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.2ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.1ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.3ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.8ms Speed: 1.1ms preprocess, 9.8ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.3ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.8ms Speed: 1.0ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 1.1ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.1ms Speed: 1.2ms preprocess, 10.1ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 1.3ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 1.1ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 1.1ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 1.2ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.0ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 1.0ms preprocess, 10.0ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.5ms Speed: 1.2ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.2ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 1.5ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.0ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.2ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.1ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 13.8ms Speed: 1.2ms preprocess, 13.8ms inference, 0.9ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.4ms Speed: 1.2ms preprocess, 10.4ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.2ms Speed: 1.1ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.3ms Speed: 1.1ms preprocess, 10.3ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.2ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.0ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 1.1ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.1ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.8ms Speed: 1.2ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.5ms Speed: 1.1ms preprocess, 10.5ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.5ms Speed: 1.1ms preprocess, 10.5ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.1ms preprocess, 9.9ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.2ms Speed: 1.3ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 1.4ms preprocess, 10.0ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.9ms Speed: 1.3ms preprocess, 9.9ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 10.4ms Speed: 1.1ms preprocess, 10.4ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 10.3ms Speed: 1.1ms preprocess, 10.3ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 10.5ms Speed: 1.1ms preprocess, 10.5ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 9.8ms Speed: 1.1ms preprocess, 9.8ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.8ms Speed: 1.3ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 9.8ms Speed: 1.4ms preprocess, 9.8ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 10.0ms Speed: 1.0ms preprocess, 10.0ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 9.8ms Speed: 1.1ms preprocess, 9.8ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.2ms Speed: 1.0ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 10.0ms Speed: 1.1ms preprocess, 10.0ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.5ms Speed: 1.2ms preprocess, 11.5ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.6ms Speed: 1.1ms preprocess, 11.6ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.7ms Speed: 1.5ms preprocess, 11.7ms inference, 0.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.1ms preprocess, 11.5ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.5ms Speed: 1.2ms preprocess, 11.5ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.7ms Speed: 1.1ms preprocess, 11.7ms inference, 0.7ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.6ms Speed: 1.2ms preprocess, 11.6ms inference, 1.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.6ms Speed: 1.3ms preprocess, 11.6ms inference, 2.4ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.9ms Speed: 1.4ms preprocess, 11.9ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.6ms Speed: 1.2ms preprocess, 11.6ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.5ms Speed: 1.0ms preprocess, 11.5ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.5ms Speed: 1.1ms preprocess, 11.5ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.7ms Speed: 1.1ms preprocess, 11.7ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.5ms Speed: 1.1ms preprocess, 11.5ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 2 Potholes, 11.6ms Speed: 1.2ms preprocess, 11.6ms inference, 2.8ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 2 Potholes, 12.1ms Speed: 1.1ms preprocess, 12.1ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.6ms Speed: 1.2ms preprocess, 11.6ms inference, 1.3ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.6ms Speed: 1.1ms preprocess, 11.6ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 13.0ms Speed: 1.3ms preprocess, 13.0ms inference, 2.5ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 12.5ms Speed: 1.2ms preprocess, 12.5ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 11.6ms Speed: 1.1ms preprocess, 11.6ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 (no detections), 12.7ms Speed: 1.3ms preprocess, 12.7ms inference, 0.6ms postprocess per image at shape (1, 3, 480, 640) 0: 480x640 1 Pothole, 11.5ms Speed: 1.1ms preprocess, 11.5ms inference, 1.2ms postprocess per image at shape (1, 3, 480, 640)
InΒ [11]:
from ultralytics import YOLO
model =YOLO(r"D:\ASTC project\runs\detect\yoloS _combined_five_weather\weights\best.pt")
results = model.predict(source=r"D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000098.jpg"
, conf=0.15, show=True, save=True)
image 1/1 D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000098.jpg: 384x640 2 Potholes, 14.2ms
Speed: 2.7ms preprocess, 14.2ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict9
InΒ [1]:
!pip install mss
Collecting mss Downloading mss-10.1.0-py3-none-any.whl.metadata (6.7 kB) Downloading mss-10.1.0-py3-none-any.whl (24 kB) Installing collected packages: mss Successfully installed mss-10.1.0
Array technique for input processingΒΆ
InΒ [Β ]:
import cv2
import time
from ultralytics import YOLO
# Load YOLO model
model = YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
# Load input video
cap = cv2.VideoCapture("input_video1.mp4")
if not cap.isOpened():
print("Error: Cannot open video")
exit()
frame_count = int(cap.get(cv2.CAP_PROP_FRAME_COUNT))
print(f"Total frames in video: {frame_count}")
frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
output_fps = 5
# Define VideoWriter for saving
out = cv2.VideoWriter(
"pothole_detection_slow.mp4",
cv2.VideoWriter_fourcc(*'mp4v'),
output_fps,
(frame_width, frame_height)
)
current_frame = 0
while current_frame < frame_count:
cap.set(cv2.CAP_PROP_POS_FRAMES, current_frame)
ret, frame = cap.read()
if not ret:
print("Failed to grab frame")
break
start_time = time.time()
# Run YOLO
results = model(frame, conf=0.25)
annotated_frame = results[0].plot()
# Save frame to video
out.write(annotated_frame)
# Show frame live
cv2.imshow("Simulated Live Stream", annotated_frame)
# Print detections
for box in results[0].boxes:
conf = float(box.conf[0])
x1, y1, x2, y2 = box.xyxy[0].tolist()
print(f"Pothole detected: Conf={conf:.2f}, BBox=({x1:.0f},{y1:.0f},{x2:.0f},{y2:.0f})")
# Measure time taken
elapsed_time_ms = int((time.time() - start_time) * 1000)
print(f"Processing time: {elapsed_time_ms} ms")
# Jump ahead by elapsed_time_ms frames
current_frame += elapsed_time_ms
if cv2.waitKey(1) & 0xFF == ord('q'):
break
cap.release()
out.release()
cv2.destroyAllWindows()
print("Video saved as pothole_detection_slow.mp4")
Total frames in video: 1179 0: 640x384 (no detections), 16.5ms Speed: 3.4ms preprocess, 16.5ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 384) Processing time: 424 ms 0: 640x384 (no detections), 6.9ms Speed: 1.4ms preprocess, 6.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 384) Processing time: 16 ms 0: 640x384 1 Pothole, 7.6ms Speed: 1.4ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(224,574,270,588) Processing time: 21 ms 0: 640x384 1 Pothole, 8.3ms Speed: 2.0ms preprocess, 8.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(392,557,427,567) Processing time: 21 ms 0: 640x384 1 Pothole, 8.4ms Speed: 1.5ms preprocess, 8.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(172,518,236,549) Processing time: 21 ms 0: 640x384 (no detections), 7.6ms Speed: 1.8ms preprocess, 7.6ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 384) Processing time: 18 ms 0: 640x384 (no detections), 8.9ms Speed: 2.4ms preprocess, 8.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Processing time: 25 ms 0: 640x384 (no detections), 6.7ms Speed: 2.0ms preprocess, 6.7ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 384) Processing time: 16 ms 0: 640x384 (no detections), 13.1ms Speed: 1.2ms preprocess, 13.1ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Processing time: 22 ms 0: 640x384 1 Pothole, 6.9ms Speed: 1.2ms preprocess, 6.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(0,597,92,661) Processing time: 18 ms 0: 640x384 1 Pothole, 6.8ms Speed: 1.3ms preprocess, 6.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(0,551,245,667) Processing time: 19 ms 0: 640x384 (no detections), 8.3ms Speed: 1.4ms preprocess, 8.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 384) Processing time: 18 ms 0: 640x384 1 Pothole, 6.7ms Speed: 1.1ms preprocess, 6.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(254,496,299,518) Processing time: 17 ms 0: 640x384 (no detections), 10.1ms Speed: 1.9ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Processing time: 19 ms 0: 640x384 1 Pothole, 6.9ms Speed: 1.8ms preprocess, 6.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.53, BBox=(242,599,279,615) Processing time: 21 ms 0: 640x384 1 Pothole, 7.8ms Speed: 1.5ms preprocess, 7.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(182,528,219,544) Processing time: 19 ms 0: 640x384 (no detections), 6.8ms Speed: 1.3ms preprocess, 6.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 384) Processing time: 16 ms 0: 640x384 (no detections), 10.2ms Speed: 1.4ms preprocess, 10.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 384) Processing time: 20 ms 0: 640x384 (no detections), 7.1ms Speed: 1.4ms preprocess, 7.1ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 384) Processing time: 17 ms 0: 640x384 (no detections), 6.7ms Speed: 1.1ms preprocess, 6.7ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 384) Processing time: 16 ms 0: 640x384 (no detections), 8.3ms Speed: 1.2ms preprocess, 8.3ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 384) Processing time: 17 ms 0: 640x384 (no detections), 6.7ms Speed: 1.4ms preprocess, 6.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 384) Processing time: 16 ms 0: 640x384 (no detections), 7.0ms Speed: 2.3ms preprocess, 7.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 384) Processing time: 17 ms 0: 640x384 (no detections), 6.7ms Speed: 2.1ms preprocess, 6.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 384) Processing time: 17 ms 0: 640x384 (no detections), 6.7ms Speed: 1.3ms preprocess, 6.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 384) Processing time: 15 ms 0: 640x384 1 Pothole, 12.2ms Speed: 2.0ms preprocess, 12.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(172,505,232,521) Processing time: 25 ms 0: 640x384 1 Pothole, 10.8ms Speed: 1.3ms preprocess, 10.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.43, BBox=(107,625,141,642) Processing time: 22 ms 0: 640x384 1 Pothole, 6.9ms Speed: 1.2ms preprocess, 6.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(0,562,101,598) Processing time: 17 ms 0: 640x384 (no detections), 6.7ms Speed: 1.4ms preprocess, 6.7ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 384) Processing time: 16 ms 0: 640x384 (no detections), 6.9ms Speed: 1.2ms preprocess, 6.9ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 384) Processing time: 16 ms 0: 640x384 (no detections), 6.7ms Speed: 1.2ms preprocess, 6.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 384) Processing time: 16 ms 0: 640x384 (no detections), 6.9ms Speed: 1.5ms preprocess, 6.9ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Processing time: 17 ms 0: 640x384 (no detections), 6.7ms Speed: 2.6ms preprocess, 6.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 384) Processing time: 20 ms 0: 640x384 (no detections), 7.0ms Speed: 1.6ms preprocess, 7.0ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 384) Processing time: 18 ms 0: 640x384 (no detections), 6.9ms Speed: 1.2ms preprocess, 6.9ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 384) Processing time: 14 ms 0: 640x384 (no detections), 6.8ms Speed: 1.2ms preprocess, 6.8ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 384) Processing time: 15 ms 0: 640x384 (no detections), 6.7ms Speed: 1.3ms preprocess, 6.7ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 384) Processing time: 15 ms 0: 640x384 (no detections), 10.5ms Speed: 1.2ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 384) Processing time: 17 ms 0: 640x384 (no detections), 10.6ms Speed: 1.3ms preprocess, 10.6ms inference, 0.5ms postprocess per image at shape (1, 3, 640, 384) Processing time: 19 ms 0: 640x384 (no detections), 10.5ms Speed: 1.4ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 384) Processing time: 19 ms 0: 640x384 (no detections), 10.5ms Speed: 1.2ms preprocess, 10.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 384) Processing time: 18 ms 0: 640x384 2 Potholes, 10.8ms Speed: 1.4ms preprocess, 10.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.33, BBox=(247,483,293,493) Pothole detected: Conf=0.32, BBox=(180,496,207,506) Processing time: 22 ms 0: 640x384 (no detections), 11.1ms Speed: 1.8ms preprocess, 11.1ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 384) Processing time: 21 ms Video saved as pothole_detection_slow.mp4
InΒ [Β ]:
import cv2
import time
from ultralytics import YOLO
# Load YOLO model
model = YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
# Load input video
cap = cv2.VideoCapture("my_video.mp4")
if not cap.isOpened():
print("Error: Cannot open video")
exit()
frame_count = int(cap.get(cv2.CAP_PROP_FRAME_COUNT))
print(f"Total frames in video: {frame_count}")
frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
output_fps = 5 # Try 5 FPS (normal video ~30 FPS)
# Define VideoWriter for saving
out = cv2.VideoWriter(
"my_video_output.mp4",
cv2.VideoWriter_fourcc(*'mp4v'),
output_fps,
(frame_width, frame_height)
)
current_frame = 0
while current_frame < frame_count:
cap.set(cv2.CAP_PROP_POS_FRAMES, current_frame)
ret, frame = cap.read()
if not ret:
print("Failed to grab frame")
break
start_time = time.time()
# Run YOLO
results = model(frame, conf=0.25)
annotated_frame = results[0].plot()
# Save frame to video
out.write(annotated_frame)
# Show frame live
cv2.imshow("Simulated Live Stream", annotated_frame)
# Print detections
for box in results[0].boxes:
conf = float(box.conf[0])
x1, y1, x2, y2 = box.xyxy[0].tolist()
print(f"Pothole detected: Conf={conf:.2f}, BBox=({x1:.0f},{y1:.0f},{x2:.0f},{y2:.0f})")
# Measure time taken
elapsed_time_ms = int((time.time() - start_time) * 1000)
print(f"Processing time: {elapsed_time_ms} ms")
# Jump ahead by elapsed_time_ms frames
current_frame += elapsed_time_ms
if cv2.waitKey(1) & 0xFF == ord('q'):
break
cap.release()
out.release()
cv2.destroyAllWindows()
print("Video saved as pothole_detection_slow.mp4")
Total frames in video: 1005 0: 384x640 3 Potholes, 55.4ms Speed: 3.5ms preprocess, 55.4ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.83, BBox=(253,120,482,281) Pothole detected: Conf=0.74, BBox=(0,70,109,170) Pothole detected: Conf=0.31, BBox=(51,125,250,199) Processing time: 491 ms 0: 384x640 2 Potholes, 6.8ms Speed: 1.2ms preprocess, 6.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.77, BBox=(63,127,473,332) Pothole detected: Conf=0.60, BBox=(318,20,476,58) Processing time: 16 ms 0: 384x640 2 Potholes, 10.9ms Speed: 1.5ms preprocess, 10.9ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.79, BBox=(0,188,490,356) Pothole detected: Conf=0.67, BBox=(294,48,464,93) Processing time: 24 ms 0: 384x640 1 Pothole, 9.6ms Speed: 1.8ms preprocess, 9.6ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.72, BBox=(210,86,392,134) Processing time: 21 ms 0: 384x640 1 Pothole, 7.5ms Speed: 1.3ms preprocess, 7.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.76, BBox=(159,90,366,154) Processing time: 16 ms 0: 384x640 2 Potholes, 7.6ms Speed: 1.4ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(2,119,238,200) Pothole detected: Conf=0.49, BBox=(444,0,485,13) Processing time: 16 ms 0: 384x640 3 Potholes, 8.1ms Speed: 3.8ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.62, BBox=(0,115,103,225) Pothole detected: Conf=0.40, BBox=(512,18,577,51) Pothole detected: Conf=0.36, BBox=(509,12,601,60) Processing time: 21 ms 0: 384x640 2 Potholes, 6.6ms Speed: 0.8ms preprocess, 6.6ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.46, BBox=(392,13,479,62) Pothole detected: Conf=0.42, BBox=(395,18,461,53) Processing time: 14 ms 0: 384x640 2 Potholes, 7.4ms Speed: 1.0ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.48, BBox=(336,25,422,75) Pothole detected: Conf=0.40, BBox=(338,28,409,70) Processing time: 18 ms 0: 384x640 3 Potholes, 8.3ms Speed: 1.1ms preprocess, 8.3ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.59, BBox=(296,82,366,123) Pothole detected: Conf=0.44, BBox=(294,73,376,128) Pothole detected: Conf=0.38, BBox=(76,0,125,22) Processing time: 18 ms 0: 384x640 4 Potholes, 14.4ms Speed: 1.1ms preprocess, 14.4ms inference, 5.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.64, BBox=(332,108,411,152) Pothole detected: Conf=0.55, BBox=(91,123,181,176) Pothole detected: Conf=0.49, BBox=(83,5,167,40) Pothole detected: Conf=0.29, BBox=(3,219,333,360) Processing time: 28 ms 0: 384x640 3 Potholes, 7.4ms Speed: 1.6ms preprocess, 7.4ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.77, BBox=(191,139,310,221) Pothole detected: Conf=0.32, BBox=(186,1,248,31) Pothole detected: Conf=0.31, BBox=(179,272,552,358) Processing time: 19 ms 0: 384x640 1 Pothole, 8.2ms Speed: 1.0ms preprocess, 8.2ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.79, BBox=(302,151,444,269) Processing time: 15 ms 0: 384x640 1 Pothole, 7.4ms Speed: 1.0ms preprocess, 7.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.79, BBox=(329,173,505,346) Processing time: 16 ms 0: 384x640 2 Potholes, 8.9ms Speed: 1.3ms preprocess, 8.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.35, BBox=(52,2,193,35) Pothole detected: Conf=0.32, BBox=(416,268,590,358) Processing time: 18 ms 0: 384x640 4 Potholes, 7.6ms Speed: 1.0ms preprocess, 7.6ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.66, BBox=(171,30,298,78) Pothole detected: Conf=0.51, BBox=(493,17,562,71) Pothole detected: Conf=0.39, BBox=(217,0,281,26) Pothole detected: Conf=0.27, BBox=(491,15,581,76) Processing time: 18 ms 0: 384x640 3 Potholes, 8.5ms Speed: 1.0ms preprocess, 8.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.74, BBox=(247,70,379,124) Pothole detected: Conf=0.59, BBox=(606,75,636,139) Pothole detected: Conf=0.36, BBox=(598,63,635,144) Processing time: 17 ms 0: 384x640 4 Potholes, 7.1ms Speed: 0.8ms preprocess, 7.1ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.78, BBox=(223,90,361,150) Pothole detected: Conf=0.66, BBox=(601,94,637,167) Pothole detected: Conf=0.34, BBox=(282,50,372,86) Pothole detected: Conf=0.34, BBox=(596,84,636,173) Processing time: 17 ms 0: 384x640 3 Potholes, 14.4ms Speed: 1.2ms preprocess, 14.4ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.78, BBox=(158,87,310,159) Pothole detected: Conf=0.67, BBox=(562,69,638,159) Pothole detected: Conf=0.39, BBox=(24,184,150,246) Processing time: 26 ms 0: 384x640 3 Potholes, 7.5ms Speed: 0.9ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.71, BBox=(0,65,102,171) Pothole detected: Conf=0.70, BBox=(387,25,482,131) Pothole detected: Conf=0.28, BBox=(495,84,529,114) Processing time: 17 ms 0: 384x640 4 Potholes, 8.4ms Speed: 1.1ms preprocess, 8.4ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.47, BBox=(319,15,426,148) Pothole detected: Conf=0.42, BBox=(0,95,85,180) Pothole detected: Conf=0.36, BBox=(308,22,557,249) Pothole detected: Conf=0.26, BBox=(5,98,85,149) Processing time: 19 ms 0: 384x640 2 Potholes, 7.4ms Speed: 0.9ms preprocess, 7.4ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.59, BBox=(229,53,351,199) Pothole detected: Conf=0.35, BBox=(224,44,356,257) Processing time: 17 ms 0: 384x640 1 Pothole, 11.8ms Speed: 1.3ms preprocess, 11.8ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.65, BBox=(226,60,359,246) Processing time: 20 ms 0: 384x640 1 Pothole, 7.5ms Speed: 1.2ms preprocess, 7.5ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.69, BBox=(211,88,356,327) Processing time: 16 ms 0: 384x640 1 Pothole, 9.5ms Speed: 1.0ms preprocess, 9.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(194,104,375,354) Processing time: 18 ms 0: 384x640 1 Pothole, 9.3ms Speed: 1.6ms preprocess, 9.3ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.68, BBox=(192,161,386,356) Processing time: 19 ms 0: 384x640 1 Pothole, 8.8ms Speed: 1.0ms preprocess, 8.8ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.75, BBox=(202,197,396,355) Processing time: 17 ms 0: 384x640 1 Pothole, 16.7ms Speed: 1.0ms preprocess, 16.7ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.66, BBox=(190,146,394,355) Processing time: 26 ms 0: 384x640 1 Pothole, 7.6ms Speed: 1.0ms preprocess, 7.6ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.62, BBox=(193,52,396,354) Processing time: 16 ms Video saved as pothole_detection_slow.mp4
training again on same dataset with fine tuning to avoid overfittingΒΆ
InΒ [2]:
from ultralytics import YOLO
model = YOLO(r"D:\ASTC project\runs\detect\yoloS _combined_five_weather\weights\best.pt")
model.train(
data=r"D:\ASTC project\dataset3_splitted\data.yaml",
epochs=30,
imgsz=640,
batch=16,
lr0=0.01,
optimizer="AdamW",
weight_decay=0.0005,
name = "NEw model 19_09_2024",
device=0
)
New https://pypi.org/project/ultralytics/8.3.202 available Update with 'pip install -U ultralytics' Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) engine\trainer: agnostic_nms=False, amp=True, augment=False, auto_augment=randaugment, batch=16, bgr=0.0, box=7.5, cache=False, cfg=None, classes=None, close_mosaic=10, cls=0.5, conf=None, copy_paste=0.0, copy_paste_mode=flip, cos_lr=False, cutmix=0.0, data=D:\ASTC project\dataset3_splitted\data.yaml, degrees=0.0, deterministic=True, device=0, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, epochs=30, erasing=0.4, exist_ok=False, fliplr=0.5, flipud=0.0, format=torchscript, fraction=1.0, freeze=None, half=False, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, imgsz=640, int8=False, iou=0.7, keras=False, kobj=1.0, line_width=None, lr0=0.01, lrf=0.01, mask_ratio=4, max_det=300, mixup=0.0, mode=train, model=D:\ASTC project\runs\detect\yoloS _combined_five_weather\weights\best.pt, momentum=0.937, mosaic=1.0, multi_scale=False, name=NEw model 19_09_2024, nbs=64, nms=False, opset=None, optimize=False, optimizer=AdamW, overlap_mask=True, patience=100, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=None, rect=False, resume=False, retina_masks=False, save=True, save_conf=False, save_crop=False, save_dir=runs\detect\NEw model 19_09_2024, save_frames=False, save_json=False, save_period=-1, save_txt=False, scale=0.5, seed=0, shear=0.0, show=False, show_boxes=True, show_conf=True, show_labels=True, simplify=True, single_cls=False, source=None, split=val, stream_buffer=False, task=detect, time=None, tracker=botsort.yaml, translate=0.1, val=True, verbose=True, vid_stride=1, visualize=False, warmup_bias_lr=0.1, warmup_epochs=3.0, warmup_momentum=0.8, weight_decay=0.0005, workers=8, workspace=None from n params module arguments 0 -1 1 928 ultralytics.nn.modules.conv.Conv [3, 32, 3, 2] 1 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2] 2 -1 1 26080 ultralytics.nn.modules.block.C3k2 [64, 128, 1, False, 0.25] 3 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 4 -1 1 103360 ultralytics.nn.modules.block.C3k2 [128, 256, 1, False, 0.25] 5 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 6 -1 1 346112 ultralytics.nn.modules.block.C3k2 [256, 256, 1, True] 7 -1 1 1180672 ultralytics.nn.modules.conv.Conv [256, 512, 3, 2] 8 -1 1 1380352 ultralytics.nn.modules.block.C3k2 [512, 512, 1, True] 9 -1 1 656896 ultralytics.nn.modules.block.SPPF [512, 512, 5] 10 -1 1 990976 ultralytics.nn.modules.block.C2PSA [512, 512, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] 13 -1 1 443776 ultralytics.nn.modules.block.C3k2 [768, 256, 1, False] 14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 15 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] 16 -1 1 127680 ultralytics.nn.modules.block.C3k2 [512, 128, 1, False] 17 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 18 [-1, 13] 1 0 ultralytics.nn.modules.conv.Concat [1] 19 -1 1 345472 ultralytics.nn.modules.block.C3k2 [384, 256, 1, False] 20 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 21 [-1, 10] 1 0 ultralytics.nn.modules.conv.Concat [1] 22 -1 1 1511424 ultralytics.nn.modules.block.C3k2 [768, 512, 1, True] 23 [16, 19, 22] 1 819795 ultralytics.nn.modules.head.Detect [1, [128, 256, 512]] YOLO11s summary: 181 layers, 9,428,179 parameters, 9,428,163 gradients, 21.5 GFLOPs Transferred 499/499 items from pretrained weights Freezing layer 'model.23.dfl.conv.weight' AMP: running Automatic Mixed Precision (AMP) checks... AMP: checks passed train: Fast image access (ping: 0.20.0 ms, read: 1013.0244.6 MB/s, size: 544.0 KB)
train: Scanning D:\ASTC project\dataset3_splitted\train\labels.cache... 1469 images, 391 backgrounds, 203 corrupt: 100%|ββββββββββ| 1469/1469 [00:00<?, ?it/s]
train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000058.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000059.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000060.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000061.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000062.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000063.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000064.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000065.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000066.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000067.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000071.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000072.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000073.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000074.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000075.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000076.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000077.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000078.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000079.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000080.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000081.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000140.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000141.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000142.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000143.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000144.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000145.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000146.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000147.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000148.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000149.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000150.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000151.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000152.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000153.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000154.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000155.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000210.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000211.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000212.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000213.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000214.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000215.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Ca_00000216.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000014.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000015.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000016.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000017.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000018.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000019.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000020.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000021.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000022.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000023.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000076.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000077.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000078.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000079.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000117.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000136.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000145.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000146.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000147.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000148.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000198.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_1_Pr_00000199.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000028.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000029.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000030.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000031.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000032.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000033.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000034.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000035.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000036.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000037.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000068.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000069.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000070.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000092.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000093.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000094.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000095.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Ca_00000096.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000005.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000006.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000007.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000008.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000009.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000010.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000011.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000012.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000013.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000014.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000050.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000051.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000052.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000053.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000054.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000055.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000092.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000093.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000094.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000100.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000101.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000102.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_2_Pr_00000132.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000025.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000026.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000027.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000055.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000056.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000057.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000058.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000059.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000083.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000084.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_100000085.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000027.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000028.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000029.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000058.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000059.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000060.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000061.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000062.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000084.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000085.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000086.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000087.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000088.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000089.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000090.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Ca_300000091.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000003.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000004.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000005.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000006.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000007.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000033.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000034.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000035.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000036.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000037.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000038.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000069.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_100000070.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000001.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000002.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000003.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000004.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000005.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000006.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000031.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000032.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000033.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000034.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000066.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000067.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_3_Pr_300000068.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000033.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000034.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000035.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000036.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000037.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000038.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000041.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000042.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000043.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000044.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000045.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000077.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000078.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000079.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000080.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000081.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000082.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000107.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000108.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_evening_00000109.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000039.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000040.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000041.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000081.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000082.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000083.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000084.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000085.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000086.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000125.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000126.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_night_00000127.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000044.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000045.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000046.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000085.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000086.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000087.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000088.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000119.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000120.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000121.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 train: D:\ASTC project\dataset3_splitted\train\images\Vid_Ca_rain_00000122.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0
val: Fast image access (ping: 0.20.1 ms, read: 719.2129.9 MB/s, size: 365.6 KB)
val: Scanning D:\ASTC project\dataset3_splitted\valid\labels.cache... 420 images, 114 backgrounds, 58 corrupt: 100%|ββββββββββ| 420/420 [00:00<?, ?it/s]
val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000027.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000028.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000029.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000061.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000062.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000063.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000064.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000090.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000091.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000092.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000093.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Ca_sunset_00000094.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000003.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000004.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000005.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000006.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000007.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000008.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000039.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000040.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000041.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000042.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000074.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pd_sunset_00000075.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000004.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000005.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000006.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000007.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000008.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000009.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000010.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000011.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000012.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000013.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000014.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000015.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000016.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000017.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000058.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000059.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000093.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000094.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_evening_00000095.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000007.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000008.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000009.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000010.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000011.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000012.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000013.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000014.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000015.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000067.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000068.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000069.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000070.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000071.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0 val: D:\ASTC project\dataset3_splitted\valid\images\Vid_Pr_night_00000072.jpg: ignoring corrupt image/label: Label class 1 exceeds dataset class count 1. Possible class labels are 0-0
Plotting labels to runs\detect\NEw model 19_09_2024\labels.jpg... optimizer: AdamW(lr=0.01, momentum=0.937) with parameter groups 81 weight(decay=0.0), 88 weight(decay=0.0005), 87 bias(decay=0.0) Image sizes 640 train, 640 val Using 8 dataloader workers Logging results to runs\detect\NEw model 19_09_2024 Starting training for 30 epochs... Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/30 4.01G 2.257 1.555 1.229 4 640: 100%|ββββββββββ| 80/80 [00:31<00:00, 2.51it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.27it/s]
all 362 497 0.503 0.328 0.336 0.119
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/30 4.05G 2.399 1.767 1.277 12 640: 100%|ββββββββββ| 80/80 [00:27<00:00, 2.89it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.33it/s]
all 362 497 0.406 0.314 0.288 0.104
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/30 4.1G 2.469 1.818 1.318 9 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.02it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.15it/s]
all 362 497 0.334 0.378 0.241 0.0746
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/30 4.08G 2.477 1.811 1.296 7 640: 100%|ββββββββββ| 80/80 [00:27<00:00, 2.93it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.09it/s]
all 362 497 0.313 0.177 0.169 0.0538
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/30 4.07G 2.457 1.79 1.315 2 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 2.98it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.61it/s]
all 362 497 0.356 0.237 0.23 0.0812
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/30 4.08G 2.446 1.832 1.3 3 640: 100%|ββββββββββ| 80/80 [00:27<00:00, 2.90it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.56it/s]
all 362 497 0.413 0.416 0.339 0.113
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/30 4.08G 2.365 1.703 1.275 3 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 2.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.07it/s]
all 362 497 0.502 0.525 0.485 0.168
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/30 4.08G 2.392 1.716 1.268 6 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.02it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.13it/s]
all 362 497 0.485 0.412 0.399 0.134
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/30 4.07G 2.395 1.644 1.263 8 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.18it/s]
all 362 497 0.526 0.453 0.443 0.147
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/30 4.1G 2.283 1.575 1.228 2 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.10it/s]
all 362 497 0.548 0.456 0.451 0.136
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/30 4.09G 2.374 1.586 1.232 6 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 2.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.95it/s]
all 362 497 0.47 0.386 0.385 0.14
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/30 4.09G 2.305 1.617 1.238 7 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 2.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.96it/s]
all 362 497 0.485 0.434 0.409 0.131
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/30 4.09G 2.235 1.533 1.215 3 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 2.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.02it/s]
all 362 497 0.578 0.463 0.47 0.162
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/30 4.07G 2.285 1.571 1.234 2 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 2.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.03it/s]
all 362 497 0.602 0.493 0.546 0.202
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/30 4.09G 2.232 1.523 1.228 6 640: 100%|ββββββββββ| 80/80 [00:27<00:00, 2.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.06it/s]
all 362 497 0.434 0.183 0.187 0.0607
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
16/30 4.08G 2.164 1.476 1.2 6 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.22it/s]
all 362 497 0.622 0.497 0.564 0.205
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
17/30 4.07G 2.171 1.392 1.21 4 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 2.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.93it/s]
all 362 497 0.554 0.561 0.542 0.211
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
18/30 4.1G 2.143 1.42 1.168 2 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.03it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.27it/s]
all 362 497 0.547 0.531 0.511 0.188
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
19/30 4.08G 2.125 1.397 1.176 6 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.05it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.35it/s]
all 362 497 0.606 0.562 0.562 0.213
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
20/30 4.08G 2.131 1.388 1.17 2 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.05it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.29it/s]
all 362 497 0.632 0.545 0.563 0.204
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
21/30 4.07G 2.087 1.369 1.217 7 640: 100%|ββββββββββ| 80/80 [00:27<00:00, 2.90it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.69it/s]
all 362 497 0.629 0.55 0.569 0.204
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
22/30 4.06G 2.103 1.348 1.215 1 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.05it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.56it/s]
all 362 497 0.541 0.477 0.468 0.158
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
23/30 4.07G 2.049 1.325 1.187 0 640: 100%|ββββββββββ| 80/80 [00:25<00:00, 3.10it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.59it/s]
all 362 497 0.61 0.537 0.581 0.204
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
24/30 4.07G 2.06 1.298 1.21 3 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.19it/s]
all 362 497 0.587 0.531 0.516 0.19
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
25/30 4.06G 2.034 1.305 1.202 2 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.06it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.56it/s]
all 362 497 0.556 0.501 0.461 0.15
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
26/30 4.07G 2.025 1.259 1.189 3 640: 100%|ββββββββββ| 80/80 [00:25<00:00, 3.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.40it/s]
all 362 497 0.581 0.507 0.497 0.184
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
27/30 4.08G 1.98 1.223 1.17 4 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.05it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.12it/s]
all 362 497 0.585 0.525 0.52 0.184
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
28/30 4.07G 1.985 1.223 1.185 5 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.07it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.98it/s]
all 362 497 0.574 0.503 0.499 0.191
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
29/30 4.08G 1.947 1.212 1.162 2 640: 100%|ββββββββββ| 80/80 [00:26<00:00, 3.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 5.04it/s]
all 362 497 0.597 0.573 0.561 0.209
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
30/30 4.07G 1.932 1.163 1.16 3 640: 100%|ββββββββββ| 80/80 [00:28<00:00, 2.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.41it/s]
all 362 497 0.623 0.521 0.53 0.206
30 epochs completed in 0.277 hours. Optimizer stripped from runs\detect\NEw model 19_09_2024\weights\last.pt, 19.1MB Optimizer stripped from runs\detect\NEw model 19_09_2024\weights\best.pt, 19.1MB Validating runs\detect\NEw model 19_09_2024\weights\best.pt... Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) YOLO11s summary (fused): 100 layers, 9,413,187 parameters, 0 gradients, 21.3 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 12/12 [00:02<00:00, 4.06it/s]
all 362 497 0.604 0.562 0.561 0.213
Speed: 0.2ms preprocess, 3.5ms inference, 0.0ms loss, 1.4ms postprocess per image
Results saved to runs\detect\NEw model 19_09_2024
Out[2]:
ultralytics.utils.metrics.DetMetrics object with attributes:
ap_class_index: array([0])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x00000253C4FC2A10>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
curves_results: [[array([ 0, 0.001001, 0.002002, 0.003003, 0.004004, 0.005005, 0.006006, 0.007007, 0.008008, 0.009009, 0.01001, 0.011011, 0.012012, 0.013013, 0.014014, 0.015015, 0.016016, 0.017017, 0.018018, 0.019019, 0.02002, 0.021021, 0.022022, 0.023023,
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fitness: np.float64(0.24818298241416)
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.21337])
names: {0: 'Pothole'}
nt_per_class: array([497])
nt_per_image: array([248])
results_dict: {'metrics/precision(B)': np.float64(0.6042303032043853), 'metrics/recall(B)': np.float64(0.5621542065204037), 'metrics/mAP50(B)': np.float64(0.5614608098726946), 'metrics/mAP50-95(B)': np.float64(0.21337433491876726), 'fitness': np.float64(0.24818298241416)}
save_dir: WindowsPath('runs/detect/NEw model 19_09_2024')
speed: {'preprocess': 0.15897320453862235, 'inference': 3.5103665744706998, 'loss': 0.00028011045940940714, 'postprocess': 1.3745682319183707}
stats: {'tp': [], 'conf': [], 'pred_cls': [], 'target_cls': [], 'target_img': []}
task: 'detect'
InΒ [5]:
import cv2
import time
from ultralytics import YOLO
# Load YOLO model
model = YOLO(r"D:\ASTC project\runs\detect\NEw model 19_09_2024\weights\best.pt")
# Load input video
cap = cv2.VideoCapture("my_video.mp4")
if not cap.isOpened():
print("Error: Cannot open video")
exit()
frame_count = int(cap.get(cv2.CAP_PROP_FRAME_COUNT))
print(f"Total frames in video: {frame_count}")
frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
output_fps = 20 # Try 5 FPS (normal video ~30 FPS)
# Define VideoWriter for saving
out = cv2.VideoWriter(
"my_video_output.mp4",
cv2.VideoWriter_fourcc(*'mp4v'),
output_fps,
(frame_width, frame_height)
)
current_frame = 0
while current_frame < frame_count:
cap.set(cv2.CAP_PROP_POS_FRAMES, current_frame)
ret, frame = cap.read()
if not ret:
print("Failed to grab frame")
break
start_time = time.time()
# Run YOLO
results = model(frame, conf=0.25)
annotated_frame = results[0].plot()
# Save frame to video
out.write(annotated_frame)
# Show frame live
cv2.imshow("Simulated Live Stream", annotated_frame)
# Print detections
for box in results[0].boxes:
conf = float(box.conf[0])
x1, y1, x2, y2 = box.xyxy[0].tolist()
print(f"Pothole detected: Conf={conf:.2f}, BBox=({x1:.0f},{y1:.0f},{x2:.0f},{y2:.0f})")
# Measure time taken
elapsed_time_ms = int((time.time() - start_time) * 1000)
print(f"Processing time: {elapsed_time_ms} ms")
# Jump ahead by elapsed_time_ms frames
current_frame += elapsed_time_ms
if cv2.waitKey(1) & 0xFF == ord('q'):
break
cap.release()
out.release()
cv2.destroyAllWindows()
print("Video saved as pothole_detection_slow.mp4")
Total frames in video: 1005 0: 384x640 (no detections), 73.7ms Speed: 3.0ms preprocess, 73.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Processing time: 458 ms 0: 384x640 1 Pothole, 7.6ms Speed: 1.7ms preprocess, 7.6ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.29, BBox=(448,18,492,37) Processing time: 17 ms 0: 384x640 (no detections), 7.3ms Speed: 1.3ms preprocess, 7.3ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Processing time: 16 ms 0: 384x640 3 Potholes, 14.2ms Speed: 1.5ms preprocess, 14.2ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.39, BBox=(529,19,593,45) Pothole detected: Conf=0.33, BBox=(518,15,595,48) Pothole detected: Conf=0.28, BBox=(544,20,591,43) Processing time: 28 ms 0: 384x640 (no detections), 9.0ms Speed: 1.0ms preprocess, 9.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Processing time: 15 ms 0: 384x640 1 Pothole, 9.5ms Speed: 1.1ms preprocess, 9.5ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.34, BBox=(353,16,392,34) Processing time: 20 ms 0: 384x640 1 Pothole, 9.8ms Speed: 1.1ms preprocess, 9.8ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.29, BBox=(499,5,544,22) Processing time: 21 ms 0: 384x640 1 Pothole, 7.5ms Speed: 0.8ms preprocess, 7.5ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.53, BBox=(384,29,446,54) Processing time: 16 ms 0: 384x640 1 Pothole, 7.6ms Speed: 1.0ms preprocess, 7.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.51, BBox=(305,20,367,46) Processing time: 16 ms 0: 384x640 2 Potholes, 9.9ms Speed: 1.4ms preprocess, 9.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.64, BBox=(210,31,269,65) Pothole detected: Conf=0.30, BBox=(191,31,269,67) Processing time: 19 ms 0: 384x640 (no detections), 7.5ms Speed: 0.9ms preprocess, 7.5ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Processing time: 13 ms 0: 384x640 (no detections), 9.4ms Speed: 1.4ms preprocess, 9.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Processing time: 16 ms 0: 384x640 (no detections), 8.4ms Speed: 1.1ms preprocess, 8.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Processing time: 15 ms 0: 384x640 (no detections), 7.9ms Speed: 0.9ms preprocess, 7.9ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Processing time: 14 ms 0: 384x640 (no detections), 10.4ms Speed: 1.3ms preprocess, 10.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Processing time: 20 ms 0: 384x640 (no detections), 9.2ms Speed: 1.0ms preprocess, 9.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Processing time: 16 ms 0: 384x640 (no detections), 8.0ms Speed: 1.0ms preprocess, 8.0ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Processing time: 15 ms 0: 384x640 (no detections), 10.1ms Speed: 1.1ms preprocess, 10.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Processing time: 17 ms 0: 384x640 (no detections), 7.2ms Speed: 0.8ms preprocess, 7.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Processing time: 13 ms 0: 384x640 (no detections), 8.2ms Speed: 1.0ms preprocess, 8.2ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Processing time: 14 ms 0: 384x640 (no detections), 8.5ms Speed: 0.9ms preprocess, 8.5ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Processing time: 15 ms 0: 384x640 2 Potholes, 7.5ms Speed: 0.9ms preprocess, 7.5ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.33, BBox=(150,88,222,127) Pothole detected: Conf=0.26, BBox=(432,295,481,338) Processing time: 16 ms 0: 384x640 1 Pothole, 8.1ms Speed: 0.9ms preprocess, 8.1ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640) Pothole detected: Conf=0.26, BBox=(392,321,444,360) Processing time: 17 ms 0: 384x640 (no detections), 7.7ms Speed: 0.9ms preprocess, 7.7ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Processing time: 16 ms 0: 384x640 (no detections), 8.6ms Speed: 1.0ms preprocess, 8.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Processing time: 14 ms 0: 384x640 (no detections), 9.0ms Speed: 0.9ms preprocess, 9.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640) Processing time: 15 ms 0: 384x640 (no detections), 7.5ms Speed: 1.1ms preprocess, 7.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Processing time: 15 ms 0: 384x640 (no detections), 8.5ms Speed: 0.9ms preprocess, 8.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Processing time: 15 ms 0: 384x640 (no detections), 6.9ms Speed: 0.8ms preprocess, 6.9ms inference, 0.5ms postprocess per image at shape (1, 3, 384, 640) Processing time: 13 ms 0: 384x640 (no detections), 6.8ms Speed: 0.8ms preprocess, 6.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Processing time: 12 ms 0: 384x640 (no detections), 7.5ms Speed: 0.9ms preprocess, 7.5ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Processing time: 15 ms 0: 384x640 (no detections), 7.9ms Speed: 0.8ms preprocess, 7.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Processing time: 14 ms 0: 384x640 (no detections), 7.8ms Speed: 0.9ms preprocess, 7.8ms inference, 0.6ms postprocess per image at shape (1, 3, 384, 640) Processing time: 13 ms 0: 384x640 (no detections), 7.9ms Speed: 0.9ms preprocess, 7.9ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Processing time: 14 ms 0: 384x640 (no detections), 11.1ms Speed: 1.5ms preprocess, 11.1ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640) Processing time: 21 ms 0: 384x640 (no detections), 7.6ms Speed: 0.9ms preprocess, 7.6ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640) Processing time: 14 ms Video saved as pothole_detection_slow.mp4
InΒ [9]:
from ultralytics import YOLO
import os
import numpy as np
import cv2
model =YOLO(r"D:\ASTC project\runs\detect\NEw model 19_09_2024\weights\best.pt")
def predict_image(img_path):
results = model.predict(source=img_path, conf=0.10, show=True, save=True)
if results and results[0].boxes:
class_id = int(results[0].boxes.cls[0])
return class_id
return None
IMG_SIZE = (256, 256) # Adjust based on your model's expected input size
def predict_video(video_path):
cap = cv2.VideoCapture(video_path)
predictions = []
frame_no = 0
while True:
ret, frame = cap.read()
if not ret:
break
frame_no += 1
resized = cv2.resize(frame, IMG_SIZE) / 255.0
img_array = np.expand_dims(resized, axis=0)
pred = model.predict(img_array)
predictions.append((frame_no, np.argmax(pred)))
cap.release()
return predictions
# results = model.predict(source=r"D:\ASTC project\recorded_dataset\image1.jpg"
# , conf=0.10, show=True, save=True)
#Predict 8 and predict 9
folder = r"D:\ASTC project\recorded_dataset"
for file in os.listdir(folder):
path = os.path.join(folder, file)
if file.lower().endswith((".jpg", ".png", ".jpeg")):
pred = predict_image(path)
print(f"Image {file} β Prediction: {pred}")
elif file.lower().endswith((".mp4", ".avi", ".mov")):
preds = predict_video(path)
print(f"Video {file} β Frame-wise predictions: {preds[:10]} ...")
image 1/1 D:\ASTC project\recorded_dataset\image1.jpg: 640x480 (no detections), 19.8ms Speed: 2.5ms preprocess, 19.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 480) Results saved to runs\detect\predict7 Image image1.jpg β Prediction: None image 1/1 D:\ASTC project\recorded_dataset\image2.jpg: 480x640 2 Potholes, 21.2ms Speed: 3.0ms preprocess, 21.2ms inference, 2.3ms postprocess per image at shape (1, 3, 480, 640) Results saved to runs\detect\predict7 Image image2.jpg β Prediction: 0 image 1/1 D:\ASTC project\recorded_dataset\image3.jpg: 480x640 (no detections), 19.9ms Speed: 2.7ms preprocess, 19.9ms inference, 1.7ms postprocess per image at shape (1, 3, 480, 640) Results saved to runs\detect\predict7 Image image3.jpg β Prediction: None image 1/1 D:\ASTC project\recorded_dataset\image4.jpg: 640x480 2 Potholes, 21.3ms Speed: 4.6ms preprocess, 21.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 480) Results saved to runs\detect\predict7 Image image4.jpg β Prediction: 0
--------------------------------------------------------------------------- error Traceback (most recent call last) Cell In[9], line 38 36 print(f"Image {file} β Prediction: {pred}") 37 elif file.lower().endswith((".mp4", ".avi", ".mov")): ---> 38 preds = predict_video(path) 39 print(f"Video {file} β Frame-wise predictions: {preds[:10]} ...") Cell In[9], line 24, in predict_video(video_path) 22 resized = cv2.resize(frame, IMG_SIZE) / 255.0 23 img_array = np.expand_dims(resized, axis=0) ---> 24 pred = model.predict(img_array) 25 predictions.append((frame_no, np.argmax(pred))) 26 cap.release() File d:\ASTC project\.venv\Lib\site-packages\ultralytics\engine\model.py:555, in Model.predict(self, source, stream, predictor, **kwargs) 553 if prompts and hasattr(self.predictor, "set_prompts"): # for SAM-type models 554 self.predictor.set_prompts(prompts) --> 555 return self.predictor.predict_cli(source=source) if is_cli else self.predictor(source=source, stream=stream) File d:\ASTC project\.venv\Lib\site-packages\ultralytics\engine\predictor.py:227, in BasePredictor.__call__(self, source, model, stream, *args, **kwargs) 225 return self.stream_inference(source, model, *args, **kwargs) 226 else: --> 227 return list(self.stream_inference(source, model, *args, **kwargs)) File d:\ASTC project\.venv\Lib\site-packages\torch\utils\_contextlib.py:36, in _wrap_generator.<locals>.generator_context(*args, **kwargs) 33 try: 34 # Issuing `None` to a generator fires it up 35 with ctx_factory(): ---> 36 response = gen.send(None) 38 while True: 39 try: 40 # Forward the response to our caller and get its next request File d:\ASTC project\.venv\Lib\site-packages\ultralytics\engine\predictor.py:326, in BasePredictor.stream_inference(self, source, model, *args, **kwargs) 324 # Preprocess 325 with profilers[0]: --> 326 im = self.preprocess(im0s) 328 # Inference 329 with profilers[1]: File d:\ASTC project\.venv\Lib\site-packages\ultralytics\engine\predictor.py:162, in BasePredictor.preprocess(self, im) 160 not_tensor = not isinstance(im, torch.Tensor) 161 if not_tensor: --> 162 im = np.stack(self.pre_transform(im)) 163 if im.shape[-1] == 3: 164 im = im[..., ::-1] # BGR to RGB File d:\ASTC project\.venv\Lib\site-packages\ultralytics\engine\predictor.py:202, in BasePredictor.pre_transform(self, im) 194 same_shapes = len({x.shape for x in im}) == 1 195 letterbox = LetterBox( 196 self.imgsz, 197 auto=same_shapes (...) 200 stride=self.model.stride, 201 ) --> 202 return [letterbox(image=x) for x in im] File d:\ASTC project\.venv\Lib\site-packages\ultralytics\engine\predictor.py:202, in <listcomp>(.0) 194 same_shapes = len({x.shape for x in im}) == 1 195 letterbox = LetterBox( 196 self.imgsz, 197 auto=same_shapes (...) 200 stride=self.model.stride, 201 ) --> 202 return [letterbox(image=x) for x in im] File d:\ASTC project\.venv\Lib\site-packages\ultralytics\data\augment.py:1716, in LetterBox.__call__(self, labels, image) 1713 dh /= 2 1715 if shape[::-1] != new_unpad: # resize -> 1716 img = cv2.resize(img, new_unpad, interpolation=self.interpolation) 1717 if img.ndim == 2: 1718 img = img[..., None] error: OpenCV(4.12.0) D:\a\opencv-python\opencv-python\opencv\modules\imgproc\src\resize.cpp:3845: error: (-215:Assertion failed) !dsize.empty() in function 'cv::hal::resize'
InΒ [2]:
from ultralytics import YOLO
import os
model =YOLO(r"D:\ASTC project\runs\detect\NEw model 19_09_2024\weights\best.pt")
folder = r"D:\ASTC project\recorded_dataset"
for file in os.listdir(folder):
path = os.path.join(folder, file)
if file.lower().endswith((".mp4", ".avi", ".mov")):
preds = model.predict(source=path
, conf=0.25, show=True, save=True)
print(f"Video {file} β Frame-wise predictions: {preds[:10]} ...")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 61.5ms
video 1/1 (frame 2/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 12.0ms
video 1/1 (frame 3/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 15.9ms
video 1/1 (frame 4/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 5/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 12.1ms
video 1/1 (frame 6/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.4ms
video 1/1 (frame 7/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.8ms
video 1/1 (frame 8/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 10.4ms
video 1/1 (frame 9/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 9.5ms
video 1/1 (frame 10/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 12.3ms
video 1/1 (frame 11/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 20.4ms
video 1/1 (frame 12/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.7ms
video 1/1 (frame 13/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 15.3ms
video 1/1 (frame 14/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.8ms
video 1/1 (frame 15/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 12.1ms
video 1/1 (frame 16/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 17.7ms
video 1/1 (frame 17/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 15.7ms
video 1/1 (frame 18/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 13.1ms
video 1/1 (frame 19/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 14.0ms
video 1/1 (frame 20/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.4ms
video 1/1 (frame 21/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.9ms
video 1/1 (frame 22/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 18.8ms
video 1/1 (frame 23/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 21.5ms
video 1/1 (frame 24/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 15.6ms
video 1/1 (frame 25/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 14.1ms
video 1/1 (frame 26/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 15.1ms
video 1/1 (frame 27/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 14.0ms
video 1/1 (frame 28/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 8.3ms
video 1/1 (frame 29/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 7.7ms
video 1/1 (frame 30/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 11.8ms
video 1/1 (frame 31/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 7.2ms
video 1/1 (frame 32/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 14.1ms
video 1/1 (frame 33/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 14.8ms
video 1/1 (frame 34/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 16.1ms
video 1/1 (frame 35/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 13.2ms
video 1/1 (frame 36/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 15.0ms
video 1/1 (frame 37/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 20.7ms
video 1/1 (frame 38/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 15.0ms
video 1/1 (frame 39/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 12.8ms
video 1/1 (frame 40/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 16.5ms
video 1/1 (frame 41/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 15.9ms
video 1/1 (frame 42/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 14.1ms
video 1/1 (frame 43/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 15.9ms
video 1/1 (frame 44/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.5ms
video 1/1 (frame 45/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.0ms
video 1/1 (frame 46/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 7.5ms
video 1/1 (frame 47/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 8.7ms
video 1/1 (frame 48/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.2ms
video 1/1 (frame 49/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.4ms
video 1/1 (frame 50/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 51/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.6ms
video 1/1 (frame 52/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.6ms
video 1/1 (frame 53/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 54/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.2ms
video 1/1 (frame 55/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 56/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.3ms
video 1/1 (frame 57/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.9ms
video 1/1 (frame 58/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.7ms
video 1/1 (frame 59/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 6.9ms
video 1/1 (frame 60/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.1ms
video 1/1 (frame 61/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 8.8ms
video 1/1 (frame 62/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.0ms
video 1/1 (frame 63/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 64/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.2ms
video 1/1 (frame 65/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.5ms
video 1/1 (frame 66/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 67/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.3ms
video 1/1 (frame 68/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 17.1ms
video 1/1 (frame 69/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 13.1ms
video 1/1 (frame 70/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 10.0ms
video 1/1 (frame 71/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 13.0ms
video 1/1 (frame 72/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 15.2ms
video 1/1 (frame 73/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 12.0ms
video 1/1 (frame 74/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 10.2ms
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video 1/1 (frame 1049/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.5ms
video 1/1 (frame 1050/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.5ms
video 1/1 (frame 1051/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.5ms
video 1/1 (frame 1052/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.5ms
video 1/1 (frame 1053/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.5ms
video 1/1 (frame 1054/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.5ms
video 1/1 (frame 1055/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.7ms
video 1/1 (frame 1056/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.7ms
video 1/1 (frame 1057/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.6ms
video 1/1 (frame 1058/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.8ms
video 1/1 (frame 1059/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.4ms
video 1/1 (frame 1060/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.7ms
video 1/1 (frame 1061/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.5ms
video 1/1 (frame 1062/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.6ms
video 1/1 (frame 1063/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.5ms
video 1/1 (frame 1064/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 24.3ms
video 1/1 (frame 1065/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.4ms
video 1/1 (frame 1066/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.7ms
video 1/1 (frame 1067/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 24.2ms
video 1/1 (frame 1068/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.3ms
video 1/1 (frame 1069/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.2ms
video 1/1 (frame 1070/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.6ms
video 1/1 (frame 1071/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.8ms
video 1/1 (frame 1072/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.6ms
video 1/1 (frame 1073/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.4ms
video 1/1 (frame 1074/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.3ms
video 1/1 (frame 1075/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 24.7ms
video 1/1 (frame 1076/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.4ms
video 1/1 (frame 1077/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.3ms
video 1/1 (frame 1078/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.3ms
video 1/1 (frame 1079/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 24.4ms
video 1/1 (frame 1080/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 24.3ms
video 1/1 (frame 1081/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.3ms
video 1/1 (frame 1082/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 23.6ms
video 1/1 (frame 1083/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.3ms
video 1/1 (frame 1084/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.3ms
video 1/1 (frame 1085/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.3ms
video 1/1 (frame 1086/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.3ms
video 1/1 (frame 1087/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.3ms
video 1/1 (frame 1088/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.2ms
video 1/1 (frame 1089/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.4ms
video 1/1 (frame 1090/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.3ms
video 1/1 (frame 1091/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.5ms
video 1/1 (frame 1092/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 22.2ms
video 1/1 (frame 1093/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.3ms
video 1/1 (frame 1094/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.3ms
video 1/1 (frame 1095/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.3ms
video 1/1 (frame 1096/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.3ms
video 1/1 (frame 1097/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.3ms
video 1/1 (frame 1098/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.5ms
video 1/1 (frame 1099/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.4ms
video 1/1 (frame 1100/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.4ms
video 1/1 (frame 1101/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 22.4ms
video 1/1 (frame 1102/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.3ms
video 1/1 (frame 1103/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.6ms
video 1/1 (frame 1104/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 22.3ms
video 1/1 (frame 1105/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.3ms
video 1/1 (frame 1106/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.3ms
video 1/1 (frame 1107/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.4ms
video 1/1 (frame 1108/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.3ms
video 1/1 (frame 1109/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.3ms
video 1/1 (frame 1110/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.5ms
video 1/1 (frame 1111/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.5ms
video 1/1 (frame 1112/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.5ms
video 1/1 (frame 1113/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.9ms
video 1/1 (frame 1114/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.3ms
video 1/1 (frame 1115/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.2ms
video 1/1 (frame 1116/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.3ms
video 1/1 (frame 1117/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.2ms
video 1/1 (frame 1118/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.4ms
video 1/1 (frame 1119/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.3ms
video 1/1 (frame 1120/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.6ms
video 1/1 (frame 1121/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.5ms
video 1/1 (frame 1122/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.5ms
video 1/1 (frame 1123/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.6ms
video 1/1 (frame 1124/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.6ms
video 1/1 (frame 1125/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.1ms
video 1/1 (frame 1126/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.5ms
video 1/1 (frame 1127/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.6ms
video 1/1 (frame 1128/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.5ms
video 1/1 (frame 1129/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.4ms
video 1/1 (frame 1130/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.5ms
video 1/1 (frame 1131/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.5ms
video 1/1 (frame 1132/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.3ms
video 1/1 (frame 1133/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.4ms
video 1/1 (frame 1134/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.3ms
video 1/1 (frame 1135/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.4ms
video 1/1 (frame 1136/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.3ms
video 1/1 (frame 1137/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.3ms
video 1/1 (frame 1138/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.4ms
video 1/1 (frame 1139/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.3ms
video 1/1 (frame 1140/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.5ms
video 1/1 (frame 1141/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.3ms
video 1/1 (frame 1142/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.4ms
video 1/1 (frame 1143/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.6ms
video 1/1 (frame 1144/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.7ms
video 1/1 (frame 1145/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.5ms
video 1/1 (frame 1146/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 24.7ms
video 1/1 (frame 1147/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 24.6ms
video 1/1 (frame 1148/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 24.5ms
video 1/1 (frame 1149/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.5ms
video 1/1 (frame 1150/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.5ms
video 1/1 (frame 1151/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.4ms
video 1/1 (frame 1152/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 26.1ms
video 1/1 (frame 1153/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.5ms
video 1/1 (frame 1154/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 25.5ms
video 1/1 (frame 1155/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 25.5ms
video 1/1 (frame 1156/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 25.5ms
video 1/1 (frame 1157/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 25.5ms
video 1/1 (frame 1158/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.6ms
video 1/1 (frame 1159/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.5ms
video 1/1 (frame 1160/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.6ms
video 1/1 (frame 1161/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.9ms
video 1/1 (frame 1162/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 26.0ms
video 1/1 (frame 1163/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.8ms
video 1/1 (frame 1164/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 23.2ms
video 1/1 (frame 1165/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.2ms
video 1/1 (frame 1166/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.5ms
video 1/1 (frame 1167/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.2ms
video 1/1 (frame 1168/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.2ms
video 1/1 (frame 1169/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.3ms
video 1/1 (frame 1170/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.2ms
video 1/1 (frame 1171/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.3ms
video 1/1 (frame 1172/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.2ms
video 1/1 (frame 1173/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.2ms
video 1/1 (frame 1174/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.3ms
video 1/1 (frame 1175/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.3ms
video 1/1 (frame 1176/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.3ms
video 1/1 (frame 1177/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.3ms
video 1/1 (frame 1178/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.2ms
video 1/1 (frame 1179/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.2ms
Speed: 2.3ms preprocess, 20.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384)
Results saved to runs\detect\predict8
Video video1.mp4 β Frame-wise predictions: [ultralytics.engine.results.Results object with attributes:
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probs: None
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orig_shape: (1920, 1080)
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probs: None
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speed: {'preprocess': 1.7426999984309077, 'inference': 11.953099994570948, 'postprocess': 0.9330000029876828}, ultralytics.engine.results.Results object with attributes:
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path: 'D:\\ASTC project\\recorded_dataset\\video1.mp4'
probs: None
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speed: {'preprocess': 2.6456000050529838, 'inference': 15.86200000019744, 'postprocess': 0.82230000407435}, ultralytics.engine.results.Results object with attributes:
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probs: None
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speed: {'preprocess': 2.227399992989376, 'inference': 10.88529999833554, 'postprocess': 0.7048999977996573}, ultralytics.engine.results.Results object with attributes:
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speed: {'preprocess': 3.155400001560338, 'inference': 12.079299995093606, 'postprocess': 132.0391000044765}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[245, 246, 241],
[245, 246, 241],
[245, 246, 241],
...,
[ 51, 72, 51],
[ 44, 67, 46],
[ 44, 67, 46]],
[[245, 246, 241],
[245, 246, 241],
[245, 246, 241],
...,
[ 49, 70, 49],
[ 42, 65, 44],
[ 40, 63, 42]],
[[245, 246, 241],
[245, 246, 241],
[245, 246, 241],
...,
[ 47, 68, 47],
[ 39, 62, 41],
[ 37, 60, 39]],
...,
[[157, 152, 144],
[157, 152, 144],
[157, 152, 144],
...,
[150, 146, 136],
[151, 147, 137],
[151, 147, 137]],
[[158, 153, 145],
[158, 153, 145],
[158, 153, 145],
...,
[150, 146, 136],
[151, 147, 137],
[151, 147, 137]],
[[158, 153, 145],
[158, 153, 145],
[158, 153, 145],
...,
[150, 146, 136],
[151, 147, 137],
[151, 147, 137]]], shape=(1920, 1080, 3), dtype=uint8)
orig_shape: (1920, 1080)
path: 'D:\\ASTC project\\recorded_dataset\\video1.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.8715000041993335, 'inference': 8.428999994066544, 'postprocess': 0.6367000023601577}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[245, 246, 241],
[245, 246, 241],
[245, 246, 241],
...,
[ 26, 49, 28],
[ 25, 48, 27],
[ 26, 49, 28]],
[[245, 246, 241],
[245, 246, 241],
[245, 246, 241],
...,
[ 25, 48, 27],
[ 24, 47, 26],
[ 25, 48, 27]],
[[245, 246, 241],
[245, 246, 241],
[245, 246, 241],
...,
[ 28, 51, 30],
[ 24, 47, 26],
[ 26, 49, 28]],
...,
[[153, 149, 137],
[153, 149, 137],
[153, 149, 137],
...,
[150, 146, 136],
[151, 147, 137],
[151, 147, 137]],
[[153, 149, 137],
[153, 149, 137],
[153, 149, 137],
...,
[150, 146, 136],
[151, 147, 137],
[151, 147, 137]],
[[153, 149, 137],
[153, 149, 137],
[153, 149, 137],
...,
[150, 146, 136],
[151, 147, 137],
[151, 147, 137]]], shape=(1920, 1080, 3), dtype=uint8)
orig_shape: (1920, 1080)
path: 'D:\\ASTC project\\recorded_dataset\\video1.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.8025000026682392, 'inference': 8.829099999275059, 'postprocess': 0.7025000086287037}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[245, 246, 241],
[245, 246, 241],
[245, 246, 241],
...,
[ 26, 49, 28],
[ 25, 48, 27],
[ 26, 49, 28]],
[[245, 246, 241],
[245, 246, 241],
[245, 246, 241],
...,
[ 25, 48, 27],
[ 24, 47, 26],
[ 25, 48, 27]],
[[245, 246, 241],
[245, 246, 241],
[245, 246, 241],
...,
[ 28, 51, 30],
[ 24, 47, 26],
[ 26, 49, 28]],
...,
[[153, 146, 138],
[153, 146, 138],
[153, 146, 138],
...,
[143, 137, 127],
[143, 137, 127],
[143, 137, 127]],
[[153, 146, 138],
[153, 146, 138],
[153, 146, 138],
...,
[143, 137, 127],
[143, 137, 127],
[143, 137, 127]],
[[153, 146, 138],
[153, 146, 138],
[153, 146, 138],
...,
[143, 137, 127],
[143, 137, 127],
[143, 137, 127]]], shape=(1920, 1080, 3), dtype=uint8)
orig_shape: (1920, 1080)
path: 'D:\\ASTC project\\recorded_dataset\\video1.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.7162000003736466, 'inference': 10.35200001206249, 'postprocess': 19.44619999267161}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[245, 246, 241],
[245, 246, 241],
[245, 246, 241],
...,
[ 39, 62, 41],
[ 35, 58, 37],
[ 36, 59, 38]],
[[245, 246, 241],
[245, 246, 241],
[245, 246, 241],
...,
[ 39, 62, 41],
[ 36, 59, 38],
[ 37, 60, 39]],
[[245, 246, 241],
[245, 246, 241],
[245, 246, 241],
...,
[ 42, 65, 44],
[ 39, 62, 41],
[ 39, 62, 41]],
...,
[[151, 144, 136],
[151, 144, 136],
[151, 144, 136],
...,
[143, 137, 127],
[143, 137, 127],
[143, 137, 127]],
[[151, 144, 136],
[151, 144, 136],
[151, 144, 136],
...,
[143, 137, 127],
[143, 137, 127],
[143, 137, 127]],
[[151, 144, 136],
[151, 144, 136],
[151, 144, 136],
...,
[143, 137, 127],
[143, 137, 127],
[143, 137, 127]]], shape=(1920, 1080, 3), dtype=uint8)
orig_shape: (1920, 1080)
path: 'D:\\ASTC project\\recorded_dataset\\video1.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.6224000030197203, 'inference': 9.487600007560104, 'postprocess': 1.3472999999066815}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[245, 246, 241],
[245, 246, 241],
[245, 246, 241],
...,
[ 14, 32, 12],
[ 12, 30, 10],
[ 9, 27, 7]],
[[245, 246, 241],
[245, 246, 241],
[245, 246, 241],
...,
[ 14, 32, 12],
[ 12, 30, 10],
[ 9, 27, 7]],
[[245, 246, 241],
[245, 246, 241],
[245, 246, 241],
...,
[ 14, 32, 12],
[ 12, 30, 10],
[ 9, 27, 7]],
...,
[[152, 144, 134],
[152, 144, 134],
[152, 144, 134],
...,
[143, 137, 127],
[143, 137, 127],
[143, 137, 127]],
[[152, 144, 134],
[152, 144, 134],
[152, 144, 134],
...,
[143, 137, 127],
[143, 137, 127],
[143, 137, 127]],
[[152, 144, 134],
[152, 144, 134],
[152, 144, 134],
...,
[143, 137, 127],
[143, 137, 127],
[143, 137, 127]]], shape=(1920, 1080, 3), dtype=uint8)
orig_shape: (1920, 1080)
path: 'D:\\ASTC project\\recorded_dataset\\video1.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.3027999995974824, 'inference': 12.260399991646409, 'postprocess': 0.8684000058565289}] ...
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 137.7ms
video 1/1 (frame 2/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 27.6ms
video 1/1 (frame 3/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.1ms
video 1/1 (frame 4/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.8ms
video 1/1 (frame 5/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 6/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 7/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.0ms
video 1/1 (frame 8/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.2ms
video 1/1 (frame 9/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 10/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 11/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 24.7ms
video 1/1 (frame 12/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 13/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 14/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 15/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 16/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 17/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 18/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 19/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 20/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.9ms
video 1/1 (frame 21/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.0ms
video 1/1 (frame 22/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 23/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.9ms
video 1/1 (frame 24/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 25/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 26/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 27/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 28/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 29/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 30/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 31/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 32/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 33/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 34/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 35/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 36/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 37/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 38/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 39/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 40/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 41/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 42/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 43/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 44/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 45/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 46/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 47/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 48/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 49/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 50/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 51/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 52/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 53/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 54/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 55/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 56/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 57/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 58/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 59/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 60/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 61/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 62/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.9ms
video 1/1 (frame 63/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 64/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 65/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 66/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 22.7ms
video 1/1 (frame 67/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 23.2ms
video 1/1 (frame 68/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 69/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 70/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 71/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 72/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 73/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 74/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 75/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.2ms
video 1/1 (frame 76/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 77/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 78/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 79/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 80/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 81/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 82/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 83/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 84/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 85/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 86/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 87/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 88/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 89/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.0ms
video 1/1 (frame 90/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 91/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 92/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 93/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 94/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 95/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 96/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 26.6ms
video 1/1 (frame 97/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 98/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 99/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 100/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 101/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 102/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 103/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 104/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 105/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 106/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 107/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 108/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 109/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 110/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 111/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 112/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 113/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 114/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 115/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 116/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 117/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 118/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 119/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 120/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 121/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 122/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 123/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 124/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 125/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 126/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 127/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 128/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 129/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 130/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 131/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.9ms
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video 1/1 (frame 1688/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1689/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1690/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1691/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1692/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1693/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1694/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1695/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1696/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1697/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1698/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1699/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1700/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1701/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1702/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1703/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1704/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1705/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1706/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1707/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1708/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1709/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1710/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1711/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1712/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1713/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1714/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1715/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1716/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 1717/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1718/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1719/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1720/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1721/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1722/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1723/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1724/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1725/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1726/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1727/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1728/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1729/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1730/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1731/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1732/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1733/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1734/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1735/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1736/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 1737/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 1738/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 1739/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 1740/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 1741/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.1ms
video 1/1 (frame 1742/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1743/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1744/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1745/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 1746/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 1747/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
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video 1/1 (frame 1750/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1751/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1752/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1753/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1754/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1755/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
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video 1/1 (frame 1762/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
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video 1/1 (frame 1766/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1767/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1768/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1769/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1770/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1771/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1772/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1773/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1774/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1775/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1776/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1777/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 1778/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 1779/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 1780/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 1781/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 1782/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 1783/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 1784/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 1785/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 1786/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.9ms
video 1/1 (frame 1787/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.9ms
video 1/1 (frame 1788/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 1789/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 1790/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 1791/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 1792/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.9ms
video 1/1 (frame 1793/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 1794/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 1795/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.9ms
video 1/1 (frame 1796/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 1797/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 1798/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 1799/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.9ms
video 1/1 (frame 1800/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 1801/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 1802/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 1803/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 1804/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 1805/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 1806/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 1807/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 1808/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 1809/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 1810/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 1811/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 1812/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 1813/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.2ms
video 1/1 (frame 1814/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 1815/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 1816/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.1ms
video 1/1 (frame 1817/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 1818/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.2ms
video 1/1 (frame 1819/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 1820/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 1821/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 1822/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 1823/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 1824/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 1825/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 1826/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 1827/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 1828/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 1829/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 1830/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 21.6ms
video 1/1 (frame 1831/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 21.5ms
video 1/1 (frame 1832/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 1833/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 1834/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 20.0ms
video 1/1 (frame 1835/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 20.0ms
video 1/1 (frame 1836/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 19.9ms
video 1/1 (frame 1837/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 19.9ms
video 1/1 (frame 1838/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 20.0ms
video 1/1 (frame 1839/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 19.9ms
Speed: 2.3ms preprocess, 20.8ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict8
Video video2.mp4 β Frame-wise predictions: [ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video2.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 4.416299998410977, 'inference': 137.7277999999933, 'postprocess': 0.8926000009523705}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
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[18, 14, 17],
...,
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[[ 2, 0, 0],
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[ 9, 4, 5],
...,
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[[ 2, 0, 0],
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[ 9, 4, 5],
...,
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[[ 2, 0, 0],
[ 2, 0, 0],
[ 9, 4, 5],
...,
[ 5, 2, 3],
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video2.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.200500006438233, 'inference': 27.62990001065191, 'postprocess': 1.5623000072082505}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
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...,
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[[ 2, 0, 0],
[ 2, 0, 0],
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...,
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[ 3, 0, 1]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video2.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.969599998323247, 'inference': 24.11759999813512, 'postprocess': 2.1943000028841197}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
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[15, 11, 14],
...,
[40, 30, 25],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[15, 11, 14],
...,
[40, 30, 25],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[15, 11, 14],
...,
[40, 30, 25],
[ 2, 0, 0],
[ 2, 0, 0]],
...,
[[ 2, 0, 0],
[ 2, 0, 0],
[ 9, 4, 5],
...,
[ 5, 2, 3],
[ 2, 0, 0],
[ 3, 0, 1]],
[[ 2, 0, 0],
[ 2, 0, 0],
[ 9, 4, 5],
...,
[ 5, 2, 3],
[ 2, 0, 0],
[ 3, 0, 1]],
[[ 2, 0, 0],
[ 2, 0, 0],
[ 9, 4, 5],
...,
[ 5, 2, 3],
[ 2, 0, 0],
[ 3, 0, 1]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video2.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.785200001904741, 'inference': 23.80059999995865, 'postprocess': 1.7702999903121963}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 0, 0, 0],
[15, 11, 14],
...,
[16, 9, 6],
[ 3, 0, 1],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[15, 11, 14],
...,
[16, 9, 6],
[ 3, 0, 1],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[15, 11, 14],
...,
[16, 9, 6],
[ 3, 0, 1],
[ 2, 0, 0]],
...,
[[ 2, 0, 0],
[ 2, 0, 0],
[ 9, 4, 5],
...,
[ 5, 2, 3],
[ 2, 0, 0],
[ 3, 0, 1]],
[[ 2, 0, 0],
[ 2, 0, 0],
[ 9, 4, 5],
...,
[ 5, 2, 3],
[ 2, 0, 0],
[ 3, 0, 1]],
[[ 2, 0, 0],
[ 2, 0, 0],
[ 9, 4, 5],
...,
[ 5, 2, 3],
[ 2, 0, 0],
[ 3, 0, 1]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video2.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.7815000066766515, 'inference': 23.640599989448674, 'postprocess': 2.237799999420531}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 0, 0, 0],
[15, 11, 14],
...,
[29, 23, 18],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[15, 11, 14],
...,
[30, 24, 19],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[15, 11, 14],
...,
[30, 24, 19],
[ 2, 0, 0],
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...,
[[ 2, 0, 0],
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[ 9, 4, 5],
...,
[ 5, 2, 3],
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[ 3, 0, 1]],
[[ 2, 0, 0],
[ 2, 0, 0],
[ 9, 4, 5],
...,
[ 5, 2, 3],
[ 2, 0, 0],
[ 3, 0, 1]],
[[ 2, 0, 0],
[ 2, 0, 0],
[ 9, 4, 5],
...,
[ 5, 2, 3],
[ 2, 0, 0],
[ 3, 0, 1]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video2.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.9594999903347343, 'inference': 23.327300004893914, 'postprocess': 1.440300009562634}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 0, 0, 0],
[15, 11, 14],
...,
[38, 32, 27],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[15, 11, 14],
...,
[38, 32, 27],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[15, 11, 14],
...,
[38, 32, 27],
[ 2, 0, 0],
[ 2, 0, 0]],
...,
[[ 2, 0, 0],
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[ 9, 4, 5],
...,
[ 5, 2, 3],
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[ 2, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[ 9, 4, 5],
...,
[ 5, 2, 3],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[ 9, 4, 5],
...,
[ 5, 2, 3],
[ 2, 0, 0],
[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video2.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 3.199500002665445, 'inference': 24.956099994597025, 'postprocess': 1.3839000021107495}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 0, 0, 0],
[15, 11, 14],
...,
[45, 42, 36],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[15, 11, 14],
...,
[45, 42, 36],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[15, 11, 14],
...,
[45, 42, 36],
[ 0, 0, 0],
[ 0, 0, 0]],
...,
[[ 2, 0, 0],
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[ 9, 4, 5],
...,
[13, 7, 15],
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[ 0, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[ 9, 4, 5],
...,
[13, 7, 15],
[ 2, 0, 0],
[ 0, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[ 9, 4, 5],
...,
[13, 7, 15],
[ 2, 0, 0],
[ 0, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video2.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 3.038199996808544, 'inference': 25.21020000858698, 'postprocess': 1.786799999536015}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 0, 0, 0],
[15, 12, 11],
...,
[46, 43, 42],
[ 0, 0, 1],
[ 0, 0, 1]],
[[ 0, 0, 0],
[ 0, 0, 0],
[15, 12, 11],
...,
[46, 43, 42],
[ 0, 0, 1],
[ 0, 0, 1]],
[[ 0, 0, 0],
[ 0, 0, 0],
[15, 12, 11],
...,
[46, 43, 42],
[ 0, 0, 1],
[ 0, 0, 1]],
...,
[[ 2, 0, 0],
[ 2, 0, 0],
[ 9, 4, 5],
...,
[ 6, 2, 5],
[ 2, 0, 1],
[ 3, 0, 2]],
[[ 2, 0, 0],
[ 2, 0, 0],
[ 9, 4, 5],
...,
[ 6, 2, 5],
[ 2, 0, 1],
[ 3, 0, 2]],
[[ 2, 0, 0],
[ 2, 0, 0],
[ 9, 4, 5],
...,
[ 6, 2, 5],
[ 2, 0, 1],
[ 3, 0, 2]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video2.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.8162000089650974, 'inference': 24.71240000159014, 'postprocess': 0.9845999884419143}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 0, 0, 0],
[15, 12, 11],
...,
[52, 53, 58],
[ 0, 0, 0],
[ 0, 1, 1]],
[[ 0, 0, 0],
[ 0, 0, 0],
[15, 12, 11],
...,
[52, 53, 58],
[ 0, 0, 0],
[ 0, 1, 1]],
[[ 0, 0, 0],
[ 0, 0, 0],
[15, 12, 11],
...,
[52, 53, 58],
[ 0, 0, 0],
[ 0, 1, 1]],
...,
[[ 0, 0, 0],
[ 0, 0, 0],
[13, 8, 7],
...,
[ 5, 1, 4],
[ 0, 0, 0],
[ 2, 0, 1]],
[[ 0, 0, 0],
[ 0, 0, 0],
[13, 8, 7],
...,
[ 5, 1, 4],
[ 0, 0, 0],
[ 2, 0, 1]],
[[ 0, 0, 0],
[ 0, 0, 0],
[13, 8, 7],
...,
[ 5, 1, 4],
[ 0, 0, 0],
[ 2, 0, 1]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video2.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.483000003849156, 'inference': 24.748399999225512, 'postprocess': 1.20749999769032}] ...
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 2/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 3/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 4/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 5/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 6/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 7/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 8/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 9/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 10/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 11/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.0ms
video 1/1 (frame 12/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 13/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.4ms
video 1/1 (frame 14/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.3ms
video 1/1 (frame 15/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 16/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 17/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 18/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 19/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 20/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 21/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 22/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 23/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.9ms
video 1/1 (frame 24/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 25/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.2ms
video 1/1 (frame 26/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 27/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 28/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 29/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.2ms
video 1/1 (frame 30/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 31/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.7ms
video 1/1 (frame 32/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.7ms
video 1/1 (frame 33/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.7ms
video 1/1 (frame 34/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 35/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 36/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 1 Pothole, 23.7ms
video 1/1 (frame 37/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 38/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.7ms
video 1/1 (frame 39/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 40/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 41/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 42/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 43/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 44/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 45/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 46/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 47/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 48/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 49/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 50/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 51/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 52/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 53/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 54/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 55/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 56/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 57/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 58/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 59/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 60/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 61/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 62/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 63/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 64/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 65/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 66/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 67/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 68/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 69/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 70/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 71/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 72/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 73/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 74/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 75/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.0ms
video 1/1 (frame 76/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 77/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 78/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 26.9ms
video 1/1 (frame 79/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 80/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 81/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 82/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 83/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 84/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 85/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.0ms
video 1/1 (frame 86/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.2ms
video 1/1 (frame 87/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 88/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 89/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 90/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 91/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 92/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 93/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 94/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 95/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 1 Pothole, 23.3ms
video 1/1 (frame 96/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 97/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 98/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 99/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 100/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 101/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 102/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 103/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 104/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 105/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 106/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 107/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 108/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 27.3ms
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video 1/1 (frame 1277/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
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video 1/1 (frame 1279/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1280/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1281/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1282/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1283/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1284/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1285/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1286/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1287/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1288/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1289/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1290/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 1291/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1292/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1293/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1294/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1295/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1296/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1297/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1298/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1299/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1300/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1301/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1302/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 1303/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1304/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 18.3ms
video 1/1 (frame 1305/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 18.3ms
video 1/1 (frame 1306/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 1307/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 1308/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 18.3ms
video 1/1 (frame 1309/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 18.3ms
video 1/1 (frame 1310/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.2ms
video 1/1 (frame 1311/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 18.2ms
Speed: 2.1ms preprocess, 21.2ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict8
Video video3.mp4 β Frame-wise predictions: [ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video3.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.1569999953499064, 'inference': 19.88089999940712, 'postprocess': 0.9263999963877723}, ultralytics.engine.results.Results object with attributes:
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obb: None
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video3.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.9484000076772645, 'inference': 20.191799994790927, 'postprocess': 1.4234999980544671}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video3.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.8736000056378543, 'inference': 21.526800002902746, 'postprocess': 0.8559999987483025}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video3.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.6511999894864857, 'inference': 20.558400006848387, 'postprocess': 1.1190999939572066}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video3.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.5984999956563115, 'inference': 20.606099991709925, 'postprocess': 1.0737999982666224}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
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obb: None
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video3.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.2185000125318766, 'inference': 20.263500002329238, 'postprocess': 1.1849999864352867}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video3.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.220199996372685, 'inference': 20.02479998918716, 'postprocess': 1.0824999917531386}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
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...,
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[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video3.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.7603999915299937, 'inference': 20.073799998499453, 'postprocess': 1.479799990192987}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
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...,
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[[ 0, 0, 0],
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...,
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[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video3.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.8573999986983836, 'inference': 19.918300007702783, 'postprocess': 1.9921000057365745}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
[ 2, 0, 0],
[29, 23, 18],
...,
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[ 2, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[29, 23, 18],
...,
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[ 2, 0, 0]],
[[ 2, 0, 0],
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[29, 23, 18],
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[ 2, 0, 0]],
...,
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[[ 0, 0, 0],
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...,
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[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 3, 3, 3],
...,
[ 5, 2, 3],
[ 2, 0, 0],
[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video3.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.2241000115172938, 'inference': 22.807100001955405, 'postprocess': 1.2384000001475215}] ...
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 18.4ms
video 1/1 (frame 2/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 18.4ms
video 1/1 (frame 3/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 18.6ms
video 1/1 (frame 4/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 18.5ms
video 1/1 (frame 5/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 18.3ms
video 1/1 (frame 6/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 18.3ms
video 1/1 (frame 7/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 18.2ms
video 1/1 (frame 8/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.3ms
video 1/1 (frame 9/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.4ms
video 1/1 (frame 10/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.4ms
video 1/1 (frame 11/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 12/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 13/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 14/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 15/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 16/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 17/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 18/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 19/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 20/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 21/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 22/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 23/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 24/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.4ms
video 1/1 (frame 25/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 26/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.1ms
video 1/1 (frame 27/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.1ms
video 1/1 (frame 28/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.2ms
video 1/1 (frame 29/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.2ms
video 1/1 (frame 30/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.6ms
video 1/1 (frame 31/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.7ms
video 1/1 (frame 32/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.8ms
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video 1/1 (frame 1396/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.3ms
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video 1/1 (frame 1413/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.3ms
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video 1/1 (frame 1417/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 19.1ms
video 1/1 (frame 1418/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.2ms
video 1/1 (frame 1419/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.3ms
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video 1/1 (frame 1421/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.1ms
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video 1/1 (frame 1424/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.1ms
video 1/1 (frame 1425/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.1ms
video 1/1 (frame 1426/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.2ms
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video 1/1 (frame 1430/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1431/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.1ms
video 1/1 (frame 1432/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.3ms
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video 1/1 (frame 1439/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 1440/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 1441/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.1ms
video 1/1 (frame 1442/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.1ms
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video 1/1 (frame 1444/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.1ms
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video 1/1 (frame 1449/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.1ms
video 1/1 (frame 1450/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.1ms
video 1/1 (frame 1451/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.5ms
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video 1/1 (frame 1480/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.8ms
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video 1/1 (frame 1482/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 1483/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.2ms
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video 1/1 (frame 1486/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 1487/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.8ms
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video 1/1 (frame 1495/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 18.0ms
video 1/1 (frame 1496/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.9ms
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video 1/1 (frame 1498/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.8ms
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video 1/1 (frame 1501/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 18.1ms
video 1/1 (frame 1502/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 17.8ms
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video 1/1 (frame 1510/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 1511/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 1512/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.9ms
video 1/1 (frame 1513/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.9ms
video 1/1 (frame 1514/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.8ms
video 1/1 (frame 1515/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.8ms
video 1/1 (frame 1516/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.9ms
video 1/1 (frame 1517/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.8ms
video 1/1 (frame 1518/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.7ms
video 1/1 (frame 1519/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.4ms
video 1/1 (frame 1520/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.3ms
video 1/1 (frame 1521/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.5ms
video 1/1 (frame 1522/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 17.4ms
video 1/1 (frame 1523/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 1524/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.5ms
video 1/1 (frame 1525/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 1526/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.3ms
video 1/1 (frame 1527/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 1528/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 1529/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.1ms
video 1/1 (frame 1530/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 1531/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.0ms
video 1/1 (frame 1532/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 1533/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 17.1ms
video 1/1 (frame 1534/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.2ms
video 1/1 (frame 1535/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 17.3ms
video 1/1 (frame 1536/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 1537/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 1538/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.0ms
video 1/1 (frame 1539/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.1ms
video 1/1 (frame 1540/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.1ms
video 1/1 (frame 1541/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.1ms
video 1/1 (frame 1542/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.0ms
video 1/1 (frame 1543/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 17.1ms
video 1/1 (frame 1544/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 1545/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.1ms
video 1/1 (frame 1546/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.1ms
video 1/1 (frame 1547/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 1548/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.7ms
video 1/1 (frame 1549/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.1ms
video 1/1 (frame 1550/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.2ms
video 1/1 (frame 1551/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.2ms
video 1/1 (frame 1552/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 1553/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 1554/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.2ms
video 1/1 (frame 1555/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 1556/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 1557/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 1558/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 1559/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 1560/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 1561/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 16.8ms
video 1/1 (frame 1562/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 16.9ms
video 1/1 (frame 1563/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 16.9ms
video 1/1 (frame 1564/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.0ms
video 1/1 (frame 1565/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.0ms
video 1/1 (frame 1566/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.8ms
video 1/1 (frame 1567/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.0ms
video 1/1 (frame 1568/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.9ms
video 1/1 (frame 1569/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.8ms
video 1/1 (frame 1570/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.0ms
video 1/1 (frame 1571/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.8ms
video 1/1 (frame 1572/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.0ms
video 1/1 (frame 1573/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.0ms
video 1/1 (frame 1574/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.9ms
video 1/1 (frame 1575/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.8ms
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video 1/1 (frame 1577/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.8ms
video 1/1 (frame 1578/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.9ms
video 1/1 (frame 1579/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.8ms
video 1/1 (frame 1580/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.0ms
video 1/1 (frame 1581/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 16.8ms
video 1/1 (frame 1582/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 17.0ms
video 1/1 (frame 1583/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 16.8ms
video 1/1 (frame 1584/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 16.9ms
video 1/1 (frame 1585/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 16.9ms
video 1/1 (frame 1586/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.8ms
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video 1/1 (frame 2506/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 16.9ms
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video 1/1 (frame 2509/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 17.1ms
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video 1/1 (frame 2512/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.1ms
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video 1/1 (frame 2515/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.1ms
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video 1/1 (frame 2524/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 17.9ms
video 1/1 (frame 2525/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 17.8ms
video 1/1 (frame 2526/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 17.9ms
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video 1/1 (frame 2529/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.3ms
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video 1/1 (frame 2532/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 18.6ms
video 1/1 (frame 2533/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 18.5ms
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video 1/1 (frame 2535/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 18.7ms
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video 1/1 (frame 2543/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
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video 1/1 (frame 2545/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.2ms
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video 1/1 (frame 2555/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.7ms
video 1/1 (frame 2556/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.5ms
video 1/1 (frame 2557/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 19.3ms
video 1/1 (frame 2558/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 19.4ms
video 1/1 (frame 2559/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 19.9ms
video 1/1 (frame 2560/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 19.9ms
video 1/1 (frame 2561/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 19.8ms
video 1/1 (frame 2562/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 19.9ms
video 1/1 (frame 2563/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 20.0ms
video 1/1 (frame 2564/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 4 Potholes, 19.9ms
video 1/1 (frame 2565/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 5 Potholes, 20.0ms
video 1/1 (frame 2566/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 4 Potholes, 20.0ms
video 1/1 (frame 2567/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 20.0ms
video 1/1 (frame 2568/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 5 Potholes, 19.9ms
video 1/1 (frame 2569/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.0ms
video 1/1 (frame 2570/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 20.0ms
video 1/1 (frame 2571/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 20.0ms
video 1/1 (frame 2572/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 20.1ms
video 1/1 (frame 2573/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 4 Potholes, 20.0ms
video 1/1 (frame 2574/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 5 Potholes, 20.1ms
video 1/1 (frame 2575/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 5 Potholes, 20.0ms
video 1/1 (frame 2576/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 5 Potholes, 20.5ms
video 1/1 (frame 2577/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 6 Potholes, 20.6ms
video 1/1 (frame 2578/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 20.5ms
video 1/1 (frame 2579/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 20.6ms
video 1/1 (frame 2580/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 20.5ms
video 1/1 (frame 2581/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 20.6ms
video 1/1 (frame 2582/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 20.5ms
video 1/1 (frame 2583/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 20.8ms
video 1/1 (frame 2584/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.9ms
video 1/1 (frame 2585/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.7ms
video 1/1 (frame 2586/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 2587/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 2588/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 2589/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 2590/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.7ms
video 1/1 (frame 2591/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2592/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2593/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 2594/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 2595/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 2596/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 2597/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 2598/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 2599/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 2600/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 19.8ms
video 1/1 (frame 2601/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.9ms
video 1/1 (frame 2602/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 19.8ms
video 1/1 (frame 2603/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 19.8ms
video 1/1 (frame 2604/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 19.9ms
video 1/1 (frame 2605/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 19.9ms
video 1/1 (frame 2606/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 2607/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 19.8ms
video 1/1 (frame 2608/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 2609/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 4 Potholes, 19.9ms
video 1/1 (frame 2610/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 2611/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 5 Potholes, 19.3ms
video 1/1 (frame 2612/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 4 Potholes, 19.3ms
video 1/1 (frame 2613/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 6 Potholes, 19.3ms
video 1/1 (frame 2614/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 19.3ms
video 1/1 (frame 2615/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 19.3ms
video 1/1 (frame 2616/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 19.3ms
video 1/1 (frame 2617/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 19.3ms
video 1/1 (frame 2618/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.3ms
video 1/1 (frame 2619/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.7ms
video 1/1 (frame 2620/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2621/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2622/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2623/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2624/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2625/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 2626/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.3ms
video 1/1 (frame 2627/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2628/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2629/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2630/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2631/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 2632/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2633/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2634/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2635/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 2636/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2637/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 2638/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2639/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 2640/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2641/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 2642/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.5ms
video 1/1 (frame 2643/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 2644/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 2645/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.5ms
video 1/1 (frame 2646/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.8ms
video 1/1 (frame 2647/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.5ms
video 1/1 (frame 2648/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.5ms
video 1/1 (frame 2649/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2650/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 2651/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2652/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2653/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 2654/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2655/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.7ms
video 1/1 (frame 2656/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2657/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 2658/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2659/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 2660/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2661/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2662/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.1ms
video 1/1 (frame 2663/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 2664/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 2665/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 21.3ms
video 1/1 (frame 2666/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 2667/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 2668/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 2669/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 21.3ms
video 1/1 (frame 2670/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 2671/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 2672/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 2673/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2674/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2675/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2676/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2677/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 2678/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.8ms
video 1/1 (frame 2679/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.8ms
video 1/1 (frame 2680/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2681/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.8ms
video 1/1 (frame 2682/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.9ms
video 1/1 (frame 2683/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.8ms
video 1/1 (frame 2684/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2685/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 2686/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2687/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2688/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.1ms
video 1/1 (frame 2689/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2690/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2691/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 2692/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 2693/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 2694/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 2695/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 2696/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 2697/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 2698/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 2699/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 2700/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 2701/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 2702/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 2703/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.8ms
video 1/1 (frame 2704/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 19.8ms
video 1/1 (frame 2705/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 2706/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 19.8ms
video 1/1 (frame 2707/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.8ms
video 1/1 (frame 2708/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2709/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 2710/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 2711/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2712/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2713/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 2714/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.4ms
video 1/1 (frame 2715/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 19.3ms
video 1/1 (frame 2716/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 19.3ms
video 1/1 (frame 2717/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.4ms
video 1/1 (frame 2718/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 19.3ms
Speed: 2.0ms preprocess, 19.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict8
Video video4.mp4 β Frame-wise predictions: [ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 50, 83, 51],
[ 0, 0, 0],
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[[ 0, 0, 0],
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[252, 251, 206],
...,
[ 53, 86, 54],
[ 0, 0, 0],
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[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 60, 93, 61],
[ 0, 0, 0],
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...,
[[ 0, 0, 0],
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[ 45, 38, 30],
...,
[ 55, 41, 21],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 0, 0, 0],
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[ 45, 38, 30],
...,
[ 55, 41, 21],
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[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 45, 38, 30],
...,
[ 55, 41, 21],
[ 2, 0, 0],
[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video4.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.718600007938221, 'inference': 18.387699994491413, 'postprocess': 5.536700002267025}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 45, 78, 46],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 45, 78, 46],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 45, 78, 46],
[ 0, 0, 0],
[ 0, 0, 0]],
...,
[[ 0, 0, 0],
[ 0, 0, 0],
[ 40, 33, 25],
...,
[ 47, 33, 13],
[ 0, 0, 0],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 42, 35, 27],
...,
[ 47, 33, 13],
[ 0, 0, 0],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 42, 35, 27],
...,
[ 47, 33, 13],
[ 0, 0, 0],
[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video4.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.800400005071424, 'inference': 18.40770000126213, 'postprocess': 3.5463999956846237}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 45, 74, 42],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 45, 74, 42],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 45, 74, 42],
[ 0, 0, 0],
[ 0, 0, 0]],
...,
[[ 0, 0, 0],
[ 0, 0, 0],
[ 33, 27, 17],
...,
[ 35, 23, 3],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 33, 27, 17],
...,
[ 35, 23, 3],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 33, 27, 17],
...,
[ 35, 23, 3],
[ 0, 0, 0],
[ 0, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video4.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.77950000599958, 'inference': 18.622499992488883, 'postprocess': 2.6680000009946525}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 58, 87, 55],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 58, 87, 55],
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[[ 0, 0, 0],
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...,
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...,
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...,
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...,
[ 33, 24, 3],
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[[ 0, 0, 0],
[ 0, 0, 0],
[ 33, 27, 17],
...,
[ 33, 24, 3],
[ 0, 0, 0],
[ 0, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video4.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.474299995810725, 'inference': 18.54819999425672, 'postprocess': 2.0383000082802027}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 44, 70, 39],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 43, 69, 38],
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[ 0, 0, 0]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 43, 69, 38],
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[ 0, 0, 0]],
...,
[[ 0, 0, 0],
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[ 33, 27, 17],
...,
[ 33, 21, 7],
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[ 0, 0, 1]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 33, 27, 17],
...,
[ 33, 21, 7],
[ 0, 0, 0],
[ 0, 0, 1]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 33, 27, 17],
...,
[ 33, 21, 7],
[ 0, 0, 0],
[ 0, 0, 1]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video4.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.5095000019064173, 'inference': 18.28469999600202, 'postprocess': 1.7268999945372343}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 53, 77, 46],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 53, 77, 46],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 53, 77, 46],
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...,
[[ 0, 0, 0],
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...,
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[[ 0, 0, 0],
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[ 33, 27, 17],
...,
[ 26, 18, 8],
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[ 0, 0, 1]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 33, 27, 17],
...,
[ 26, 18, 8],
[ 0, 0, 0],
[ 0, 0, 1]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video4.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.4351000029128045, 'inference': 18.290699998033233, 'postprocess': 2.448200000799261}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 42, 65, 37],
[ 0, 0, 0],
[ 0, 0, 1]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 41, 64, 36],
[ 0, 0, 1],
[ 0, 0, 1]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 40, 64, 33],
[ 0, 0, 0],
[ 0, 0, 0]],
...,
[[ 0, 0, 0],
[ 0, 0, 0],
[ 33, 27, 17],
...,
[ 26, 18, 8],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 33, 27, 17],
...,
[ 26, 18, 8],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 33, 27, 17],
...,
[ 26, 18, 8],
[ 0, 0, 0],
[ 0, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video4.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.4784000124782324, 'inference': 18.24730000225827, 'postprocess': 2.925600012531504}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 40, 64, 33],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 40, 64, 33],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 40, 64, 33],
[ 0, 0, 0],
[ 0, 0, 0]],
...,
[[ 0, 0, 0],
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[ 30, 24, 14],
...,
[ 26, 18, 8],
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[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 30, 24, 14],
...,
[ 26, 18, 8],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 30, 24, 14],
...,
[ 26, 18, 8],
[ 0, 0, 0],
[ 0, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video4.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.6550999900791794, 'inference': 18.316200003027916, 'postprocess': 1.124700007494539}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 42, 70, 34],
[ 0, 1, 0],
[ 1, 2, 0]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 42, 70, 34],
[ 0, 1, 0],
[ 1, 2, 0]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 38, 68, 34],
[ 0, 0, 0],
[ 0, 0, 0]],
...,
[[ 1, 1, 1],
[ 1, 1, 1],
[ 42, 31, 22],
...,
[ 26, 18, 8],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 39, 28, 19],
...,
[ 26, 18, 8],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 38, 27, 18],
...,
[ 26, 18, 8],
[ 0, 0, 0],
[ 0, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video4.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.694400009000674, 'inference': 18.364999996265396, 'postprocess': 2.854200007277541}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 53, 105, 65],
[ 2, 0, 0],
[ 3, 0, 1]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 58, 110, 70],
[ 0, 0, 0],
[ 3, 0, 1]],
[[ 0, 0, 0],
[ 1, 1, 1],
[252, 251, 206],
...,
[ 57, 112, 71],
[ 0, 0, 0],
[ 1, 1, 1]],
...,
[[ 0, 0, 0],
[ 0, 0, 0],
[ 63, 53, 39],
...,
[ 16, 10, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 64, 54, 40],
...,
[ 16, 10, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 65, 55, 41],
...,
[ 16, 10, 0],
[ 0, 0, 0],
[ 0, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video4.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.6821999927051365, 'inference': 19.433900000876747, 'postprocess': 2.2759999992558733}] ...
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 19.7ms
video 1/1 (frame 2/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 19.6ms
video 1/1 (frame 3/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 23.6ms
video 1/1 (frame 4/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 19.4ms
video 1/1 (frame 5/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 22.5ms
video 1/1 (frame 6/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 22.5ms
video 1/1 (frame 7/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 22.5ms
video 1/1 (frame 8/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 9/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 23.1ms
video 1/1 (frame 10/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 23.2ms
video 1/1 (frame 11/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 23.0ms
video 1/1 (frame 12/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 22.3ms
video 1/1 (frame 13/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 22.2ms
video 1/1 (frame 14/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 15/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 22.2ms
video 1/1 (frame 16/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 22.2ms
video 1/1 (frame 17/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 22.2ms
video 1/1 (frame 18/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 22.4ms
video 1/1 (frame 19/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 20/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 21/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 22/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 23/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 24/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 25/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 26/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 27/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 28/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 29/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 30/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 31/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 32/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 33/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 34/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 35/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 36/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 37/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 38/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 39/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 40/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 41/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 42/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 43/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 44/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 45/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 46/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 47/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 48/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 49/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 50/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 51/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 52/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 53/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 54/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 55/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 56/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 57/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 58/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 59/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 60/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 61/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 19.3ms
video 1/1 (frame 62/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 63/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 64/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 65/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 66/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 67/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 68/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 69/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 70/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 71/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 72/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 73/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 74/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 75/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 76/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 77/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 78/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 79/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 80/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 81/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 82/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 83/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 84/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 85/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 86/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 87/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 88/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 89/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 90/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 91/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 19.3ms
video 1/1 (frame 92/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 93/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 94/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 95/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 96/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 97/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 98/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 99/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.5ms
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video 1/1 (frame 706/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.8ms
video 1/1 (frame 707/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.5ms
video 1/1 (frame 708/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.5ms
video 1/1 (frame 709/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 26.0ms
video 1/1 (frame 710/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.9ms
video 1/1 (frame 711/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.9ms
video 1/1 (frame 712/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 2 Potholes, 25.6ms
video 1/1 (frame 713/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.4ms
video 1/1 (frame 714/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.5ms
video 1/1 (frame 715/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.6ms
video 1/1 (frame 716/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.6ms
Speed: 2.1ms preprocess, 20.7ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict8
Video video5.mp4 β Frame-wise predictions: [ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video5.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.8594000139273703, 'inference': 19.736699992790818, 'postprocess': 1.5386000013677403}, ultralytics.engine.results.Results object with attributes:
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video5.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.9738999981200323, 'inference': 19.638699988718145, 'postprocess': 2.4325999984284863}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video5.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.5980000025592744, 'inference': 23.614400008227676, 'postprocess': 2.2570999863091856}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
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obb: None
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video5.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 8.761600009165704, 'inference': 19.409800006542355, 'postprocess': 1.6143999964697286}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video5.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.7783999937819317, 'inference': 22.48729999701027, 'postprocess': 1.5435999957844615}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video5.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.8394999933661893, 'inference': 22.495600002002902, 'postprocess': 3.0073999951127917}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video5.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.716699989628978, 'inference': 22.477200007415377, 'postprocess': 1.6150000010384247}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
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orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video5.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.855399998021312, 'inference': 23.260699992533773, 'postprocess': 1.4953999925637618}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
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...,
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[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video5.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.6217000083997846, 'inference': 23.115499992854893, 'postprocess': 0.7467999967047945}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
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...,
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[ 0, 0, 0],
[ 0, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video5.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.7953000060515478, 'inference': 23.16660000360571, 'postprocess': 0.8030000026337802}] ...
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 48.4ms
video 1/1 (frame 2/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 48.5ms
video 1/1 (frame 3/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 48.4ms
video 1/1 (frame 4/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 48.2ms
video 1/1 (frame 5/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 47.0ms
video 1/1 (frame 6/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 45.2ms
video 1/1 (frame 7/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 45.4ms
video 1/1 (frame 8/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 43.7ms
video 1/1 (frame 9/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 43.5ms
video 1/1 (frame 10/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 42.9ms
video 1/1 (frame 11/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 42.9ms
video 1/1 (frame 12/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 42.6ms
video 1/1 (frame 13/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 42.4ms
video 1/1 (frame 14/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 41.4ms
video 1/1 (frame 15/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 16.7ms
video 1/1 (frame 16/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 17/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 18/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 17.0ms
video 1/1 (frame 19/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 13.8ms
video 1/1 (frame 20/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 17.3ms
video 1/1 (frame 21/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 22/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 17.2ms
video 1/1 (frame 23/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 24/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 25/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 11.6ms
video 1/1 (frame 26/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 27/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 14.2ms
video 1/1 (frame 28/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 15.6ms
video 1/1 (frame 29/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 13.8ms
video 1/1 (frame 30/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 13.7ms
video 1/1 (frame 31/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 13.8ms
video 1/1 (frame 32/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 12.3ms
video 1/1 (frame 33/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 18.0ms
video 1/1 (frame 34/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 10.8ms
video 1/1 (frame 35/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 19.3ms
video 1/1 (frame 36/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 10.9ms
video 1/1 (frame 37/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 14.6ms
video 1/1 (frame 38/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 10.8ms
video 1/1 (frame 39/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 15.4ms
video 1/1 (frame 40/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 17.2ms
video 1/1 (frame 41/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 11.0ms
video 1/1 (frame 42/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 43/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 44/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 45/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 14.8ms
video 1/1 (frame 46/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 18.9ms
video 1/1 (frame 47/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 14.7ms
video 1/1 (frame 48/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 49/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 50/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 51/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 16.3ms
video 1/1 (frame 52/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 15.2ms
video 1/1 (frame 53/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 15.2ms
video 1/1 (frame 54/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 15.7ms
video 1/1 (frame 55/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 15.5ms
video 1/1 (frame 56/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 15.7ms
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video 1/1 (frame 467/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.3ms
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video 1/1 (frame 470/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.9ms
video 1/1 (frame 471/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 27.3ms
video 1/1 (frame 472/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 27.1ms
video 1/1 (frame 473/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 27.4ms
video 1/1 (frame 474/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 27.3ms
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video 1/1 (frame 477/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.1ms
video 1/1 (frame 478/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.4ms
video 1/1 (frame 479/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.5ms
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video 1/1 (frame 483/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 484/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 485/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 486/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 487/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.9ms
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video 1/1 (frame 494/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 495/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 496/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 497/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 498/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 499/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 500/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 501/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 502/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 503/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 504/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 505/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 506/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.9ms
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video 1/1 (frame 508/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 27.0ms
video 1/1 (frame 509/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 27.2ms
video 1/1 (frame 510/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 27.3ms
video 1/1 (frame 511/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 27.3ms
video 1/1 (frame 512/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 32.0ms
video 1/1 (frame 513/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.5ms
video 1/1 (frame 514/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 33.1ms
video 1/1 (frame 515/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.9ms
video 1/1 (frame 516/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 29.0ms
video 1/1 (frame 517/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.9ms
video 1/1 (frame 518/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 29.0ms
video 1/1 (frame 519/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.9ms
video 1/1 (frame 520/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 30.3ms
video 1/1 (frame 521/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 30.3ms
video 1/1 (frame 522/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 30.2ms
video 1/1 (frame 523/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.6ms
video 1/1 (frame 524/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.4ms
video 1/1 (frame 525/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 30.6ms
video 1/1 (frame 526/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.5ms
video 1/1 (frame 527/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.7ms
video 1/1 (frame 528/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.3ms
video 1/1 (frame 529/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.4ms
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video 1/1 (frame 531/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.4ms
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video 1/1 (frame 533/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.3ms
video 1/1 (frame 534/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.4ms
video 1/1 (frame 535/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 536/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 537/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 538/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 539/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 540/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 541/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 542/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 543/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 544/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 545/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 546/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.8ms
Speed: 2.9ms preprocess, 25.7ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict8
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[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video6.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 4.3597000039881095, 'inference': 43.50650000560563, 'postprocess': 1.6448000096715987}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 0, 0, 0],
[14, 11, 12],
...,
[20, 15, 14],
[ 0, 0, 1],
[ 0, 0, 1]],
[[ 0, 0, 0],
[ 0, 0, 0],
[14, 11, 12],
...,
[20, 15, 14],
[ 0, 0, 1],
[ 0, 0, 1]],
[[ 0, 0, 0],
[ 0, 0, 0],
[14, 11, 12],
...,
[20, 15, 14],
[ 0, 0, 1],
[ 0, 0, 1]],
...,
[[ 0, 0, 0],
[ 0, 0, 0],
[31, 23, 25],
...,
[ 7, 4, 5],
[ 3, 0, 1],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[31, 23, 25],
...,
[ 7, 4, 5],
[ 3, 0, 1],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[31, 23, 25],
...,
[ 7, 4, 5],
[ 3, 0, 1],
[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video6.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 3.1731999915791675, 'inference': 42.93799999868497, 'postprocess': 1.538500000606291}] ...
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 26.3ms
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video 1/1 (frame 7/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 30.2ms
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video 1/1 (frame 9/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 10/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 11/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 12/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.9ms
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video 1/1 (frame 14/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 15/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 29.4ms
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video 1/1 (frame 22/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 26.1ms
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video 1/1 (frame 63/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 64/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 1 Pothole, 26.6ms
video 1/1 (frame 65/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 27.0ms
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video 1/1 (frame 70/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 71/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 29.2ms
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video 1/1 (frame 147/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 21.9ms
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video 1/1 (frame 161/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 20.9ms
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video 1/1 (frame 306/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 1 Pothole, 20.9ms
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video 1/1 (frame 349/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 350/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 351/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 352/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 353/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 354/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 355/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 356/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 357/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 358/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 359/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 22.3ms
Speed: 2.7ms preprocess, 23.3ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict8
Video video7.mp4 β Frame-wise predictions: [ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
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[[ 0, 0, 0],
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[17, 17, 17],
...,
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[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video7.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 3.417900006752461, 'inference': 25.862000009510666, 'postprocess': 1.7025999986799434}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 0, 0, 0],
[15, 15, 15],
...,
[31, 29, 25],
[ 0, 0, 0],
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[[ 0, 0, 0],
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...,
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...,
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[17, 17, 17],
...,
[ 7, 4, 5],
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[[ 0, 0, 0],
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[17, 17, 17],
...,
[ 7, 4, 5],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[17, 17, 17],
...,
[ 7, 4, 5],
[ 2, 0, 0],
[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video7.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.3228999925777316, 'inference': 26.318800009903498, 'postprocess': 1.593900000443682}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 0, 0, 0],
[15, 15, 15],
...,
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[[ 0, 0, 0],
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[15, 15, 15],
...,
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[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video7.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.860099993995391, 'inference': 25.909599993610755, 'postprocess': 1.4842000091448426}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
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...,
[ 6, 3, 4],
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[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video7.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.26239999756217, 'inference': 25.861100002657622, 'postprocess': 1.8679000058909878}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
[ 2, 0, 0],
[17, 14, 15],
...,
[36, 34, 30],
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...,
[36, 34, 30],
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...,
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...,
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...,
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[ 2, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[19, 14, 15],
...,
[ 6, 3, 4],
[ 2, 0, 0],
[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video7.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.624400003696792, 'inference': 30.180700006894767, 'postprocess': 1.6216999938478693}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
[ 2, 0, 0],
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...,
[41, 38, 37],
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[ 2, 0, 0]],
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[ 3, 0, 1],
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...,
[41, 38, 37],
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...,
[ 6, 3, 4],
[ 2, 0, 0],
[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video7.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.3490000021411106, 'inference': 30.10450000874698, 'postprocess': 1.320099996519275}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
[ 3, 0, 1],
[45, 38, 35],
...,
[41, 38, 37],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[45, 38, 35],
...,
[41, 38, 37],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 2, 0, 1],
[ 3, 0, 2],
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...,
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[17, 12, 13],
...,
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[ 2, 0, 0]],
[[ 2, 0, 0],
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[17, 12, 13],
...,
[ 6, 3, 4],
[ 2, 0, 0],
[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video7.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 3.1827000057091936, 'inference': 30.237700004363433, 'postprocess': 1.338500005658716}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
[ 3, 0, 1],
[45, 38, 35],
...,
[41, 38, 37],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[45, 38, 35],
...,
[41, 38, 37],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 2, 0, 1],
[ 3, 0, 2],
[47, 39, 39],
...,
[41, 38, 37],
[ 2, 0, 0],
[ 2, 0, 0]],
...,
[[ 2, 0, 0],
[ 2, 0, 0],
[17, 12, 13],
...,
[ 6, 3, 4],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[17, 12, 13],
...,
[ 6, 3, 4],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[17, 12, 13],
...,
[ 6, 3, 4],
[ 2, 0, 0],
[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video7.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 1.93569999828469, 'inference': 25.873099992168136, 'postprocess': 1.8345999997109175}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
[ 3, 0, 1],
[45, 38, 35],
...,
[41, 38, 37],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[45, 38, 35],
...,
[41, 38, 37],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 2, 0, 1],
[ 3, 0, 2],
[47, 39, 39],
...,
[41, 38, 37],
[ 2, 0, 0],
[ 2, 0, 0]],
...,
[[ 2, 0, 0],
[ 2, 0, 0],
[16, 11, 12],
...,
[ 6, 3, 4],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[16, 11, 12],
...,
[ 6, 3, 4],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[16, 11, 12],
...,
[ 6, 3, 4],
[ 2, 0, 0],
[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video7.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.4941000010585412, 'inference': 25.774400011869147, 'postprocess': 1.4396000042324886}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
[ 3, 0, 1],
[45, 38, 35],
...,
[40, 37, 38],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 2, 0, 0],
[ 3, 0, 1],
[45, 38, 35],
...,
[40, 37, 38],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 2, 0, 0],
[ 3, 0, 1],
[45, 38, 35],
...,
[40, 37, 38],
[ 2, 0, 0],
[ 2, 0, 0]],
...,
[[ 2, 0, 0],
[ 2, 0, 0],
[17, 12, 13],
...,
[ 6, 3, 4],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[17, 12, 13],
...,
[ 6, 3, 4],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[17, 12, 13],
...,
[ 6, 3, 4],
[ 2, 0, 0],
[ 2, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video7.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 3.332300009788014, 'inference': 25.977299999794923, 'postprocess': 2.313799996045418}] ...
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 2/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 3/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.0ms
video 1/1 (frame 4/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 5/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 6/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 7/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 8/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 9/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 10/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 11/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 12/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 13/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 14/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 15/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 16/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 17/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 18/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 19/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 20/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 21/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 22/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 23/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 24/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 26.5ms
video 1/1 (frame 25/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 26/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 27/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 28/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 29/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 30/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.7ms
video 1/1 (frame 31/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 32/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.8ms
video 1/1 (frame 33/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 34/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.7ms
video 1/1 (frame 35/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 36/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 37/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 38/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 39/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 40/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 41/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 42/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 43/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 44/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 45/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 46/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 47/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 48/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 49/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 50/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 51/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 52/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.9ms
video 1/1 (frame 53/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 54/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 55/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 56/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 57/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 58/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 59/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 60/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 61/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 62/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 63/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 64/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 65/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 66/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 67/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 68/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 69/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 70/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 71/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 72/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 73/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 74/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 75/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 76/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 77/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 78/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 79/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 80/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 81/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.4ms
video 1/1 (frame 82/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 83/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 84/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 85/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 86/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 87/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 88/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 89/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 90/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.0ms
video 1/1 (frame 91/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 92/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 93/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 94/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 95/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 96/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 97/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 98/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.4ms
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video 1/1 (frame 102/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.1ms
video 1/1 (frame 103/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 104/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 105/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 106/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 107/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 108/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 109/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 110/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 111/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 112/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 113/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 114/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 115/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 116/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 117/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 118/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 119/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 120/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 121/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 122/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 123/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 124/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 125/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 126/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 127/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 128/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 129/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 130/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.2ms
video 1/1 (frame 131/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.2ms
video 1/1 (frame 132/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.0ms
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video 1/1 (frame 134/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 135/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 136/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.9ms
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video 1/1 (frame 140/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 141/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.7ms
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video 1/1 (frame 144/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.7ms
video 1/1 (frame 145/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.2ms
video 1/1 (frame 146/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 147/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 148/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.2ms
video 1/1 (frame 149/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.3ms
video 1/1 (frame 150/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 151/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.3ms
video 1/1 (frame 152/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.3ms
video 1/1 (frame 153/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.3ms
video 1/1 (frame 154/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 155/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.3ms
video 1/1 (frame 156/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
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video 1/1 (frame 158/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.3ms
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video 1/1 (frame 160/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 161/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 162/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.9ms
video 1/1 (frame 163/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
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video 1/1 (frame 165/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.1ms
video 1/1 (frame 166/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 167/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 168/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 169/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 170/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 171/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 172/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 173/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.8ms
video 1/1 (frame 174/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 175/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 176/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 177/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 178/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 179/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.8ms
video 1/1 (frame 180/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 181/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 182/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 183/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.6ms
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video 1/1 (frame 188/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 189/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 190/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.9ms
video 1/1 (frame 191/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 192/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 193/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 194/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 195/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 196/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 197/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 198/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 199/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 200/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.9ms
video 1/1 (frame 201/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 202/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 203/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 204/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 205/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 206/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.0ms
video 1/1 (frame 207/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 208/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 209/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 210/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 211/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 212/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.1ms
video 1/1 (frame 213/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 214/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 215/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 216/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 217/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 218/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 219/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 220/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 221/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 222/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
Speed: 2.8ms preprocess, 22.6ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict8
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probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.143599995179102, 'inference': 25.589199998648837, 'postprocess': 3.5446999972919}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 0, 0, 0],
[46, 58, 55],
...,
[19, 19, 19],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[46, 58, 55],
...,
[19, 19, 19],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[46, 58, 55],
...,
[19, 19, 19],
[ 0, 0, 0],
[ 0, 0, 0]],
...,
[[ 0, 0, 0],
[ 0, 1, 1],
[41, 51, 50],
...,
[10, 10, 8],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[43, 53, 52],
...,
[ 8, 8, 6],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[43, 53, 52],
...,
[ 6, 6, 4],
[ 0, 0, 0],
[ 0, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video8.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.9125000000931323, 'inference': 25.448900007177144, 'postprocess': 1.156099999207072}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 0, 0, 0],
[46, 58, 55],
...,
[20, 17, 18],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[46, 58, 55],
...,
[20, 17, 18],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[46, 58, 55],
...,
[20, 17, 18],
[ 2, 0, 0],
[ 2, 0, 0]],
...,
[[ 0, 0, 1],
[ 0, 0, 2],
[30, 40, 39],
...,
[11, 11, 9],
[ 0, 0, 0],
[ 1, 1, 0]],
[[ 0, 0, 1],
[ 0, 0, 2],
[30, 40, 39],
...,
[11, 11, 9],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 1],
[ 0, 0, 2],
[30, 40, 39],
...,
[11, 11, 9],
[ 0, 0, 0],
[ 0, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video8.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.3317000013776124, 'inference': 25.536600005580112, 'postprocess': 1.0795999987749383}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 0, 0, 0],
[ 0, 0, 0],
[39, 51, 48],
...,
[20, 17, 18],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[40, 52, 49],
...,
[20, 17, 18],
[ 2, 0, 0],
[ 2, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[39, 51, 48],
...,
[20, 17, 18],
[ 2, 0, 0],
[ 2, 0, 0]],
...,
[[ 0, 0, 1],
[ 0, 0, 2],
[30, 40, 39],
...,
[12, 17, 15],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 1],
[ 0, 0, 2],
[30, 40, 39],
...,
[14, 17, 15],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 1],
[ 0, 0, 2],
[30, 40, 39],
...,
[12, 15, 13],
[ 0, 0, 0],
[ 0, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video8.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.405999999609776, 'inference': 25.4278000065824, 'postprocess': 1.3467000098899007}, ultralytics.engine.results.Results object with attributes:
boxes: ultralytics.engine.results.Boxes object
keypoints: None
masks: None
names: {0: 'Pothole'}
obb: None
orig_img: array([[[ 2, 0, 0],
[ 2, 0, 0],
[29, 41, 33],
...,
[17, 17, 17],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[29, 41, 33],
...,
[15, 15, 15],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 2, 0, 0],
[ 2, 0, 0],
[29, 41, 33],
...,
[15, 15, 15],
[ 0, 0, 0],
[ 0, 0, 0]],
...,
[[ 0, 0, 1],
[ 0, 0, 2],
[30, 40, 39],
...,
[28, 33, 31],
[ 4, 0, 0],
[ 4, 0, 0]],
[[ 0, 0, 1],
[ 0, 0, 2],
[30, 40, 39],
...,
[25, 30, 28],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 1],
[ 0, 0, 2],
[30, 40, 39],
...,
[22, 27, 25],
[ 0, 1, 0],
[ 0, 0, 0]]], shape=(1080, 1920, 3), dtype=uint8)
orig_shape: (1080, 1920)
path: 'D:\\ASTC project\\recorded_dataset\\video8.mp4'
probs: None
save_dir: 'runs\\detect\\predict8'
speed: {'preprocess': 2.6144000003114343, 'inference': 25.577199994586408, 'postprocess': 1.2194000009912997}] ...
Google earthΒΆ
InΒ [10]:
import ee
ee.Authenticate()
ee.Initialize()
# Load Sentinel-2 imagery
collection = ee.ImageCollection('COPERNICUS/S2_SR') \
.filterDate('2023-01-01', '2023-12-31') \
.filterBounds(ee.Geometry.Point(77.1025, 28.7041)) # e.g., Delhi
# Median composite
image = collection.median()
# Export region as TIFF
region = ee.Geometry.Rectangle([77.0, 28.5, 77.3, 28.8])
task = ee.batch.Export.image.toDrive(
image=image.clip(region),
description='sentinel_export',
fileFormat='GeoTIFF',
region=region.getInfo()['coordinates'],
scale=10
)
task.start()
To authorize access needed by Earth Engine, open the following URL in a web browser and follow the instructions:
The authorization workflow will generate a code, which you should paste in the box below.
--------------------------------------------------------------------------- EEException Traceback (most recent call last) Cell In[10], line 2 1 import ee ----> 2 ee.Authenticate() 3 ee.Initialize() 5 # Load Sentinel-2 imagery File d:\ASTC project\.venv\Lib\site-packages\ee\__init__.py:124, in Authenticate(authorization_code, quiet, code_verifier, auth_mode, scopes, force) 93 def Authenticate( 94 authorization_code: Optional[str] = None, 95 quiet: Optional[bool] = None, (...) 99 force: bool = False, 100 ) -> Optional[bool]: 101 """Prompts the user to authorize access to Earth Engine via OAuth2. 102 103 Args: (...) 122 True if we found valid credentials and didn't run the auth flow. 123 """ --> 124 return oauth.authenticate(authorization_code, quiet, code_verifier, auth_mode, 125 scopes, force) File d:\ASTC project\.venv\Lib\site-packages\ee\oauth.py:512, in authenticate(cli_authorization_code, quiet, cli_code_verifier, auth_mode, scopes, force) 509 if flow.display_instructions(quiet): 510 _open_new_browser(flow.auth_url) --> 512 flow.save_code() File d:\ASTC project\.venv\Lib\site-packages\ee\oauth.py:562, in Flow.save_code(self, code) 560 redirect_uri = self.server.url 561 code = self.server.fetch_code() # Waits for oauth callback --> 562 _obtain_and_write_token(code, self.code_verifier, self.scopes, redirect_uri) File d:\ASTC project\.venv\Lib\site-packages\ee\oauth.py:239, in _obtain_and_write_token(auth_code, code_verifier, scopes, redirect_uri) 236 fetched_info = json.loads( 237 urllib.request.urlopen(fetch_client).read().decode()) 238 if 'error' in fetched_info: --> 239 raise ee_exception.EEException( 240 'Cannot authenticate: %s' % fetched_info['error'] 241 ) 242 client_info = {k: fetched_info[k] for k in ['client_id', 'client_secret']} 243 scopes = fetched_info.get('scopes') or scopes EEException: Cannot authenticate: Invalid request.
InΒ [4]:
!pip install ee
Requirement already satisfied: ee in d:\astc project\.venv\lib\site-packages (0.2) Requirement already satisfied: blessings in d:\astc project\.venv\lib\site-packages (from ee) (1.7) Requirement already satisfied: six in d:\astc project\.venv\lib\site-packages (from blessings->ee) (1.17.0)
InΒ [8]:
!pip uninstall earthengine-api -y
!pip install earthengine-api==0.1.396
WARNING: Skipping earthengine-api as it is not installed.
Collecting earthengine-api==0.1.396 Downloading earthengine_api-0.1.396-py3-none-any.whl.metadata (1.7 kB) Collecting google-cloud-storage (from earthengine-api==0.1.396) Downloading google_cloud_storage-3.4.0-py3-none-any.whl.metadata (13 kB) Collecting google-api-python-client>=1.12.1 (from earthengine-api==0.1.396) Downloading google_api_python_client-2.184.0-py3-none-any.whl.metadata (7.0 kB) Collecting google-auth>=1.4.1 (from earthengine-api==0.1.396) Downloading google_auth-2.41.1-py2.py3-none-any.whl.metadata (6.6 kB) Collecting google-auth-httplib2>=0.0.3 (from earthengine-api==0.1.396) Downloading google_auth_httplib2-0.2.0-py2.py3-none-any.whl.metadata (2.2 kB) Collecting httplib2<1dev,>=0.9.2 (from earthengine-api==0.1.396) Downloading httplib2-0.31.0-py3-none-any.whl.metadata (2.2 kB) Requirement already satisfied: requests in d:\astc project\.venv\lib\site-packages (from earthengine-api==0.1.396) (2.32.4) Requirement already satisfied: pyparsing<4,>=3.0.4 in d:\astc project\.venv\lib\site-packages (from httplib2<1dev,>=0.9.2->earthengine-api==0.1.396) (3.2.3) Collecting google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0,>=1.31.5 (from google-api-python-client>=1.12.1->earthengine-api==0.1.396) Downloading google_api_core-2.25.2-py3-none-any.whl.metadata (3.0 kB) Collecting uritemplate<5,>=3.0.1 (from google-api-python-client>=1.12.1->earthengine-api==0.1.396) Downloading uritemplate-4.2.0-py3-none-any.whl.metadata (2.6 kB) Collecting googleapis-common-protos<2.0.0,>=1.56.2 (from google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0,>=1.31.5->google-api-python-client>=1.12.1->earthengine-api==0.1.396) Downloading googleapis_common_protos-1.70.0-py3-none-any.whl.metadata (9.3 kB) Requirement already satisfied: protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.19.5 in d:\astc project\.venv\lib\site-packages (from google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0,>=1.31.5->google-api-python-client>=1.12.1->earthengine-api==0.1.396) (6.32.1) Collecting proto-plus<2.0.0,>=1.22.3 (from google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0,>=1.31.5->google-api-python-client>=1.12.1->earthengine-api==0.1.396) Downloading proto_plus-1.26.1-py3-none-any.whl.metadata (2.2 kB) Collecting cachetools<7.0,>=2.0.0 (from google-auth>=1.4.1->earthengine-api==0.1.396) Downloading cachetools-6.2.0-py3-none-any.whl.metadata (5.4 kB) Collecting pyasn1-modules>=0.2.1 (from google-auth>=1.4.1->earthengine-api==0.1.396) Downloading pyasn1_modules-0.4.2-py3-none-any.whl.metadata (3.5 kB) Collecting rsa<5,>=3.1.4 (from google-auth>=1.4.1->earthengine-api==0.1.396) Downloading rsa-4.9.1-py3-none-any.whl.metadata (5.6 kB) Requirement already satisfied: charset_normalizer<4,>=2 in d:\astc project\.venv\lib\site-packages (from requests->earthengine-api==0.1.396) (3.4.3) Requirement already satisfied: idna<4,>=2.5 in d:\astc project\.venv\lib\site-packages (from requests->earthengine-api==0.1.396) (3.7) Requirement already satisfied: urllib3<3,>=1.21.1 in d:\astc project\.venv\lib\site-packages (from requests->earthengine-api==0.1.396) (2.5.0) Requirement already satisfied: certifi>=2017.4.17 in d:\astc project\.venv\lib\site-packages (from requests->earthengine-api==0.1.396) (2025.8.3) Collecting pyasn1>=0.1.3 (from rsa<5,>=3.1.4->google-auth>=1.4.1->earthengine-api==0.1.396) Downloading pyasn1-0.6.1-py3-none-any.whl.metadata (8.4 kB) Collecting google-cloud-core<3.0.0,>=2.4.2 (from google-cloud-storage->earthengine-api==0.1.396) Downloading google_cloud_core-2.4.3-py2.py3-none-any.whl.metadata (2.7 kB) Collecting google-resumable-media<3.0.0,>=2.7.2 (from google-cloud-storage->earthengine-api==0.1.396) Downloading google_resumable_media-2.7.2-py2.py3-none-any.whl.metadata (2.2 kB) Collecting google-crc32c<2.0.0,>=1.1.3 (from google-cloud-storage->earthengine-api==0.1.396) Downloading google_crc32c-1.7.1-cp311-cp311-win_amd64.whl.metadata (2.4 kB) Downloading earthengine_api-0.1.396-py3-none-any.whl (332 kB) Downloading httplib2-0.31.0-py3-none-any.whl (91 kB) Downloading google_api_python_client-2.184.0-py3-none-any.whl (14.3 MB) ---------------------------------------- 0.0/14.3 MB ? eta -:--:-- - -------------------------------------- 0.5/14.3 MB 2.4 MB/s eta 0:00:06 --- ------------------------------------ 1.3/14.3 MB 3.2 MB/s eta 0:00:05 ----- ---------------------------------- 2.1/14.3 MB 3.5 MB/s eta 0:00:04 -------- ------------------------------- 3.1/14.3 MB 3.9 MB/s eta 0:00:03 ----------- ---------------------------- 4.2/14.3 MB 4.2 MB/s eta 0:00:03 --------------- ------------------------ 5.5/14.3 MB 4.6 MB/s eta 0:00:02 ------------------- -------------------- 6.8/14.3 MB 4.7 MB/s eta 0:00:02 ---------------------- ----------------- 8.1/14.3 MB 5.0 MB/s eta 0:00:02 ------------------------- -------------- 8.9/14.3 MB 4.8 MB/s eta 0:00:02 --------------------------- ------------ 10.0/14.3 MB 4.9 MB/s eta 0:00:01 -------------------------------- ------- 11.5/14.3 MB 5.1 MB/s eta 0:00:01 ------------------------------------ --- 12.8/14.3 MB 5.2 MB/s eta 0:00:01 -------------------------------------- - 13.6/14.3 MB 5.2 MB/s eta 0:00:01 ---------------------------------------- 14.3/14.3 MB 5.1 MB/s 0:00:02 Downloading google_api_core-2.25.2-py3-none-any.whl (162 kB) Downloading google_auth-2.41.1-py2.py3-none-any.whl (221 kB) Downloading cachetools-6.2.0-py3-none-any.whl (11 kB) Downloading google_auth_httplib2-0.2.0-py2.py3-none-any.whl (9.3 kB) Downloading googleapis_common_protos-1.70.0-py3-none-any.whl (294 kB) Downloading proto_plus-1.26.1-py3-none-any.whl (50 kB) Downloading rsa-4.9.1-py3-none-any.whl (34 kB) Downloading uritemplate-4.2.0-py3-none-any.whl (11 kB) Downloading pyasn1-0.6.1-py3-none-any.whl (83 kB) Downloading pyasn1_modules-0.4.2-py3-none-any.whl (181 kB) Downloading google_cloud_storage-3.4.0-py3-none-any.whl (278 kB) Downloading google_cloud_core-2.4.3-py2.py3-none-any.whl (29 kB) Downloading google_crc32c-1.7.1-cp311-cp311-win_amd64.whl (33 kB) Downloading google_resumable_media-2.7.2-py2.py3-none-any.whl (81 kB) Installing collected packages: uritemplate, pyasn1, proto-plus, httplib2, googleapis-common-protos, google-crc32c, cachetools, rsa, pyasn1-modules, google-resumable-media, google-auth, google-auth-httplib2, google-api-core, google-cloud-core, google-api-python-client, google-cloud-storage, earthengine-api --------- ------------------------------ 4/17 [googleapis-common-protos] ---------------- ----------------------- 7/17 [rsa] ------------------ --------------------- 8/17 [pyasn1-modules] ----------------------- ---------------- 10/17 [google-auth] ---------------------------- ----------- 12/17 [google-api-core] -------------------------------- ------- 14/17 [google-api-python-client] -------------------------------- ------- 14/17 [google-api-python-client] ----------------------------------- ---- 15/17 [google-cloud-storage] ------------------------------------- -- 16/17 [earthengine-api] ------------------------------------- -- 16/17 [earthengine-api] ---------------------------------------- 17/17 [earthengine-api] Successfully installed cachetools-6.2.0 earthengine-api-0.1.396 google-api-core-2.25.2 google-api-python-client-2.184.0 google-auth-2.41.1 google-auth-httplib2-0.2.0 google-cloud-core-2.4.3 google-cloud-storage-3.4.0 google-crc32c-1.7.1 google-resumable-media-2.7.2 googleapis-common-protos-1.70.0 httplib2-0.31.0 proto-plus-1.26.1 pyasn1-0.6.1 pyasn1-modules-0.4.2 rsa-4.9.1 uritemplate-4.2.0
WARNING: The candidate selected for download or install is a yanked version: 'earthengine-api' candidate (version 0.1.396 at https://files.pythonhosted.org/packages/f1/91/16df7767bc1224f4132f0dc9d1e8eb4edb1252429e4cff4062c902aebffb/earthengine_api-0.1.396-py3-none-any.whl (from https://pypi.org/simple/earthengine-api/) (requires-python:>=3.7)) Reason for being yanked: Broke python 3.7, 3.8, 3.9
video to images on rainwater datasetΒΆ
InΒ [12]:
import cv2
import os
# -------- SETTINGS --------
video_dir = r"D:\ASTC project\try data" # folder containing input videos
output_dir = r"D:\pothole_images" # folder to save extracted frames
frame_interval = 10 # extract one frame every N frames
# Create output directory if not exists
os.makedirs(output_dir, exist_ok=True)
# Loop through all videos in the folder
for filename in os.listdir(video_dir):
if filename.lower().endswith(('.mp4', '.avi', '.mov', '.mkv')):
video_path = os.path.join(video_dir, filename)
video_name = os.path.splitext(filename)[0]
video_output_dir = os.path.join(output_dir, video_name)
os.makedirs(video_output_dir, exist_ok=True)
print(f"Processing: {filename}")
cap = cv2.VideoCapture(video_path)
frame_count = 0
saved_count = 0
while True:
ret, frame = cap.read()
if not ret:
break
# Save every Nth frame
if frame_count % frame_interval == 0:
frame_filename = f"frame_{saved_count:05d}.jpg"
frame_path = os.path.join(video_output_dir, frame_filename)
cv2.imwrite(frame_path, frame)
saved_count += 1
frame_count += 1
cap.release()
print(f"β
{saved_count} frames saved from {filename}\n")
print("All videos processed successfully!")
Processing: video7.mp4 β 36 frames saved from video7.mp4 All videos processed successfully!
InΒ [13]:
!pip install label-studio label-studio-ml
label-studio start
Cell In[13], line 2 label-studio start ^ SyntaxError: invalid syntax
InΒ [Β ]:
label-studio start
!pip install label-studio label-studio-ml
Cell In[14], line 1 label-studio start ^ SyntaxError: invalid syntax
InΒ [15]:
pip install labelImg
Collecting labelImg
Downloading labelImg-1.8.6.tar.gz (247 kB)
Preparing metadata (setup.py): started
Preparing metadata (setup.py): still running...
Preparing metadata (setup.py): finished with status 'done'
Collecting pyqt5 (from labelImg)
Downloading PyQt5-5.15.11-cp38-abi3-win_amd64.whl.metadata (2.1 kB)
Collecting lxml (from labelImg)
Downloading lxml-6.0.2-cp311-cp311-win_amd64.whl.metadata (3.7 kB)
Collecting PyQt5-sip<13,>=12.15 (from pyqt5->labelImg)
Downloading PyQt5_sip-12.17.0-cp311-cp311-win_amd64.whl.metadata (492 bytes)
Collecting PyQt5-Qt5<5.16.0,>=5.15.2 (from pyqt5->labelImg)
Downloading PyQt5_Qt5-5.15.2-py3-none-win_amd64.whl.metadata (552 bytes)
Downloading lxml-6.0.2-cp311-cp311-win_amd64.whl (4.0 MB)
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Downloading PyQt5_sip-12.17.0-cp311-cp311-win_amd64.whl (59 kB)
Building wheels for collected packages: labelImg
Building wheel for labelImg (setup.py): started
Building wheel for labelImg (setup.py): still running...
Building wheel for labelImg (setup.py): finished with status 'done'
Created wheel for labelImg: filename=labelImg-1.8.6-py2.py3-none-any.whl size=261578 sha256=f33244a740d7de214e5dd5cc609554dacc580336690881713fb7dc562db2dd70
Stored in directory: c:\users\jatin\appdata\local\pip\cache\wheels\79\90\db\e0700438d3647c0209061d77992c901d3c786a56fec574ac86
Successfully built labelImg
Installing collected packages: PyQt5-Qt5, PyQt5-sip, lxml, pyqt5, labelImg
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Successfully installed PyQt5-Qt5-5.15.2 PyQt5-sip-12.17.0 labelImg-1.8.6 lxml-6.0.2 pyqt5-5.15.11
Note: you may need to restart the kernel to use updated packages.
DEPRECATION: Building 'labelImg' using the legacy setup.py bdist_wheel mechanism, which will be removed in a future version. pip 25.3 will enforce this behaviour change. A possible replacement is to use the standardized build interface by setting the `--use-pep517` option, (possibly combined with `--no-build-isolation`), or adding a `pyproject.toml` file to the source tree of 'labelImg'. Discussion can be found at https://github.com/pypa/pip/issues/6334
InΒ [2]:
from ultralytics import YOLO
# Load your previously trained YOLOv11 segmentation model
model = YOLO(r"D:\ASTC project\runs\detect\NEw model 19_09_2024\weights\best.pt")
# Start re-training (fine-tuning) on the new Roboflow dataset
model.train(
data=r"D:\ASTC project\annotated data by own rainy video 7 recorded dataset\data.yaml", # new dataset YAML file
epochs=15, # you can increase if needed
imgsz=640, # input image size
batch=4, # batch size (adjust if you get CUDA OOM)
name="New_model_2",
device="cuda", # or "cpu" if no GPU
lr0=0.001, # optional: learning rate for fine-tuning
patience=10, # early stop if no improvement
)
New https://pypi.org/project/ultralytics/8.3.204 available Update with 'pip install -U ultralytics' Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) engine\trainer: agnostic_nms=False, amp=True, augment=False, auto_augment=randaugment, batch=4, bgr=0.0, box=7.5, cache=False, cfg=None, classes=None, close_mosaic=10, cls=0.5, conf=None, copy_paste=0.0, copy_paste_mode=flip, cos_lr=False, cutmix=0.0, data=D:\ASTC project\annotated data by own rainy video 7 recorded dataset\data.yaml, degrees=0.0, deterministic=True, device=0, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, epochs=15, erasing=0.4, exist_ok=False, fliplr=0.5, flipud=0.0, format=torchscript, fraction=1.0, freeze=None, half=False, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, imgsz=640, int8=False, iou=0.7, keras=False, kobj=1.0, line_width=None, lr0=0.001, lrf=0.01, mask_ratio=4, max_det=300, mixup=0.0, mode=train, model=D:\ASTC project\runs\detect\NEw model 19_09_2024\weights\best.pt, momentum=0.937, mosaic=1.0, multi_scale=False, name=New_model_22, nbs=64, nms=False, opset=None, optimize=False, optimizer=auto, overlap_mask=True, patience=10, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=None, rect=False, resume=False, retina_masks=False, save=True, save_conf=False, save_crop=False, save_dir=runs\detect\New_model_22, save_frames=False, save_json=False, save_period=-1, save_txt=False, scale=0.5, seed=0, shear=0.0, show=False, show_boxes=True, show_conf=True, show_labels=True, simplify=True, single_cls=False, source=None, split=val, stream_buffer=False, task=detect, time=None, tracker=botsort.yaml, translate=0.1, val=True, verbose=True, vid_stride=1, visualize=False, warmup_bias_lr=0.1, warmup_epochs=3.0, warmup_momentum=0.8, weight_decay=0.0005, workers=8, workspace=None from n params module arguments 0 -1 1 928 ultralytics.nn.modules.conv.Conv [3, 32, 3, 2] 1 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2] 2 -1 1 26080 ultralytics.nn.modules.block.C3k2 [64, 128, 1, False, 0.25] 3 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 4 -1 1 103360 ultralytics.nn.modules.block.C3k2 [128, 256, 1, False, 0.25] 5 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 6 -1 1 346112 ultralytics.nn.modules.block.C3k2 [256, 256, 1, True] 7 -1 1 1180672 ultralytics.nn.modules.conv.Conv [256, 512, 3, 2] 8 -1 1 1380352 ultralytics.nn.modules.block.C3k2 [512, 512, 1, True] 9 -1 1 656896 ultralytics.nn.modules.block.SPPF [512, 512, 5] 10 -1 1 990976 ultralytics.nn.modules.block.C2PSA [512, 512, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] 13 -1 1 443776 ultralytics.nn.modules.block.C3k2 [768, 256, 1, False] 14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 15 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] 16 -1 1 127680 ultralytics.nn.modules.block.C3k2 [512, 128, 1, False] 17 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 18 [-1, 13] 1 0 ultralytics.nn.modules.conv.Concat [1] 19 -1 1 345472 ultralytics.nn.modules.block.C3k2 [384, 256, 1, False] 20 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 21 [-1, 10] 1 0 ultralytics.nn.modules.conv.Concat [1] 22 -1 1 1511424 ultralytics.nn.modules.block.C3k2 [768, 512, 1, True] 23 [16, 19, 22] 1 819795 ultralytics.nn.modules.head.Detect [1, [128, 256, 512]] YOLO11s summary: 181 layers, 9,428,179 parameters, 9,428,163 gradients, 21.5 GFLOPs Transferred 499/499 items from pretrained weights Freezing layer 'model.23.dfl.conv.weight' AMP: running Automatic Mixed Precision (AMP) checks... AMP: checks passed train: Fast image access (ping: 0.10.1 ms, read: 91.216.9 MB/s, size: 22.0 KB)
train: Scanning D:\ASTC project\annotated data by own rainy video 7 recorded dataset\train\labels... 15 images, 0 backgrounds, 0 corrupt: 100%|ββββββββββ| 15/15 [00:00<00:00, 3505.97it/s]
train: New cache created: D:\ASTC project\annotated data by own rainy video 7 recorded dataset\train\labels.cache
val: Fast image access (ping: 0.00.0 ms, read: 335.6144.9 MB/s, size: 23.7 KB)
val: Scanning D:\ASTC project\annotated data by own rainy video 7 recorded dataset\train\labels.cache... 15 images, 0 backgrounds, 0 corrupt: 100%|ββββββββββ| 15/15 [00:00<?, ?it/s]
Plotting labels to runs\detect\New_model_22\labels.jpg... optimizer: 'optimizer=auto' found, ignoring 'lr0=0.001' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... optimizer: AdamW(lr=0.002, momentum=0.9) with parameter groups 81 weight(decay=0.0), 88 weight(decay=0.0005), 87 bias(decay=0.0) Image sizes 640 train, 640 val Using 8 dataloader workers Logging results to runs\detect\New_model_22 Starting training for 15 epochs... Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
1/15 1.09G 3.861 5.194 2.63 23 640: 100%|ββββββββββ| 4/4 [00:38<00:00, 9.56s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 2/2 [01:00<00:00, 30.11s/it]
all 15 47 0.00654 0.0426 0.00695 0.00207
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
2/15 1.37G 4.207 5.84 2.73 3 640: 100%|ββββββββββ| 4/4 [00:00<00:00, 7.17it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 2/2 [00:18<00:00, 9.46s/it]
all 15 47 0.00552 0.0426 0.00725 0.00214
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
3/15 1.39G 3.837 5.302 2.543 9 640: 100%|ββββββββββ| 4/4 [00:00<00:00, 7.44it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 2/2 [00:19<00:00, 9.80s/it]
all 15 47 0.0146 0.0426 0.0117 0.00219
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
4/15 1.41G 3.906 5.325 2.608 14 640: 100%|ββββββββββ| 4/4 [00:00<00:00, 7.06it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 2/2 [00:18<00:00, 9.33s/it]
all 15 47 0.235 0.0213 0.0154 0.00222
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
5/15 1.41G 3.876 5.657 2.811 17 640: 100%|ββββββββββ| 4/4 [00:00<00:00, 7.30it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 2/2 [00:18<00:00, 9.33s/it]
all 15 47 0.0347 0.0213 0.0148 0.00242
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
6/15 1.41G 3.739 5.495 2.578 12 640: 100%|ββββββββββ| 4/4 [01:38<00:00, 24.57s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 2/2 [00:00<00:00, 11.57it/s]
all 15 47 0.12 0.0426 0.0237 0.00373
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
7/15 1.41G 3.645 4.36 2.144 11 640: 100%|ββββββββββ| 4/4 [00:39<00:00, 9.82s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 2/2 [00:00<00:00, 10.98it/s]
all 15 47 0.12 0.0426 0.0237 0.00373
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
8/15 1.41G 3.837 5.098 2.861 13 640: 100%|ββββββββββ| 4/4 [00:00<00:00, 7.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 2/2 [00:00<00:00, 10.52it/s]
all 15 47 0.0184 0.191 0.0149 0.00309
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
9/15 1.41G 3.815 4.771 2.814 12 640: 100%|ββββββββββ| 4/4 [00:00<00:00, 7.89it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 2/2 [00:00<00:00, 10.45it/s]
all 15 47 0.0361 0.0478 0.014 0.00258
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
10/15 1.41G 4.094 4.629 2.889 5 640: 100%|ββββββββββ| 4/4 [00:00<00:00, 8.63it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 2/2 [00:00<00:00, 11.62it/s]
all 15 47 0.0361 0.0478 0.014 0.00258
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
11/15 1.41G 3.748 4.022 2.459 11 640: 100%|ββββββββββ| 4/4 [00:00<00:00, 8.09it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 2/2 [00:00<00:00, 11.76it/s]
all 15 47 0.0711 0.0426 0.0158 0.00302
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
12/15 1.41G 3.724 4.959 2.447 11 640: 100%|ββββββββββ| 4/4 [00:00<00:00, 8.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 2/2 [00:00<00:00, 12.19it/s]
all 15 47 0.0711 0.0426 0.0158 0.00302
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
13/15 1.41G 3.84 4.303 2.919 7 640: 100%|ββββββββββ| 4/4 [00:00<00:00, 8.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 2/2 [00:00<00:00, 11.73it/s]
all 15 47 0.0853 0.0638 0.0192 0.00425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
14/15 1.41G 3.545 4.412 2.428 6 640: 100%|ββββββββββ| 4/4 [00:00<00:00, 8.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 2/2 [00:00<00:00, 12.04it/s]
all 15 47 0.0853 0.0638 0.0192 0.00425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
15/15 1.41G 3.605 4.45 2.419 13 640: 100%|ββββββββββ| 4/4 [00:00<00:00, 8.59it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 2/2 [00:00<00:00, 11.76it/s]
all 15 47 0.0866 0.0638 0.0258 0.00552
15 epochs completed in 0.091 hours. Optimizer stripped from runs\detect\New_model_22\weights\last.pt, 19.2MB Optimizer stripped from runs\detect\New_model_22\weights\best.pt, 19.2MB Validating runs\detect\New_model_22\weights\best.pt... Ultralytics 8.3.179 Python-3.11.9 torch-2.5.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3050 6GB Laptop GPU, 6144MiB) YOLO11s summary (fused): 100 layers, 9,413,187 parameters, 0 gradients, 21.3 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 100%|ββββββββββ| 2/2 [00:00<00:00, 8.92it/s]
all 15 47 0.0866 0.0638 0.0257 0.00551
Speed: 0.3ms preprocess, 6.5ms inference, 0.0ms loss, 1.8ms postprocess per image
Results saved to runs\detect\New_model_22
Out[2]:
ultralytics.utils.metrics.DetMetrics object with attributes:
ap_class_index: array([0])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x00000162A93B6490>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]), 'Confidence', 'Recall']]
fitness: np.float64(0.00752741407419808)
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.0055065])
names: {0: 'Pothole'}
nt_per_class: array([47])
nt_per_image: array([15])
results_dict: {'metrics/precision(B)': np.float64(0.08663135781983322), 'metrics/recall(B)': np.float64(0.06382978723404255), 'metrics/mAP50(B)': np.float64(0.02571584670009191), 'metrics/mAP50-95(B)': np.float64(0.005506477115765431), 'fitness': np.float64(0.00752741407419808)}
save_dir: WindowsPath('runs/detect/New_model_22')
speed: {'preprocess': 0.28391333333577984, 'inference': 6.532039999986712, 'loss': 0.0005666666766046546, 'postprocess': 1.8111266666589168}
stats: {'tp': [], 'conf': [], 'pred_cls': [], 'target_cls': [], 'target_img': []}
task: 'detect'
InΒ [1]:
from ultralytics import YOLO
import os
model =YOLO(r"D:\ASTC project\runs\detect\NEw model 19_09_2024\weights\best.pt")
folder = r"D:\ASTC project\recorded_dataset"
for file in os.listdir(folder):
path = os.path.join(folder, file)
if file.lower().endswith((".mp4", ".avi", ".mov")):
preds = model.predict(source=path
, conf=0.25, show=True, save=True)
# print(f"Video {file} β Frame-wise predictions: {preds[:10]} ...")
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 67.6ms
video 1/1 (frame 2/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 10.2ms
video 1/1 (frame 3/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 10.0ms
video 1/1 (frame 4/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.7ms
video 1/1 (frame 5/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 10.2ms
video 1/1 (frame 6/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 7/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 10.0ms
video 1/1 (frame 8/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 8.6ms
video 1/1 (frame 9/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 9.2ms
video 1/1 (frame 10/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.0ms
video 1/1 (frame 11/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 15.3ms
video 1/1 (frame 12/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.0ms
video 1/1 (frame 13/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 12.1ms
video 1/1 (frame 14/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 10.9ms
video 1/1 (frame 15/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.4ms
video 1/1 (frame 16/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 17/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.2ms
video 1/1 (frame 18/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.1ms
video 1/1 (frame 19/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 14.5ms
video 1/1 (frame 20/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.5ms
video 1/1 (frame 21/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 13.9ms
video 1/1 (frame 22/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.4ms
video 1/1 (frame 23/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 9.1ms
video 1/1 (frame 24/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 7.3ms
video 1/1 (frame 25/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.0ms
video 1/1 (frame 26/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 7.6ms
video 1/1 (frame 27/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 6.7ms
video 1/1 (frame 28/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 6.8ms
video 1/1 (frame 29/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 12.6ms
video 1/1 (frame 30/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 7.1ms
video 1/1 (frame 31/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 8.0ms
video 1/1 (frame 32/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 13.9ms
video 1/1 (frame 33/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 34/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 14.5ms
video 1/1 (frame 35/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 13.6ms
video 1/1 (frame 36/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 37/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 8.3ms
video 1/1 (frame 38/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.3ms
video 1/1 (frame 39/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 40/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 6.9ms
video 1/1 (frame 41/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 8.9ms
video 1/1 (frame 42/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 43/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.1ms
video 1/1 (frame 44/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.6ms
video 1/1 (frame 45/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 46/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 12.7ms
video 1/1 (frame 47/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 8.0ms
video 1/1 (frame 48/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.3ms
video 1/1 (frame 49/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 50/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 10.1ms
video 1/1 (frame 51/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 10.0ms
video 1/1 (frame 52/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.6ms
video 1/1 (frame 53/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.6ms
video 1/1 (frame 54/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 55/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 12.3ms
video 1/1 (frame 56/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 57/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.1ms
video 1/1 (frame 58/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.8ms
video 1/1 (frame 59/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 19.2ms
video 1/1 (frame 60/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 61/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 13.2ms
video 1/1 (frame 62/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 11.7ms
video 1/1 (frame 63/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 10.4ms
video 1/1 (frame 64/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 65/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 26.2ms
video 1/1 (frame 66/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.9ms
video 1/1 (frame 67/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 68/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 13.5ms
video 1/1 (frame 69/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.3ms
video 1/1 (frame 70/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 11.4ms
video 1/1 (frame 71/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 14.4ms
video 1/1 (frame 72/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 17.0ms
video 1/1 (frame 73/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 74/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 19.2ms
video 1/1 (frame 75/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 11.0ms
video 1/1 (frame 76/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.1ms
video 1/1 (frame 77/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.9ms
video 1/1 (frame 78/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 16.2ms
video 1/1 (frame 79/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 11.5ms
video 1/1 (frame 80/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 21.6ms
video 1/1 (frame 81/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 18.5ms
video 1/1 (frame 82/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 15.6ms
video 1/1 (frame 83/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 14.5ms
video 1/1 (frame 84/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 11.3ms
video 1/1 (frame 85/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 10.7ms
video 1/1 (frame 86/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 20.7ms
video 1/1 (frame 87/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 21.2ms
video 1/1 (frame 88/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 12.2ms
video 1/1 (frame 89/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 16.5ms
video 1/1 (frame 90/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.1ms
video 1/1 (frame 91/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 10.9ms
video 1/1 (frame 92/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 11.1ms
video 1/1 (frame 93/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.2ms
video 1/1 (frame 94/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 13.4ms
video 1/1 (frame 95/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.4ms
video 1/1 (frame 96/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 14.8ms
video 1/1 (frame 97/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 12.8ms
video 1/1 (frame 98/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 7.2ms
video 1/1 (frame 99/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 6.7ms
video 1/1 (frame 100/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 101/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.0ms
video 1/1 (frame 102/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 16.4ms
video 1/1 (frame 103/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 13.1ms
video 1/1 (frame 104/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 21.9ms
video 1/1 (frame 105/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.2ms
video 1/1 (frame 106/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 12.6ms
video 1/1 (frame 107/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 12.3ms
video 1/1 (frame 108/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 14.0ms
video 1/1 (frame 109/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 14.3ms
video 1/1 (frame 110/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.4ms
video 1/1 (frame 111/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 16.0ms
video 1/1 (frame 112/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 18.3ms
video 1/1 (frame 113/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 16.0ms
video 1/1 (frame 114/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 20.4ms
video 1/1 (frame 115/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 12.9ms
video 1/1 (frame 116/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 19.0ms
video 1/1 (frame 117/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.4ms
video 1/1 (frame 118/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.1ms
video 1/1 (frame 119/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 120/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.6ms
video 1/1 (frame 121/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 9.2ms
video 1/1 (frame 122/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 123/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 15.3ms
video 1/1 (frame 124/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 6.9ms
video 1/1 (frame 125/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.1ms
video 1/1 (frame 126/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 6.8ms
video 1/1 (frame 127/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 8.6ms
video 1/1 (frame 128/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 10.5ms
video 1/1 (frame 129/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 13.5ms
video 1/1 (frame 130/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 14.0ms
video 1/1 (frame 131/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 13.0ms
video 1/1 (frame 132/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 11.2ms
video 1/1 (frame 133/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 12.4ms
video 1/1 (frame 134/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 7.7ms
video 1/1 (frame 135/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 21.2ms
video 1/1 (frame 136/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 9.2ms
video 1/1 (frame 137/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 15.9ms
video 1/1 (frame 138/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 13.8ms
video 1/1 (frame 139/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 21.4ms
video 1/1 (frame 140/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 11.0ms
video 1/1 (frame 141/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 12.6ms
video 1/1 (frame 142/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 10.5ms
video 1/1 (frame 143/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.4ms
video 1/1 (frame 144/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 10.8ms
video 1/1 (frame 145/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 11.5ms
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video 1/1 (frame 1121/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.5ms
video 1/1 (frame 1122/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.3ms
video 1/1 (frame 1123/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.3ms
video 1/1 (frame 1124/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.6ms
video 1/1 (frame 1125/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.4ms
video 1/1 (frame 1126/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.4ms
video 1/1 (frame 1127/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.4ms
video 1/1 (frame 1128/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.4ms
video 1/1 (frame 1129/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.4ms
video 1/1 (frame 1130/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 22.3ms
video 1/1 (frame 1131/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.4ms
video 1/1 (frame 1132/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.8ms
video 1/1 (frame 1133/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.7ms
video 1/1 (frame 1134/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.9ms
video 1/1 (frame 1135/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.7ms
video 1/1 (frame 1136/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.0ms
video 1/1 (frame 1137/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.7ms
video 1/1 (frame 1138/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.6ms
video 1/1 (frame 1139/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.6ms
video 1/1 (frame 1140/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.5ms
video 1/1 (frame 1141/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.6ms
video 1/1 (frame 1142/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.5ms
video 1/1 (frame 1143/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.6ms
video 1/1 (frame 1144/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.5ms
video 1/1 (frame 1145/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.7ms
video 1/1 (frame 1146/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.9ms
video 1/1 (frame 1147/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.8ms
video 1/1 (frame 1148/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.8ms
video 1/1 (frame 1149/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.9ms
video 1/1 (frame 1150/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.9ms
video 1/1 (frame 1151/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.6ms
video 1/1 (frame 1152/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.5ms
video 1/1 (frame 1153/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.7ms
video 1/1 (frame 1154/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 25.6ms
video 1/1 (frame 1155/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 25.6ms
video 1/1 (frame 1156/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 25.5ms
video 1/1 (frame 1157/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 2 Potholes, 25.5ms
video 1/1 (frame 1158/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.6ms
video 1/1 (frame 1159/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.5ms
video 1/1 (frame 1160/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.7ms
video 1/1 (frame 1161/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.6ms
video 1/1 (frame 1162/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.4ms
video 1/1 (frame 1163/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.8ms
video 1/1 (frame 1164/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 1 Pothole, 25.4ms
video 1/1 (frame 1165/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.5ms
video 1/1 (frame 1166/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.5ms
video 1/1 (frame 1167/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.4ms
video 1/1 (frame 1168/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.5ms
video 1/1 (frame 1169/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.5ms
video 1/1 (frame 1170/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 25.6ms
video 1/1 (frame 1171/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 24.6ms
video 1/1 (frame 1172/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.5ms
video 1/1 (frame 1173/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.6ms
video 1/1 (frame 1174/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.5ms
video 1/1 (frame 1175/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.8ms
video 1/1 (frame 1176/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.6ms
video 1/1 (frame 1177/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.6ms
video 1/1 (frame 1178/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.5ms
video 1/1 (frame 1179/1179) D:\ASTC project\recorded_dataset\video1.mp4: 640x384 (no detections), 23.5ms
Speed: 1.9ms preprocess, 18.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384)
Results saved to runs\detect\predict9
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 92.4ms
video 1/1 (frame 2/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 3/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 4/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 5/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.2ms
video 1/1 (frame 6/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 7/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 8/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.0ms
video 1/1 (frame 9/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.8ms
video 1/1 (frame 10/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.8ms
video 1/1 (frame 11/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 23.6ms
video 1/1 (frame 12/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.9ms
video 1/1 (frame 13/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.0ms
video 1/1 (frame 14/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.8ms
video 1/1 (frame 15/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 16/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 17/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.7ms
video 1/1 (frame 18/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 19/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 20/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 21/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 22/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 23/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 24/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.3ms
video 1/1 (frame 25/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.3ms
video 1/1 (frame 26/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.3ms
video 1/1 (frame 27/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 28/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 29/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 30/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.4ms
video 1/1 (frame 31/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.3ms
video 1/1 (frame 32/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 33/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.2ms
video 1/1 (frame 34/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 35/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 36/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 37/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.6ms
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video 1/1 (frame 39/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 40/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 41/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.5ms
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video 1/1 (frame 43/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 44/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 45/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 46/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 47/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 48/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 49/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.5ms
video 1/1 (frame 50/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 51/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.4ms
video 1/1 (frame 52/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.3ms
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video 1/1 (frame 55/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 56/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 57/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 58/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 59/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 60/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 61/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 62/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 63/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 64/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 65/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 66/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 19.5ms
video 1/1 (frame 67/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 19.7ms
video 1/1 (frame 68/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 69/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 70/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 71/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
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video 1/1 (frame 73/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 74/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 75/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 76/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 77/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 78/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 79/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.7ms
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video 1/1 (frame 97/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 98/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 99/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 100/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 101/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 102/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 103/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 104/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 105/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 106/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 107/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.7ms
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video 1/1 (frame 110/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 111/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
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video 1/1 (frame 114/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
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video 1/1 (frame 119/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
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video 1/1 (frame 125/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 126/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 127/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 128/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 129/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 130/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 131/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 132/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.7ms
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video 1/1 (frame 1689/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1690/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1691/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1692/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1693/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
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video 1/1 (frame 1698/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1699/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 1700/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 1701/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1702/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 1703/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1704/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1705/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 25.3ms
video 1/1 (frame 1706/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1707/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1708/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 1709/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1710/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1711/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1712/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1713/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1714/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1715/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 1716/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 1717/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 1718/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 1719/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 1720/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 1721/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1722/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 1723/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 1724/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 1725/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1726/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1727/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 1728/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 1729/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 24.2ms
video 1/1 (frame 1730/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 1731/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 1732/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 1733/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 1734/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 1735/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 1736/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 1737/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 1738/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 1739/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 1740/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 1741/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 1742/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.9ms
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video 1/1 (frame 1745/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.7ms
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video 1/1 (frame 1747/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 1748/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.4ms
video 1/1 (frame 1749/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
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video 1/1 (frame 1752/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 1753/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.4ms
video 1/1 (frame 1754/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.5ms
video 1/1 (frame 1755/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.3ms
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video 1/1 (frame 1759/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.1ms
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video 1/1 (frame 1767/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1768/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.3ms
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video 1/1 (frame 1770/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 1771/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
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video 1/1 (frame 1773/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 1774/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 1775/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1776/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 1777/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 1778/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1779/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1780/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 1781/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1782/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 1783/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 1784/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.4ms
video 1/1 (frame 1785/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 1786/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 1787/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 1788/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 1789/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1790/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1791/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1792/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1793/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 1794/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1795/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1796/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 1797/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1798/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1799/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1800/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 1801/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 1802/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1803/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1804/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1805/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1806/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1807/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1808/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 1809/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1810/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1811/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1812/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1813/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1814/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 1815/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1816/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 1817/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1818/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.1ms
video 1/1 (frame 1819/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 23.1ms
video 1/1 (frame 1820/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 1821/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.1ms
video 1/1 (frame 1822/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 1823/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 1824/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 1825/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 22.9ms
video 1/1 (frame 1826/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 1827/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 1828/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 1829/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 1830/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 20.3ms
video 1/1 (frame 1831/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 20.3ms
video 1/1 (frame 1832/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1833/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1834/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 20.2ms
video 1/1 (frame 1835/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 20.1ms
video 1/1 (frame 1836/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 21.8ms
video 1/1 (frame 1837/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 19.6ms
video 1/1 (frame 1838/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 19.4ms
video 1/1 (frame 1839/1839) D:\ASTC project\recorded_dataset\video2.mp4: 384x640 1 Pothole, 19.4ms
Speed: 2.2ms preprocess, 20.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict9
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 2/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 3/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 4/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 5/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.2ms
video 1/1 (frame 6/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 7/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 8/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.3ms
video 1/1 (frame 9/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 10/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 11/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 12/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 13/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 14/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 15/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 16/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 17/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 18/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 19/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 20/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 21/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 22/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 23/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 24/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 25/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.9ms
video 1/1 (frame 26/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 27/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 28/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 29/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 30/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 31/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.5ms
video 1/1 (frame 32/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 33/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.6ms
video 1/1 (frame 34/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 35/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 36/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 1 Pothole, 20.8ms
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video 1/1 (frame 1209/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 1210/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1211/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1212/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1213/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1214/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1215/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1216/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1217/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 1218/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1219/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1220/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1221/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1222/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1223/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 1224/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1225/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1226/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1227/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1228/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1229/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 1230/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1231/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1232/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 1233/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1234/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1235/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 1236/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1237/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.9ms
video 1/1 (frame 1238/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 1239/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 1240/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 1241/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 1242/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 1243/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 1244/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.0ms
video 1/1 (frame 1245/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 1246/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 1247/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 1248/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 1249/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 1250/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 1251/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 1252/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 1253/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.3ms
video 1/1 (frame 1254/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 1255/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 1256/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 1257/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 1258/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 1259/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 1260/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.0ms
video 1/1 (frame 1261/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 1262/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 1263/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 1264/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.2ms
video 1/1 (frame 1265/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.8ms
video 1/1 (frame 1266/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 1267/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 1268/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 1269/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 1270/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 1271/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 1272/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 1273/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 1274/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 1275/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 1276/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 1277/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.9ms
video 1/1 (frame 1278/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 1279/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 1280/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 1281/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 28.7ms
video 1/1 (frame 1282/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.4ms
video 1/1 (frame 1283/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 1284/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 1285/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 29.3ms
video 1/1 (frame 1286/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 1287/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 1288/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 1289/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 25.1ms
video 1/1 (frame 1290/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.8ms
video 1/1 (frame 1291/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.9ms
video 1/1 (frame 1292/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 1293/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.7ms
video 1/1 (frame 1294/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.8ms
video 1/1 (frame 1295/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 23.9ms
video 1/1 (frame 1296/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.4ms
video 1/1 (frame 1297/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 1298/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 1299/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 1300/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 1301/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 1302/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 1303/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.4ms
video 1/1 (frame 1304/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 1305/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1306/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.4ms
video 1/1 (frame 1307/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 1308/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 1309/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 26.6ms
video 1/1 (frame 1310/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 1311/1311) D:\ASTC project\recorded_dataset\video3.mp4: 384x640 (no detections), 19.5ms
Speed: 2.3ms preprocess, 20.8ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict9
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.6ms
video 1/1 (frame 2/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 21.2ms
video 1/1 (frame 3/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 46.1ms
video 1/1 (frame 4/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 64.0ms
video 1/1 (frame 5/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 43.9ms
video 1/1 (frame 6/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 43.7ms
video 1/1 (frame 7/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 43.4ms
video 1/1 (frame 8/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 43.3ms
video 1/1 (frame 9/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 43.1ms
video 1/1 (frame 10/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 41.8ms
video 1/1 (frame 11/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 41.7ms
video 1/1 (frame 12/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 23.8ms
video 1/1 (frame 13/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 14/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.7ms
video 1/1 (frame 15/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 12.0ms
video 1/1 (frame 16/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 10.6ms
video 1/1 (frame 17/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 23.0ms
video 1/1 (frame 18/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 19/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 13.8ms
video 1/1 (frame 20/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 39.2ms
video 1/1 (frame 21/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 10.8ms
video 1/1 (frame 22/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 23/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 30.7ms
video 1/1 (frame 24/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 26.2ms
video 1/1 (frame 25/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 31.4ms
video 1/1 (frame 26/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 18.2ms
video 1/1 (frame 27/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 16.7ms
video 1/1 (frame 28/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 27.0ms
video 1/1 (frame 29/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 26.5ms
video 1/1 (frame 30/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 21.3ms
video 1/1 (frame 31/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 18.5ms
video 1/1 (frame 32/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 21.3ms
video 1/1 (frame 33/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 10.8ms
video 1/1 (frame 34/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 11.5ms
video 1/1 (frame 35/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.5ms
video 1/1 (frame 36/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 24.2ms
video 1/1 (frame 37/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 13.8ms
video 1/1 (frame 38/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 31.4ms
video 1/1 (frame 39/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 10.7ms
video 1/1 (frame 40/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 10.7ms
video 1/1 (frame 41/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.3ms
video 1/1 (frame 42/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 22.3ms
video 1/1 (frame 43/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 15.1ms
video 1/1 (frame 44/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.6ms
video 1/1 (frame 45/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 15.8ms
video 1/1 (frame 46/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 23.4ms
video 1/1 (frame 47/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 16.1ms
video 1/1 (frame 48/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 15.9ms
video 1/1 (frame 49/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.2ms
video 1/1 (frame 50/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 51/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.1ms
video 1/1 (frame 52/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 27.6ms
video 1/1 (frame 53/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 54/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 55/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 27.5ms
video 1/1 (frame 56/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.5ms
video 1/1 (frame 57/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.8ms
video 1/1 (frame 58/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 59/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.9ms
video 1/1 (frame 60/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.6ms
video 1/1 (frame 61/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 62/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 63/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.7ms
video 1/1 (frame 64/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 65/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 66/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.4ms
video 1/1 (frame 67/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 68/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.2ms
video 1/1 (frame 69/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.3ms
video 1/1 (frame 70/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.5ms
video 1/1 (frame 71/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.3ms
video 1/1 (frame 72/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.9ms
video 1/1 (frame 73/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.9ms
video 1/1 (frame 74/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 75/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.9ms
video 1/1 (frame 76/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 77/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.0ms
video 1/1 (frame 78/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 79/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.9ms
video 1/1 (frame 80/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.0ms
video 1/1 (frame 81/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.9ms
video 1/1 (frame 82/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.1ms
video 1/1 (frame 83/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 84/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.7ms
video 1/1 (frame 85/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.6ms
video 1/1 (frame 86/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.4ms
video 1/1 (frame 87/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.3ms
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video 1/1 (frame 1466/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 29.4ms
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video 1/1 (frame 1471/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 1472/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 28.5ms
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video 1/1 (frame 1494/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 1495/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 25.6ms
video 1/1 (frame 1496/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.6ms
video 1/1 (frame 1497/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 1498/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.7ms
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video 1/1 (frame 1511/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 1512/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.9ms
video 1/1 (frame 1513/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 1514/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.9ms
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video 1/1 (frame 1516/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.9ms
video 1/1 (frame 1517/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 26.0ms
video 1/1 (frame 1518/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 1519/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.6ms
video 1/1 (frame 1520/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 28.7ms
video 1/1 (frame 1521/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 26.9ms
video 1/1 (frame 1522/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 25.6ms
video 1/1 (frame 1523/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 1524/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.7ms
video 1/1 (frame 1525/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 1526/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 1527/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 1528/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 1529/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 30.1ms
video 1/1 (frame 1530/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 1531/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
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video 1/1 (frame 1533/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 25.8ms
video 1/1 (frame 1534/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.5ms
video 1/1 (frame 1535/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 31.8ms
video 1/1 (frame 1536/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 1537/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 1538/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.7ms
video 1/1 (frame 1539/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.8ms
video 1/1 (frame 1540/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.7ms
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video 1/1 (frame 1543/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 25.6ms
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video 1/1 (frame 1545/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.7ms
video 1/1 (frame 1546/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.5ms
video 1/1 (frame 1547/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 1548/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.6ms
video 1/1 (frame 1549/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.3ms
video 1/1 (frame 1550/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.1ms
video 1/1 (frame 1551/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 1552/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 1553/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 1554/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 1555/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 1556/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 1557/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 1558/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 1559/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.0ms
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video 1/1 (frame 1561/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 22.6ms
video 1/1 (frame 1562/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 22.5ms
video 1/1 (frame 1563/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 22.8ms
video 1/1 (frame 1564/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 1565/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 1566/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 1567/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 22.8ms
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video 1/1 (frame 1571/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 1572/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 23.1ms
video 1/1 (frame 1573/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 1574/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 1575/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.8ms
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video 1/1 (frame 1580/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 21.8ms
video 1/1 (frame 1581/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 21.9ms
video 1/1 (frame 1582/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 21.9ms
video 1/1 (frame 1583/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 22.4ms
video 1/1 (frame 1584/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 21.7ms
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video 1/1 (frame 1601/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 22.0ms
video 1/1 (frame 1602/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 1603/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 23.4ms
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video 1/1 (frame 1611/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 23.7ms
video 1/1 (frame 1612/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 1613/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 1614/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.5ms
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video 1/1 (frame 1616/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 1617/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 28.5ms
video 1/1 (frame 1618/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 28.4ms
video 1/1 (frame 1619/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 29.0ms
video 1/1 (frame 1620/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 29.0ms
video 1/1 (frame 1621/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 28.9ms
video 1/1 (frame 1622/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 1623/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 1624/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 1625/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 1626/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 1627/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 1628/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 1629/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 1630/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 1631/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 1632/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 1633/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 1634/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 1635/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 1636/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 1637/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 1638/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 1639/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
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video 1/1 (frame 1912/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.9ms
video 1/1 (frame 1913/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 26.7ms
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video 1/1 (frame 1917/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 26.9ms
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video 1/1 (frame 1921/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 26.0ms
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video 1/1 (frame 1937/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 27.0ms
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video 1/1 (frame 1991/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 1992/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 26.0ms
video 1/1 (frame 1993/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 1994/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.8ms
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video 1/1 (frame 2011/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
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video 1/1 (frame 2015/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2016/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2017/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2018/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 2019/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2020/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2021/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2022/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2023/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 2024/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 2025/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
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video 1/1 (frame 2027/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 30.7ms
video 1/1 (frame 2028/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2029/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
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video 1/1 (frame 2416/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 31.0ms
video 1/1 (frame 2417/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 33.9ms
video 1/1 (frame 2418/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 30.7ms
video 1/1 (frame 2419/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 30.7ms
video 1/1 (frame 2420/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 30.9ms
video 1/1 (frame 2421/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 30.7ms
video 1/1 (frame 2422/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 51.2ms
video 1/1 (frame 2423/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 51.3ms
video 1/1 (frame 2424/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 46.9ms
video 1/1 (frame 2425/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 46.9ms
video 1/1 (frame 2426/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 45.9ms
video 1/1 (frame 2427/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 45.7ms
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video 1/1 (frame 2430/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 43.3ms
video 1/1 (frame 2431/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 43.4ms
video 1/1 (frame 2432/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 43.3ms
video 1/1 (frame 2433/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 43.2ms
video 1/1 (frame 2434/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 42.3ms
video 1/1 (frame 2435/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 42.3ms
video 1/1 (frame 2436/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 42.2ms
video 1/1 (frame 2437/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 41.9ms
video 1/1 (frame 2438/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 41.7ms
video 1/1 (frame 2439/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 41.7ms
video 1/1 (frame 2440/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 32.8ms
video 1/1 (frame 2441/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.1ms
video 1/1 (frame 2442/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 24.0ms
video 1/1 (frame 2443/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 10.7ms
video 1/1 (frame 2444/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 10.8ms
video 1/1 (frame 2445/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 2446/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 10.9ms
video 1/1 (frame 2447/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 29.2ms
video 1/1 (frame 2448/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.9ms
video 1/1 (frame 2449/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 11.8ms
video 1/1 (frame 2450/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 10.8ms
video 1/1 (frame 2451/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 2452/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 10.8ms
video 1/1 (frame 2453/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 11.9ms
video 1/1 (frame 2454/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 23.5ms
video 1/1 (frame 2455/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 10.9ms
video 1/1 (frame 2456/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 23.0ms
video 1/1 (frame 2457/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 23.7ms
video 1/1 (frame 2458/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.2ms
video 1/1 (frame 2459/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 15.4ms
video 1/1 (frame 2460/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 28.0ms
video 1/1 (frame 2461/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 10.8ms
video 1/1 (frame 2462/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 11.0ms
video 1/1 (frame 2463/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 29.3ms
video 1/1 (frame 2464/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 11.9ms
video 1/1 (frame 2465/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 11.3ms
video 1/1 (frame 2466/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 2467/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 2468/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.4ms
video 1/1 (frame 2469/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.7ms
video 1/1 (frame 2470/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 16.9ms
video 1/1 (frame 2471/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 19.6ms
video 1/1 (frame 2472/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 17.3ms
video 1/1 (frame 2473/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.6ms
video 1/1 (frame 2474/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 2475/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 2476/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 2477/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 17.7ms
video 1/1 (frame 2478/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.4ms
video 1/1 (frame 2479/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.3ms
video 1/1 (frame 2480/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.0ms
video 1/1 (frame 2481/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 2482/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 2483/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 2484/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.0ms
video 1/1 (frame 2485/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.0ms
video 1/1 (frame 2486/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 22.1ms
video 1/1 (frame 2487/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 2488/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 2489/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 2490/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 2491/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 2492/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 2493/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.8ms
video 1/1 (frame 2494/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 20.7ms
video 1/1 (frame 2495/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 2496/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.1ms
video 1/1 (frame 2497/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 2498/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 2499/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.1ms
video 1/1 (frame 2500/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 2501/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 2502/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 2503/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 2504/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 2505/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 21.9ms
video 1/1 (frame 2506/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 21.8ms
video 1/1 (frame 2507/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 22.7ms
video 1/1 (frame 2508/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 22.4ms
video 1/1 (frame 2509/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 22.6ms
video 1/1 (frame 2510/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 22.6ms
video 1/1 (frame 2511/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 2512/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 22.6ms
video 1/1 (frame 2513/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 2514/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 2515/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 23.4ms
video 1/1 (frame 2516/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 23.9ms
video 1/1 (frame 2517/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 23.4ms
video 1/1 (frame 2518/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 23.6ms
video 1/1 (frame 2519/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 23.6ms
video 1/1 (frame 2520/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 24.4ms
video 1/1 (frame 2521/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 24.4ms
video 1/1 (frame 2522/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 24.3ms
video 1/1 (frame 2523/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 24.4ms
video 1/1 (frame 2524/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 24.5ms
video 1/1 (frame 2525/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 24.4ms
video 1/1 (frame 2526/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 24.5ms
video 1/1 (frame 2527/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 24.7ms
video 1/1 (frame 2528/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 26.2ms
video 1/1 (frame 2529/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 2530/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 2531/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 2532/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 24.7ms
video 1/1 (frame 2533/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 24.7ms
video 1/1 (frame 2534/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 24.8ms
video 1/1 (frame 2535/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 24.7ms
video 1/1 (frame 2536/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 24.6ms
video 1/1 (frame 2537/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 26.2ms
video 1/1 (frame 2538/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 24.7ms
video 1/1 (frame 2539/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 24.7ms
video 1/1 (frame 2540/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 24.8ms
video 1/1 (frame 2541/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 24.9ms
video 1/1 (frame 2542/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.8ms
video 1/1 (frame 2543/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2544/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2545/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.5ms
video 1/1 (frame 2546/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.7ms
video 1/1 (frame 2547/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 2548/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 2549/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 2550/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 2551/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 2552/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.5ms
video 1/1 (frame 2553/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 2554/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.5ms
video 1/1 (frame 2555/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.6ms
video 1/1 (frame 2556/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.6ms
video 1/1 (frame 2557/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 25.5ms
video 1/1 (frame 2558/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 26.8ms
video 1/1 (frame 2559/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 25.7ms
video 1/1 (frame 2560/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 25.6ms
video 1/1 (frame 2561/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 25.7ms
video 1/1 (frame 2562/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 25.7ms
video 1/1 (frame 2563/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 25.6ms
video 1/1 (frame 2564/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 4 Potholes, 25.7ms
video 1/1 (frame 2565/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 5 Potholes, 25.6ms
video 1/1 (frame 2566/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 4 Potholes, 25.5ms
video 1/1 (frame 2567/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 25.6ms
video 1/1 (frame 2568/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 5 Potholes, 25.7ms
video 1/1 (frame 2569/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.5ms
video 1/1 (frame 2570/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 25.6ms
video 1/1 (frame 2571/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 25.8ms
video 1/1 (frame 2572/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 25.6ms
video 1/1 (frame 2573/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 4 Potholes, 25.7ms
video 1/1 (frame 2574/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 5 Potholes, 25.6ms
video 1/1 (frame 2575/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 5 Potholes, 25.6ms
video 1/1 (frame 2576/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 5 Potholes, 26.9ms
video 1/1 (frame 2577/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 6 Potholes, 25.6ms
video 1/1 (frame 2578/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 25.5ms
video 1/1 (frame 2579/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 25.9ms
video 1/1 (frame 2580/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 26.0ms
video 1/1 (frame 2581/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 25.9ms
video 1/1 (frame 2582/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 26.1ms
video 1/1 (frame 2583/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 26.0ms
video 1/1 (frame 2584/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 26.2ms
video 1/1 (frame 2585/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 28.6ms
video 1/1 (frame 2586/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.4ms
video 1/1 (frame 2587/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.9ms
video 1/1 (frame 2588/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 27.0ms
video 1/1 (frame 2589/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 27.0ms
video 1/1 (frame 2590/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 27.0ms
video 1/1 (frame 2591/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.9ms
video 1/1 (frame 2592/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2593/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2594/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2595/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 2596/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2597/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 2598/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2599/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2600/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 26.3ms
video 1/1 (frame 2601/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.9ms
video 1/1 (frame 2602/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 25.8ms
video 1/1 (frame 2603/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 26.1ms
video 1/1 (frame 2604/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 26.0ms
video 1/1 (frame 2605/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 25.9ms
video 1/1 (frame 2606/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 2607/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 25.6ms
video 1/1 (frame 2608/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 2609/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 4 Potholes, 25.6ms
video 1/1 (frame 2610/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 2611/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 5 Potholes, 25.6ms
video 1/1 (frame 2612/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 4 Potholes, 26.3ms
video 1/1 (frame 2613/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 6 Potholes, 25.6ms
video 1/1 (frame 2614/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 25.5ms
video 1/1 (frame 2615/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 29.1ms
video 1/1 (frame 2616/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 25.6ms
video 1/1 (frame 2617/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 25.7ms
video 1/1 (frame 2618/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.7ms
video 1/1 (frame 2619/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.6ms
video 1/1 (frame 2620/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 2621/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2622/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 2623/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 2624/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 2625/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 2626/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.8ms
video 1/1 (frame 2627/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 2628/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 2629/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 2630/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 2631/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 2632/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 2633/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 2634/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 2635/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 2636/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 2637/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 2638/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 2639/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 2640/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 2641/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2642/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 27.5ms
video 1/1 (frame 2643/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.3ms
video 1/1 (frame 2644/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2645/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2646/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.9ms
video 1/1 (frame 2647/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 26.0ms
video 1/1 (frame 2648/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2649/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 27.2ms
video 1/1 (frame 2650/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 27.0ms
video 1/1 (frame 2651/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 27.0ms
video 1/1 (frame 2652/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2653/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2654/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 2655/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 25.9ms
video 1/1 (frame 2656/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2657/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 2658/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 2659/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 2660/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 2661/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2662/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2663/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 27.9ms
video 1/1 (frame 2664/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 2665/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 26.0ms
video 1/1 (frame 2666/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2667/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2668/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.3ms
video 1/1 (frame 2669/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 26.1ms
video 1/1 (frame 2670/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 2671/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2672/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2673/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2674/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 2675/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 27.8ms
video 1/1 (frame 2676/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2677/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 2678/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 26.9ms
video 1/1 (frame 2679/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 27.0ms
video 1/1 (frame 2680/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 27.0ms
video 1/1 (frame 2681/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 27.4ms
video 1/1 (frame 2682/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 27.0ms
video 1/1 (frame 2683/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 27.0ms
video 1/1 (frame 2684/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 27.0ms
video 1/1 (frame 2685/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 27.0ms
video 1/1 (frame 2686/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.9ms
video 1/1 (frame 2687/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 2688/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2689/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2690/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 2691/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 2692/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 2693/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 2694/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 2695/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 2696/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 25.1ms
video 1/1 (frame 2697/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 2698/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 2699/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 2700/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 2701/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 2702/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 2703/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 24.9ms
video 1/1 (frame 2704/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 24.7ms
video 1/1 (frame 2705/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 2706/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 24.8ms
video 1/1 (frame 2707/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 24.7ms
video 1/1 (frame 2708/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 2709/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 2710/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 2711/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 2712/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 2713/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 2714/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 24.7ms
video 1/1 (frame 2715/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 2 Potholes, 24.7ms
video 1/1 (frame 2716/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 24.7ms
video 1/1 (frame 2717/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 1 Pothole, 24.7ms
video 1/1 (frame 2718/2718) D:\ASTC project\recorded_dataset\video4.mp4: 384x640 3 Potholes, 25.5ms
Speed: 2.4ms preprocess, 23.2ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict9
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 52.8ms
video 1/1 (frame 2/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 52.7ms
video 1/1 (frame 3/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 52.8ms
video 1/1 (frame 4/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 52.7ms
video 1/1 (frame 5/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 50.2ms
video 1/1 (frame 6/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 50.2ms
video 1/1 (frame 7/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 46.5ms
video 1/1 (frame 8/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 46.5ms
video 1/1 (frame 9/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 44.7ms
video 1/1 (frame 10/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 44.4ms
video 1/1 (frame 11/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 44.1ms
video 1/1 (frame 12/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 43.8ms
video 1/1 (frame 13/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 43.4ms
video 1/1 (frame 14/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 42.4ms
video 1/1 (frame 15/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 42.4ms
video 1/1 (frame 16/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 41.5ms
video 1/1 (frame 17/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 42.6ms
video 1/1 (frame 18/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 42.0ms
video 1/1 (frame 19/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 41.4ms
video 1/1 (frame 20/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 26.9ms
video 1/1 (frame 21/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 33.4ms
video 1/1 (frame 22/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 23/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 24/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 10.7ms
video 1/1 (frame 25/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 28.8ms
video 1/1 (frame 26/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 13.8ms
video 1/1 (frame 27/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 14.5ms
video 1/1 (frame 28/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 30.4ms
video 1/1 (frame 29/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 12.5ms
video 1/1 (frame 30/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 31/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 32/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 21.9ms
video 1/1 (frame 33/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 28.7ms
video 1/1 (frame 34/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 25.1ms
video 1/1 (frame 35/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 23.2ms
video 1/1 (frame 36/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 15.0ms
video 1/1 (frame 37/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 23.1ms
video 1/1 (frame 38/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 10.4ms
video 1/1 (frame 39/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 10.3ms
video 1/1 (frame 40/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 23.8ms
video 1/1 (frame 41/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 23.1ms
video 1/1 (frame 42/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 28.4ms
video 1/1 (frame 43/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 44/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.0ms
video 1/1 (frame 45/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 10.4ms
video 1/1 (frame 46/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 32.5ms
video 1/1 (frame 47/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 10.5ms
video 1/1 (frame 48/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 27.7ms
video 1/1 (frame 49/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 15.1ms
video 1/1 (frame 50/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 15.2ms
video 1/1 (frame 51/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 15.8ms
video 1/1 (frame 52/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 24.3ms
video 1/1 (frame 53/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 15.4ms
video 1/1 (frame 54/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 16.0ms
video 1/1 (frame 55/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 30.7ms
video 1/1 (frame 56/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 57/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 58/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 59/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 60/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 17.1ms
video 1/1 (frame 61/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 21.7ms
video 1/1 (frame 62/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 16.9ms
video 1/1 (frame 63/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 64/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 17.3ms
video 1/1 (frame 65/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 66/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 67/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 17.9ms
video 1/1 (frame 68/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 18.4ms
video 1/1 (frame 69/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 17.9ms
video 1/1 (frame 70/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 71/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 72/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 20.5ms
video 1/1 (frame 73/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 74/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 75/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 76/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 18.8ms
video 1/1 (frame 77/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 18.7ms
video 1/1 (frame 78/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.2ms
video 1/1 (frame 79/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 80/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 81/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 25.2ms
video 1/1 (frame 82/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 19.5ms
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video 1/1 (frame 689/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 690/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 691/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 692/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 693/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.5ms
video 1/1 (frame 694/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 30.8ms
video 1/1 (frame 695/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.6ms
video 1/1 (frame 696/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.5ms
video 1/1 (frame 697/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.8ms
video 1/1 (frame 698/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.7ms
video 1/1 (frame 699/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.6ms
video 1/1 (frame 700/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 26.2ms
video 1/1 (frame 701/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.6ms
video 1/1 (frame 702/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.9ms
video 1/1 (frame 703/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 30.3ms
video 1/1 (frame 704/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.6ms
video 1/1 (frame 705/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.8ms
video 1/1 (frame 706/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.6ms
video 1/1 (frame 707/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.7ms
video 1/1 (frame 708/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.7ms
video 1/1 (frame 709/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.7ms
video 1/1 (frame 710/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.6ms
video 1/1 (frame 711/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.7ms
video 1/1 (frame 712/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 2 Potholes, 25.9ms
video 1/1 (frame 713/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.6ms
video 1/1 (frame 714/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.6ms
video 1/1 (frame 715/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.7ms
video 1/1 (frame 716/716) D:\ASTC project\recorded_dataset\video5.mp4: 384x640 1 Pothole, 25.6ms
Speed: 2.7ms preprocess, 25.8ms inference, 3.4ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict9
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 53.1ms
video 1/1 (frame 2/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 55.3ms
video 1/1 (frame 3/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 52.6ms
video 1/1 (frame 4/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 52.7ms
video 1/1 (frame 5/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 52.7ms
video 1/1 (frame 6/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 49.4ms
video 1/1 (frame 7/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 48.2ms
video 1/1 (frame 8/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 47.9ms
video 1/1 (frame 9/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 44.9ms
video 1/1 (frame 10/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 45.2ms
video 1/1 (frame 11/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 43.5ms
video 1/1 (frame 12/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 43.6ms
video 1/1 (frame 13/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 42.8ms
video 1/1 (frame 14/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 42.6ms
video 1/1 (frame 15/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 42.5ms
video 1/1 (frame 16/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 41.5ms
video 1/1 (frame 17/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 41.5ms
video 1/1 (frame 18/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 19/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 36.1ms
video 1/1 (frame 20/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 21/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 12.2ms
video 1/1 (frame 22/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 23/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 34.4ms
video 1/1 (frame 24/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 21.9ms
video 1/1 (frame 25/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 32.4ms
video 1/1 (frame 26/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 27/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 13.8ms
video 1/1 (frame 28/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 10.3ms
video 1/1 (frame 29/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 35.7ms
video 1/1 (frame 30/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 12.3ms
video 1/1 (frame 31/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 32/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 41.7ms
video 1/1 (frame 33/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 34/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 36.1ms
video 1/1 (frame 35/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 31.4ms
video 1/1 (frame 36/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 30.7ms
video 1/1 (frame 37/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 29.8ms
video 1/1 (frame 38/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 31.6ms
video 1/1 (frame 39/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 16.2ms
video 1/1 (frame 40/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 27.4ms
video 1/1 (frame 41/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 23.2ms
video 1/1 (frame 42/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 33.9ms
video 1/1 (frame 43/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 17.0ms
video 1/1 (frame 44/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 29.9ms
video 1/1 (frame 45/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 16.1ms
video 1/1 (frame 46/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 37.5ms
video 1/1 (frame 47/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 34.1ms
video 1/1 (frame 48/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 16.6ms
video 1/1 (frame 49/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 50/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 51/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 52/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 53/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 37.0ms
video 1/1 (frame 54/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 17.4ms
video 1/1 (frame 55/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 56/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 17.9ms
video 1/1 (frame 57/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 17.8ms
video 1/1 (frame 58/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.7ms
video 1/1 (frame 59/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 30.2ms
video 1/1 (frame 60/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 18.1ms
video 1/1 (frame 61/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 18.9ms
video 1/1 (frame 62/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 63/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 64/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 27.1ms
video 1/1 (frame 65/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 66/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 67/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 68/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.9ms
video 1/1 (frame 69/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 19.3ms
video 1/1 (frame 70/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 71/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 72/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 73/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 74/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 75/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 76/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 20.2ms
video 1/1 (frame 77/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.8ms
video 1/1 (frame 78/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 79/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 80/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 81/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 82/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 83/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 84/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 85/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 86/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 87/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 21.5ms
video 1/1 (frame 88/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 89/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 21.9ms
video 1/1 (frame 90/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 2 Potholes, 21.7ms
video 1/1 (frame 91/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 29.2ms
video 1/1 (frame 92/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.0ms
video 1/1 (frame 93/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 22.4ms
video 1/1 (frame 94/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 95/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 96/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 97/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.3ms
video 1/1 (frame 98/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 33.8ms
video 1/1 (frame 99/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 100/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 101/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 102/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 23.8ms
video 1/1 (frame 103/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 23.8ms
video 1/1 (frame 104/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 105/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 106/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 107/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 108/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 109/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 110/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 111/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 112/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.9ms
video 1/1 (frame 113/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 114/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 24.9ms
video 1/1 (frame 115/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 116/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 24.5ms
video 1/1 (frame 117/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 24.5ms
video 1/1 (frame 118/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 119/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 120/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.3ms
video 1/1 (frame 121/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 122/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 123/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 124/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 24.9ms
video 1/1 (frame 125/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.9ms
video 1/1 (frame 126/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 127/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.2ms
video 1/1 (frame 128/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 129/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 24.5ms
video 1/1 (frame 130/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 27.4ms
video 1/1 (frame 131/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 132/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 133/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 24.5ms
video 1/1 (frame 134/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 24.5ms
video 1/1 (frame 135/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 136/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 25.8ms
video 1/1 (frame 137/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 24.5ms
video 1/1 (frame 138/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 139/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 140/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 141/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 1 Pothole, 26.3ms
video 1/1 (frame 142/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 143/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 144/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 145/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 146/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 147/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 148/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.5ms
video 1/1 (frame 149/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 150/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.6ms
video 1/1 (frame 151/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.0ms
video 1/1 (frame 152/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 27.1ms
video 1/1 (frame 153/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.9ms
video 1/1 (frame 154/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.9ms
video 1/1 (frame 155/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 27.0ms
video 1/1 (frame 156/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 157/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 158/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 159/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 160/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 28.6ms
video 1/1 (frame 161/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 162/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 163/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 164/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.2ms
video 1/1 (frame 165/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.1ms
video 1/1 (frame 166/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 167/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 26.0ms
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video 1/1 (frame 543/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 544/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 545/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 546/546) D:\ASTC project\recorded_dataset\video6.mp4: 384x640 (no detections), 19.6ms
Speed: 2.7ms preprocess, 23.7ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict9
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.5ms
video 1/1 (frame 2/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 3/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 24.8ms
video 1/1 (frame 4/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 5/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 32.5ms
video 1/1 (frame 6/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 7/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 8/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 9/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 10/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 11/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 12/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 13/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.6ms
video 1/1 (frame 14/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 29.1ms
video 1/1 (frame 15/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 16/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 17/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 18/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.7ms
video 1/1 (frame 19/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.9ms
video 1/1 (frame 20/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 21/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 26.0ms
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video 1/1 (frame 289/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 22.1ms
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video 1/1 (frame 305/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 24.1ms
video 1/1 (frame 306/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 1 Pothole, 23.6ms
video 1/1 (frame 307/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 23.5ms
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video 1/1 (frame 314/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 23.3ms
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video 1/1 (frame 318/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 23.6ms
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video 1/1 (frame 320/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 21.6ms
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video 1/1 (frame 324/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 325/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 1 Pothole, 21.5ms
video 1/1 (frame 326/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 22.1ms
video 1/1 (frame 327/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 328/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 1 Pothole, 21.6ms
video 1/1 (frame 329/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 23.2ms
video 1/1 (frame 330/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 21.5ms
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video 1/1 (frame 333/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 20.7ms
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video 1/1 (frame 337/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 20.9ms
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video 1/1 (frame 339/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 340/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 20.7ms
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video 1/1 (frame 344/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 24.2ms
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video 1/1 (frame 346/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 347/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 348/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 21.1ms
video 1/1 (frame 349/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 21.3ms
video 1/1 (frame 350/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 23.2ms
video 1/1 (frame 351/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 352/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 353/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 354/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 355/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 356/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 357/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 358/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 359/359) D:\ASTC project\recorded_dataset\video7.mp4: 384x640 (no detections), 21.3ms
Speed: 2.8ms preprocess, 23.9ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict9
WARNING
inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.
Example:
results = model(source=..., stream=True) # generator of Results objects
for r in results:
boxes = r.boxes # Boxes object for bbox outputs
masks = r.masks # Masks object for segment masks outputs
probs = r.probs # Class probabilities for classification outputs
video 1/1 (frame 1/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.2ms
video 1/1 (frame 2/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 3/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 4/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.7ms
video 1/1 (frame 5/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 6/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.7ms
video 1/1 (frame 7/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.6ms
video 1/1 (frame 8/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 9/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 10/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 11/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 12/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 13/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 14/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 15/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.5ms
video 1/1 (frame 16/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 17/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 18/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.0ms
video 1/1 (frame 19/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.7ms
video 1/1 (frame 20/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 21/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 22/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 23/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 24/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 25/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 26/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 27/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.4ms
video 1/1 (frame 28/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 29/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 30/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 31/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 32/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 26.0ms
video 1/1 (frame 33/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 34/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 35/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.9ms
video 1/1 (frame 36/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 37/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 38/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 39/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 40/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 41/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 42/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 43/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 44/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 45/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 46/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 47/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 48/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 49/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 50/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 51/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 52/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 53/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 54/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 55/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 56/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 57/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 58/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 59/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 60/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.8ms
video 1/1 (frame 61/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 62/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 63/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 64/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.1ms
video 1/1 (frame 65/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 66/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 67/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 68/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.2ms
video 1/1 (frame 69/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.7ms
video 1/1 (frame 70/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.9ms
video 1/1 (frame 71/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.2ms
video 1/1 (frame 72/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 73/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 74/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 75/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.9ms
video 1/1 (frame 76/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 77/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 78/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 79/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 80/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.8ms
video 1/1 (frame 81/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 82/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.8ms
video 1/1 (frame 83/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.8ms
video 1/1 (frame 84/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.2ms
video 1/1 (frame 85/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 86/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 87/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 88/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.9ms
video 1/1 (frame 89/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 28.2ms
video 1/1 (frame 90/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 91/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 92/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.4ms
video 1/1 (frame 93/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.3ms
video 1/1 (frame 94/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.9ms
video 1/1 (frame 95/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 96/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 97/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 98/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 99/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 100/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 101/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 102/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 103/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 104/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 105/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 106/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 107/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.2ms
video 1/1 (frame 108/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 109/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.2ms
video 1/1 (frame 110/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 111/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.1ms
video 1/1 (frame 112/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.1ms
video 1/1 (frame 113/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.3ms
video 1/1 (frame 114/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 115/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 116/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 117/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 118/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 119/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 120/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 121/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.2ms
video 1/1 (frame 122/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 123/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 124/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.8ms
video 1/1 (frame 125/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.8ms
video 1/1 (frame 126/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 28.6ms
video 1/1 (frame 127/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 128/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 25.1ms
video 1/1 (frame 129/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.1ms
video 1/1 (frame 130/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 131/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 132/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.0ms
video 1/1 (frame 133/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.9ms
video 1/1 (frame 134/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.9ms
video 1/1 (frame 135/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 136/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.8ms
video 1/1 (frame 137/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.6ms
video 1/1 (frame 138/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.7ms
video 1/1 (frame 139/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.6ms
video 1/1 (frame 140/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 141/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.2ms
video 1/1 (frame 142/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.5ms
video 1/1 (frame 143/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 144/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.4ms
video 1/1 (frame 145/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 23.3ms
video 1/1 (frame 146/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 28.4ms
video 1/1 (frame 147/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 148/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 149/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.8ms
video 1/1 (frame 150/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 151/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 152/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 153/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 154/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 155/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 156/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 157/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.9ms
video 1/1 (frame 158/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 159/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 160/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 161/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.5ms
video 1/1 (frame 162/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 163/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 164/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 165/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.1ms
video 1/1 (frame 166/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.6ms
video 1/1 (frame 167/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.3ms
video 1/1 (frame 168/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 169/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 170/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 171/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 172/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 27.3ms
video 1/1 (frame 173/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.1ms
video 1/1 (frame 174/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 175/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 176/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.4ms
video 1/1 (frame 177/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.3ms
video 1/1 (frame 178/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 179/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 180/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 181/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.2ms
video 1/1 (frame 182/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 183/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 184/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 185/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 28.1ms
video 1/1 (frame 186/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 187/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 20.0ms
video 1/1 (frame 188/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 189/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 190/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.4ms
video 1/1 (frame 191/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 192/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 193/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 194/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.4ms
video 1/1 (frame 195/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 196/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 197/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 198/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 199/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.1ms
video 1/1 (frame 200/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 201/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 202/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 203/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 204/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 24.4ms
video 1/1 (frame 205/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 206/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 207/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.7ms
video 1/1 (frame 208/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.5ms
video 1/1 (frame 209/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 19.6ms
video 1/1 (frame 210/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.8ms
video 1/1 (frame 211/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.8ms
video 1/1 (frame 212/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 213/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.4ms
video 1/1 (frame 214/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 215/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 21.7ms
video 1/1 (frame 216/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.3ms
video 1/1 (frame 217/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.4ms
video 1/1 (frame 218/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.3ms
video 1/1 (frame 219/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.4ms
video 1/1 (frame 220/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.4ms
video 1/1 (frame 221/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.5ms
video 1/1 (frame 222/222) D:\ASTC project\recorded_dataset\video8.mp4: 384x640 (no detections), 22.7ms
Speed: 2.8ms preprocess, 21.7ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640)
Results saved to runs\detect\predict9
InΒ [Β ]:
import cv2
# Open USB webcam (usually index 1 or higher; try 1 for USB cam)
cap = cv2.VideoCapture(2)
if not cap.isOpened():
print("Cannot access USB webcam")
exit()
while True:
ret, frame = cap.read()
if not ret:
print("Failed to grab frame")
break
cv2.imshow("USB Webcam Feed", frame)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
cap.release()
cv2.destroyAllWindows()
Array technique part 2ΒΆ
InΒ [2]:
import cv2
import time
from ultralytics import YOLO
model = YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
cap = cv2.VideoCapture("input_video1.mp4")
if not cap.isOpened():
print("Error: Cannot open video")
exit()
frame_count = int(cap.get(cv2.CAP_PROP_FRAME_COUNT))
frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
print(f"Total frames in video: {frame_count}")
output_fps = 20
out = cv2.VideoWriter(
"pothole_detection_timed_20fps.mp4",
cv2.VideoWriter_fourcc(*'mp4v'),
output_fps,
(frame_width, frame_height)
)
current_frame = 0
while current_frame < frame_count:
cap.set(cv2.CAP_PROP_POS_FRAMES, current_frame)
ret, frame = cap.read()
if not ret:
print("Failed to grab frame")
break
start_time = time.time()
results = model(frame, conf=0.25)
annotated_frame = results[0].plot()
cv2.imshow("Real-Time Simulated Output", annotated_frame)
out.write(annotated_frame)
for box in results[0].boxes:
conf = float(box.conf[0])
x1, y1, x2, y2 = box.xyxy[0].tolist()
print(f"Pothole detected: Conf={conf:.2f}, BBox=({x1:.0f},{y1:.0f},{x2:.0f},{y2:.0f})")
elapsed_time_ms = int((time.time() - start_time) * 1000)
print(f"Frame {current_frame} processing time: {elapsed_time_ms} ms")
key = cv2.waitKey(elapsed_time_ms if elapsed_time_ms > 1 else 1)
if key & 0xFF == ord('q'):
print("Interrupted by user.")
break
current_frame += 1
cap.release()
out.release()
cv2.destroyAllWindows()
print("Video saved as pothole_detection_timed.mp4")
Total frames in video: 1179 0: 640x384 (no detections), 47.3ms Speed: 40.9ms preprocess, 47.3ms inference, 24.2ms postprocess per image at shape (1, 3, 640, 384) Frame 0 processing time: 877 ms 0: 640x384 (no detections), 45.2ms Speed: 2.9ms preprocess, 45.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1 processing time: 73 ms 0: 640x384 (no detections), 45.1ms Speed: 3.4ms preprocess, 45.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 2 processing time: 59 ms 0: 640x384 (no detections), 45.1ms Speed: 3.5ms preprocess, 45.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 3 processing time: 58 ms 0: 640x384 (no detections), 45.1ms Speed: 3.4ms preprocess, 45.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 4 processing time: 59 ms 0: 640x384 (no detections), 44.7ms Speed: 2.9ms preprocess, 44.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 5 processing time: 57 ms 0: 640x384 (no detections), 45.0ms Speed: 2.5ms preprocess, 45.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 6 processing time: 60 ms 0: 640x384 (no detections), 44.7ms Speed: 3.0ms preprocess, 44.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 7 processing time: 60 ms 0: 640x384 (no detections), 44.4ms Speed: 5.3ms preprocess, 44.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 8 processing time: 60 ms 0: 640x384 (no detections), 44.2ms Speed: 3.0ms preprocess, 44.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 9 processing time: 56 ms 0: 640x384 (no detections), 44.3ms Speed: 2.9ms preprocess, 44.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 10 processing time: 58 ms 0: 640x384 (no detections), 44.4ms Speed: 2.7ms preprocess, 44.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 11 processing time: 57 ms 0: 640x384 (no detections), 43.8ms Speed: 3.3ms preprocess, 43.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 12 processing time: 56 ms 0: 640x384 (no detections), 44.2ms Speed: 5.2ms preprocess, 44.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 13 processing time: 59 ms 0: 640x384 (no detections), 43.9ms Speed: 3.7ms preprocess, 43.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 14 processing time: 59 ms 0: 640x384 (no detections), 43.3ms Speed: 3.1ms preprocess, 43.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 15 processing time: 60 ms 0: 640x384 (no detections), 43.1ms Speed: 4.2ms preprocess, 43.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 16 processing time: 58 ms 0: 640x384 1 Pothole, 43.3ms Speed: 2.8ms preprocess, 43.3ms inference, 35.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.33, BBox=(3,520,148,613) Frame 17 processing time: 107 ms 0: 640x384 1 Pothole, 43.1ms Speed: 2.7ms preprocess, 43.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.59, BBox=(2,522,148,624) Frame 18 processing time: 58 ms 0: 640x384 (no detections), 43.4ms Speed: 3.3ms preprocess, 43.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 19 processing time: 57 ms 0: 640x384 1 Pothole, 43.1ms Speed: 4.2ms preprocess, 43.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(0,532,137,633) Frame 20 processing time: 62 ms 0: 640x384 1 Pothole, 43.2ms Speed: 2.7ms preprocess, 43.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.50, BBox=(0,537,137,641) Frame 21 processing time: 60 ms 0: 640x384 1 Pothole, 44.2ms Speed: 2.9ms preprocess, 44.2ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(0,540,134,649) Frame 22 processing time: 63 ms 0: 640x384 1 Pothole, 43.1ms Speed: 3.3ms preprocess, 43.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(1,544,133,656) Frame 23 processing time: 60 ms 0: 640x384 1 Pothole, 43.5ms Speed: 4.3ms preprocess, 43.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.38, BBox=(1,546,126,655) Frame 24 processing time: 62 ms 0: 640x384 1 Pothole, 43.6ms Speed: 3.4ms preprocess, 43.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(1,550,131,663) Frame 25 processing time: 67 ms 0: 640x384 1 Pothole, 43.0ms Speed: 3.4ms preprocess, 43.0ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(1,554,114,664) Frame 26 processing time: 63 ms 0: 640x384 (no detections), 43.0ms Speed: 2.7ms preprocess, 43.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 27 processing time: 60 ms 0: 640x384 1 Pothole, 43.2ms Speed: 3.4ms preprocess, 43.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(0,565,86,666) Frame 28 processing time: 61 ms 0: 640x384 1 Pothole, 43.1ms Speed: 3.0ms preprocess, 43.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.41, BBox=(0,570,84,662) Frame 29 processing time: 65 ms 0: 640x384 1 Pothole, 43.1ms Speed: 3.7ms preprocess, 43.1ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(0,575,81,661) Frame 30 processing time: 67 ms 0: 640x384 1 Pothole, 43.8ms Speed: 5.0ms preprocess, 43.8ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(0,578,79,666) Frame 31 processing time: 70 ms 0: 640x384 (no detections), 43.6ms Speed: 2.8ms preprocess, 43.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 32 processing time: 59 ms 0: 640x384 1 Pothole, 43.1ms Speed: 3.6ms preprocess, 43.1ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(0,596,70,671) Frame 33 processing time: 66 ms 0: 640x384 1 Pothole, 43.6ms Speed: 3.8ms preprocess, 43.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.36, BBox=(0,599,60,671) Frame 34 processing time: 67 ms 0: 640x384 (no detections), 43.5ms Speed: 4.1ms preprocess, 43.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 35 processing time: 61 ms 0: 640x384 (no detections), 43.8ms Speed: 3.5ms preprocess, 43.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 36 processing time: 61 ms 0: 640x384 (no detections), 43.6ms Speed: 5.1ms preprocess, 43.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 37 processing time: 62 ms 0: 640x384 (no detections), 44.1ms Speed: 3.5ms preprocess, 44.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 38 processing time: 62 ms 0: 640x384 (no detections), 44.0ms Speed: 3.5ms preprocess, 44.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 39 processing time: 64 ms 0: 640x384 (no detections), 43.9ms Speed: 3.3ms preprocess, 43.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 40 processing time: 61 ms 0: 640x384 (no detections), 44.0ms Speed: 4.1ms preprocess, 44.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 41 processing time: 61 ms 0: 640x384 (no detections), 43.6ms Speed: 3.1ms preprocess, 43.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 42 processing time: 60 ms 0: 640x384 (no detections), 43.4ms Speed: 3.3ms preprocess, 43.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 43 processing time: 58 ms 0: 640x384 (no detections), 43.7ms Speed: 4.2ms preprocess, 43.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 384) Frame 44 processing time: 61 ms 0: 640x384 (no detections), 43.5ms Speed: 3.8ms preprocess, 43.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 45 processing time: 60 ms 0: 640x384 (no detections), 43.4ms Speed: 2.8ms preprocess, 43.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 46 processing time: 60 ms 0: 640x384 (no detections), 43.4ms Speed: 4.1ms preprocess, 43.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 47 processing time: 62 ms 0: 640x384 (no detections), 43.5ms Speed: 4.0ms preprocess, 43.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 48 processing time: 60 ms 0: 640x384 (no detections), 43.9ms Speed: 3.3ms preprocess, 43.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 49 processing time: 59 ms 0: 640x384 (no detections), 43.2ms Speed: 5.8ms preprocess, 43.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 50 processing time: 62 ms 0: 640x384 (no detections), 43.4ms Speed: 4.0ms preprocess, 43.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 51 processing time: 61 ms 0: 640x384 (no detections), 43.4ms Speed: 4.3ms preprocess, 43.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 52 processing time: 61 ms 0: 640x384 (no detections), 43.0ms Speed: 3.0ms preprocess, 43.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 53 processing time: 57 ms 0: 640x384 (no detections), 42.7ms Speed: 3.5ms preprocess, 42.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 54 processing time: 59 ms 0: 640x384 (no detections), 42.9ms Speed: 2.9ms preprocess, 42.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 55 processing time: 59 ms 0: 640x384 (no detections), 43.0ms Speed: 3.6ms preprocess, 43.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384) Frame 56 processing time: 60 ms 0: 640x384 (no detections), 42.9ms Speed: 3.6ms preprocess, 42.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 57 processing time: 60 ms 0: 640x384 (no detections), 42.8ms Speed: 3.2ms preprocess, 42.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 58 processing time: 59 ms 0: 640x384 (no detections), 42.6ms Speed: 3.6ms preprocess, 42.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 59 processing time: 59 ms 0: 640x384 (no detections), 42.8ms Speed: 3.5ms preprocess, 42.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 60 processing time: 59 ms 0: 640x384 (no detections), 42.5ms Speed: 3.2ms preprocess, 42.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 61 processing time: 59 ms 0: 640x384 (no detections), 43.6ms Speed: 4.5ms preprocess, 43.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 62 processing time: 60 ms 0: 640x384 (no detections), 42.7ms Speed: 4.4ms preprocess, 42.7ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 384) Frame 63 processing time: 62 ms 0: 640x384 (no detections), 42.6ms Speed: 3.3ms preprocess, 42.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 64 processing time: 57 ms 0: 640x384 (no detections), 42.6ms Speed: 5.9ms preprocess, 42.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 384) Frame 65 processing time: 62 ms 0: 640x384 (no detections), 42.6ms Speed: 4.6ms preprocess, 42.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 66 processing time: 59 ms 0: 640x384 (no detections), 42.7ms Speed: 2.6ms preprocess, 42.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Frame 67 processing time: 61 ms 0: 640x384 (no detections), 42.8ms Speed: 3.8ms preprocess, 42.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 68 processing time: 59 ms 0: 640x384 (no detections), 43.5ms Speed: 3.8ms preprocess, 43.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 69 processing time: 58 ms 0: 640x384 (no detections), 43.6ms Speed: 4.0ms preprocess, 43.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 70 processing time: 58 ms 0: 640x384 (no detections), 43.3ms Speed: 3.6ms preprocess, 43.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 71 processing time: 57 ms 0: 640x384 (no detections), 43.2ms Speed: 3.3ms preprocess, 43.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 72 processing time: 57 ms 0: 640x384 (no detections), 43.2ms Speed: 3.9ms preprocess, 43.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 73 processing time: 57 ms 0: 640x384 (no detections), 43.3ms Speed: 3.3ms preprocess, 43.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 74 processing time: 58 ms 0: 640x384 (no detections), 43.4ms Speed: 3.5ms preprocess, 43.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 75 processing time: 59 ms 0: 640x384 (no detections), 43.2ms Speed: 4.1ms preprocess, 43.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 76 processing time: 58 ms 0: 640x384 (no detections), 43.5ms Speed: 3.8ms preprocess, 43.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 77 processing time: 60 ms 0: 640x384 (no detections), 43.3ms Speed: 5.6ms preprocess, 43.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 78 processing time: 60 ms 0: 640x384 (no detections), 42.9ms Speed: 3.3ms preprocess, 42.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 79 processing time: 58 ms 0: 640x384 (no detections), 43.2ms Speed: 3.4ms preprocess, 43.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 80 processing time: 61 ms 0: 640x384 (no detections), 43.1ms Speed: 3.8ms preprocess, 43.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 81 processing time: 59 ms 0: 640x384 (no detections), 43.0ms Speed: 6.3ms preprocess, 43.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 82 processing time: 64 ms 0: 640x384 (no detections), 43.6ms Speed: 3.7ms preprocess, 43.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 83 processing time: 60 ms 0: 640x384 (no detections), 44.1ms Speed: 3.4ms preprocess, 44.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 84 processing time: 62 ms 0: 640x384 (no detections), 42.9ms Speed: 6.6ms preprocess, 42.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 85 processing time: 62 ms 0: 640x384 (no detections), 42.6ms Speed: 4.1ms preprocess, 42.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 86 processing time: 61 ms 0: 640x384 (no detections), 42.9ms Speed: 3.4ms preprocess, 42.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 87 processing time: 58 ms 0: 640x384 (no detections), 42.7ms Speed: 4.4ms preprocess, 42.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 88 processing time: 57 ms 0: 640x384 (no detections), 43.0ms Speed: 3.5ms preprocess, 43.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 89 processing time: 58 ms 0: 640x384 (no detections), 42.8ms Speed: 3.9ms preprocess, 42.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 90 processing time: 62 ms 0: 640x384 (no detections), 42.9ms Speed: 3.3ms preprocess, 42.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 384) Frame 91 processing time: 63 ms 0: 640x384 (no detections), 42.7ms Speed: 3.6ms preprocess, 42.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 92 processing time: 60 ms 0: 640x384 (no detections), 42.8ms Speed: 3.8ms preprocess, 42.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 93 processing time: 59 ms 0: 640x384 (no detections), 42.7ms Speed: 4.5ms preprocess, 42.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 94 processing time: 60 ms 0: 640x384 (no detections), 42.7ms Speed: 4.7ms preprocess, 42.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 95 processing time: 61 ms 0: 640x384 (no detections), 42.9ms Speed: 3.9ms preprocess, 42.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 96 processing time: 57 ms 0: 640x384 (no detections), 42.7ms Speed: 3.5ms preprocess, 42.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 97 processing time: 57 ms 0: 640x384 (no detections), 43.0ms Speed: 2.9ms preprocess, 43.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 98 processing time: 57 ms 0: 640x384 (no detections), 42.9ms Speed: 2.5ms preprocess, 42.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 99 processing time: 57 ms 0: 640x384 (no detections), 42.6ms Speed: 3.4ms preprocess, 42.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 100 processing time: 59 ms 0: 640x384 (no detections), 42.7ms Speed: 3.3ms preprocess, 42.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 101 processing time: 57 ms 0: 640x384 (no detections), 42.6ms Speed: 3.8ms preprocess, 42.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 102 processing time: 57 ms 0: 640x384 (no detections), 42.5ms Speed: 3.1ms preprocess, 42.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 103 processing time: 57 ms 0: 640x384 (no detections), 42.6ms Speed: 2.9ms preprocess, 42.6ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 384) Frame 104 processing time: 58 ms 0: 640x384 (no detections), 42.6ms Speed: 3.3ms preprocess, 42.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 105 processing time: 60 ms 0: 640x384 (no detections), 42.7ms Speed: 4.3ms preprocess, 42.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 106 processing time: 67 ms 0: 640x384 (no detections), 42.7ms Speed: 3.5ms preprocess, 42.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 107 processing time: 57 ms 0: 640x384 (no detections), 42.6ms Speed: 3.1ms preprocess, 42.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 108 processing time: 56 ms 0: 640x384 1 Pothole, 42.6ms Speed: 3.3ms preprocess, 42.6ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.25, BBox=(284,518,305,526) Frame 109 processing time: 62 ms 0: 640x384 (no detections), 23.4ms Speed: 2.4ms preprocess, 23.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 110 processing time: 39 ms 0: 640x384 (no detections), 13.3ms Speed: 3.0ms preprocess, 13.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 111 processing time: 25 ms 0: 640x384 (no detections), 23.1ms Speed: 1.8ms preprocess, 23.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 112 processing time: 35 ms 0: 640x384 (no detections), 26.8ms Speed: 2.2ms preprocess, 26.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 113 processing time: 41 ms 0: 640x384 (no detections), 25.2ms Speed: 2.6ms preprocess, 25.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 114 processing time: 42 ms 0: 640x384 (no detections), 23.2ms Speed: 2.2ms preprocess, 23.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 115 processing time: 37 ms 0: 640x384 (no detections), 18.9ms Speed: 2.4ms preprocess, 18.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 116 processing time: 32 ms 0: 640x384 (no detections), 20.9ms Speed: 2.2ms preprocess, 20.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 117 processing time: 35 ms 0: 640x384 (no detections), 13.3ms Speed: 1.8ms preprocess, 13.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 118 processing time: 26 ms 0: 640x384 (no detections), 10.6ms Speed: 2.9ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 119 processing time: 25 ms 0: 640x384 (no detections), 19.5ms Speed: 2.3ms preprocess, 19.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 120 processing time: 32 ms 0: 640x384 (no detections), 18.8ms Speed: 2.2ms preprocess, 18.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 121 processing time: 33 ms 0: 640x384 (no detections), 23.2ms Speed: 2.6ms preprocess, 23.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 122 processing time: 37 ms 0: 640x384 (no detections), 23.9ms Speed: 2.3ms preprocess, 23.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 123 processing time: 39 ms 0: 640x384 (no detections), 21.8ms Speed: 2.2ms preprocess, 21.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 124 processing time: 34 ms 0: 640x384 (no detections), 19.3ms Speed: 2.1ms preprocess, 19.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 125 processing time: 32 ms 0: 640x384 (no detections), 24.2ms Speed: 2.1ms preprocess, 24.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 126 processing time: 37 ms 0: 640x384 (no detections), 18.1ms Speed: 1.9ms preprocess, 18.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 127 processing time: 31 ms 0: 640x384 (no detections), 17.7ms Speed: 2.5ms preprocess, 17.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 128 processing time: 35 ms 0: 640x384 (no detections), 18.3ms Speed: 2.4ms preprocess, 18.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 129 processing time: 32 ms 0: 640x384 (no detections), 18.8ms Speed: 2.5ms preprocess, 18.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 130 processing time: 34 ms 0: 640x384 (no detections), 18.9ms Speed: 2.3ms preprocess, 18.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 131 processing time: 33 ms 0: 640x384 (no detections), 19.6ms Speed: 2.7ms preprocess, 19.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 132 processing time: 33 ms 0: 640x384 (no detections), 19.5ms Speed: 2.2ms preprocess, 19.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 133 processing time: 33 ms 0: 640x384 (no detections), 20.0ms Speed: 2.4ms preprocess, 20.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 134 processing time: 34 ms 0: 640x384 (no detections), 20.0ms Speed: 2.4ms preprocess, 20.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 135 processing time: 32 ms 0: 640x384 (no detections), 20.8ms Speed: 3.1ms preprocess, 20.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 136 processing time: 35 ms 0: 640x384 (no detections), 20.9ms Speed: 3.0ms preprocess, 20.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 137 processing time: 38 ms 0: 640x384 (no detections), 21.5ms Speed: 2.2ms preprocess, 21.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 138 processing time: 35 ms 0: 640x384 (no detections), 21.5ms Speed: 2.2ms preprocess, 21.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 384) Frame 139 processing time: 39 ms 0: 640x384 (no detections), 22.6ms Speed: 3.0ms preprocess, 22.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 140 processing time: 37 ms 0: 640x384 (no detections), 22.6ms Speed: 3.1ms preprocess, 22.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 141 processing time: 38 ms 0: 640x384 (no detections), 23.4ms Speed: 2.7ms preprocess, 23.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 142 processing time: 37 ms 0: 640x384 (no detections), 23.3ms Speed: 2.3ms preprocess, 23.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 143 processing time: 35 ms 0: 640x384 (no detections), 23.5ms Speed: 1.8ms preprocess, 23.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 144 processing time: 37 ms 0: 640x384 (no detections), 23.5ms Speed: 1.8ms preprocess, 23.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 145 processing time: 36 ms 0: 640x384 (no detections), 24.6ms Speed: 2.4ms preprocess, 24.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 146 processing time: 37 ms 0: 640x384 (no detections), 24.8ms Speed: 3.0ms preprocess, 24.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 147 processing time: 40 ms 0: 640x384 (no detections), 25.6ms Speed: 1.8ms preprocess, 25.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 148 processing time: 37 ms 0: 640x384 (no detections), 25.9ms Speed: 3.0ms preprocess, 25.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 149 processing time: 41 ms 0: 640x384 (no detections), 25.8ms Speed: 3.0ms preprocess, 25.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 150 processing time: 38 ms 0: 640x384 (no detections), 26.0ms Speed: 1.9ms preprocess, 26.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 151 processing time: 38 ms 0: 640x384 (no detections), 27.1ms Speed: 3.0ms preprocess, 27.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 384) Frame 152 processing time: 44 ms 0: 640x384 (no detections), 26.9ms Speed: 3.1ms preprocess, 26.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 153 processing time: 39 ms 0: 640x384 (no detections), 27.5ms Speed: 2.4ms preprocess, 27.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 154 processing time: 40 ms 0: 640x384 (no detections), 27.8ms Speed: 2.8ms preprocess, 27.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 155 processing time: 43 ms 0: 640x384 (no detections), 28.4ms Speed: 1.8ms preprocess, 28.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 156 processing time: 44 ms 0: 640x384 (no detections), 28.4ms Speed: 2.4ms preprocess, 28.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 157 processing time: 42 ms 0: 640x384 (no detections), 28.8ms Speed: 2.4ms preprocess, 28.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 158 processing time: 41 ms 0: 640x384 (no detections), 29.7ms Speed: 2.8ms preprocess, 29.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 159 processing time: 43 ms 0: 640x384 (no detections), 30.2ms Speed: 2.3ms preprocess, 30.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 160 processing time: 42 ms 0: 640x384 (no detections), 30.7ms Speed: 2.5ms preprocess, 30.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 161 processing time: 44 ms 0: 640x384 (no detections), 30.6ms Speed: 2.6ms preprocess, 30.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 162 processing time: 47 ms 0: 640x384 (no detections), 32.5ms Speed: 2.6ms preprocess, 32.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Frame 163 processing time: 47 ms 0: 640x384 (no detections), 32.2ms Speed: 2.5ms preprocess, 32.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 164 processing time: 47 ms 0: 640x384 (no detections), 53.1ms Speed: 2.7ms preprocess, 53.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 384) Frame 165 processing time: 68 ms 0: 640x384 (no detections), 54.3ms Speed: 3.4ms preprocess, 54.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 166 processing time: 68 ms 0: 640x384 (no detections), 53.7ms Speed: 3.7ms preprocess, 53.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 167 processing time: 67 ms 0: 640x384 (no detections), 53.8ms Speed: 4.6ms preprocess, 53.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 168 processing time: 68 ms 0: 640x384 (no detections), 53.2ms Speed: 3.4ms preprocess, 53.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 384) Frame 169 processing time: 75 ms 0: 640x384 (no detections), 50.9ms Speed: 3.3ms preprocess, 50.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 170 processing time: 64 ms 0: 640x384 (no detections), 51.1ms Speed: 3.6ms preprocess, 51.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 171 processing time: 64 ms 0: 640x384 (no detections), 50.9ms Speed: 3.5ms preprocess, 50.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 172 processing time: 66 ms 0: 640x384 (no detections), 51.0ms Speed: 3.4ms preprocess, 51.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 173 processing time: 65 ms 0: 640x384 (no detections), 50.5ms Speed: 3.8ms preprocess, 50.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 174 processing time: 65 ms 0: 640x384 (no detections), 49.2ms Speed: 5.2ms preprocess, 49.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 175 processing time: 62 ms 0: 640x384 (no detections), 49.6ms Speed: 3.4ms preprocess, 49.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 176 processing time: 64 ms 0: 640x384 (no detections), 49.2ms Speed: 3.4ms preprocess, 49.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Frame 177 processing time: 64 ms 0: 640x384 (no detections), 49.2ms Speed: 3.5ms preprocess, 49.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 178 processing time: 62 ms 0: 640x384 (no detections), 49.3ms Speed: 3.4ms preprocess, 49.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 179 processing time: 65 ms 0: 640x384 (no detections), 49.2ms Speed: 4.3ms preprocess, 49.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 180 processing time: 66 ms 0: 640x384 (no detections), 50.0ms Speed: 5.1ms preprocess, 50.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 181 processing time: 66 ms 0: 640x384 (no detections), 49.2ms Speed: 3.1ms preprocess, 49.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 182 processing time: 63 ms 0: 640x384 (no detections), 49.1ms Speed: 3.3ms preprocess, 49.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 183 processing time: 64 ms 0: 640x384 (no detections), 49.2ms Speed: 3.7ms preprocess, 49.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 184 processing time: 65 ms 0: 640x384 (no detections), 49.0ms Speed: 3.2ms preprocess, 49.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 185 processing time: 62 ms 0: 640x384 (no detections), 50.0ms Speed: 4.3ms preprocess, 50.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 186 processing time: 64 ms 0: 640x384 (no detections), 50.2ms Speed: 3.5ms preprocess, 50.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 187 processing time: 65 ms 0: 640x384 (no detections), 50.3ms Speed: 3.6ms preprocess, 50.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 188 processing time: 63 ms 0: 640x384 (no detections), 50.3ms Speed: 3.4ms preprocess, 50.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 189 processing time: 64 ms 0: 640x384 (no detections), 50.0ms Speed: 3.4ms preprocess, 50.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 190 processing time: 63 ms 0: 640x384 (no detections), 98.0ms Speed: 4.5ms preprocess, 98.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 191 processing time: 113 ms 0: 640x384 (no detections), 96.1ms Speed: 4.6ms preprocess, 96.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 192 processing time: 111 ms 0: 640x384 1 Pothole, 95.4ms Speed: 6.1ms preprocess, 95.4ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.36, BBox=(195,560,261,617) Frame 193 processing time: 116 ms 0: 640x384 1 Pothole, 95.2ms Speed: 4.5ms preprocess, 95.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.39, BBox=(194,557,262,616) Frame 194 processing time: 115 ms 0: 640x384 1 Pothole, 45.1ms Speed: 3.2ms preprocess, 45.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.29, BBox=(195,557,260,614) Frame 195 processing time: 63 ms 0: 640x384 2 Potholes, 45.0ms Speed: 3.5ms preprocess, 45.0ms inference, 7.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(197,557,255,615) Pothole detected: Conf=0.29, BBox=(226,653,302,682) Frame 196 processing time: 68 ms 0: 640x384 1 Pothole, 45.0ms Speed: 2.8ms preprocess, 45.0ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(195,554,256,617) Frame 197 processing time: 63 ms 0: 640x384 1 Pothole, 45.0ms Speed: 3.3ms preprocess, 45.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(195,553,256,618) Frame 198 processing time: 63 ms 0: 640x384 2 Potholes, 44.5ms Speed: 4.0ms preprocess, 44.5ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(196,554,257,617) Pothole detected: Conf=0.27, BBox=(221,660,308,691) Frame 199 processing time: 66 ms 0: 640x384 2 Potholes, 44.3ms Speed: 3.4ms preprocess, 44.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(219,661,307,691) Pothole detected: Conf=0.32, BBox=(195,557,257,617) Frame 200 processing time: 62 ms 0: 640x384 (no detections), 44.4ms Speed: 3.7ms preprocess, 44.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 201 processing time: 59 ms 0: 640x384 (no detections), 44.6ms Speed: 2.8ms preprocess, 44.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 202 processing time: 60 ms 0: 640x384 (no detections), 44.6ms Speed: 3.4ms preprocess, 44.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 203 processing time: 59 ms 0: 640x384 1 Pothole, 44.4ms Speed: 3.6ms preprocess, 44.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(194,548,253,615) Frame 204 processing time: 64 ms 0: 640x384 1 Pothole, 44.3ms Speed: 3.3ms preprocess, 44.3ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.41, BBox=(191,545,253,615) Frame 205 processing time: 64 ms 0: 640x384 1 Pothole, 44.4ms Speed: 4.4ms preprocess, 44.4ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.44, BBox=(192,544,253,615) Frame 206 processing time: 64 ms 0: 640x384 1 Pothole, 44.3ms Speed: 3.2ms preprocess, 44.3ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.50, BBox=(191,544,250,616) Frame 207 processing time: 66 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.3ms preprocess, 44.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.46, BBox=(190,544,252,617) Frame 208 processing time: 63 ms 0: 640x384 1 Pothole, 44.3ms Speed: 3.3ms preprocess, 44.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.39, BBox=(189,543,248,618) Frame 209 processing time: 63 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.4ms preprocess, 44.5ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(188,543,254,620) Frame 210 processing time: 71 ms 0: 640x384 1 Pothole, 44.3ms Speed: 3.1ms preprocess, 44.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.25, BBox=(270,623,294,634) Frame 211 processing time: 64 ms 0: 640x384 (no detections), 44.5ms Speed: 3.6ms preprocess, 44.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 212 processing time: 60 ms 0: 640x384 1 Pothole, 44.5ms Speed: 4.8ms preprocess, 44.5ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(267,633,293,645) Frame 213 processing time: 64 ms 0: 640x384 (no detections), 44.4ms Speed: 3.0ms preprocess, 44.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 214 processing time: 58 ms 0: 640x384 (no detections), 44.4ms Speed: 3.6ms preprocess, 44.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 215 processing time: 62 ms 0: 640x384 (no detections), 44.2ms Speed: 2.9ms preprocess, 44.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 384) Frame 216 processing time: 59 ms 0: 640x384 (no detections), 44.3ms Speed: 3.1ms preprocess, 44.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 217 processing time: 58 ms 0: 640x384 (no detections), 44.2ms Speed: 5.1ms preprocess, 44.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 218 processing time: 62 ms 0: 640x384 (no detections), 44.2ms Speed: 3.3ms preprocess, 44.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 219 processing time: 57 ms 0: 640x384 (no detections), 45.3ms Speed: 3.6ms preprocess, 45.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 220 processing time: 59 ms 0: 640x384 (no detections), 44.4ms Speed: 3.1ms preprocess, 44.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 221 processing time: 58 ms 0: 640x384 (no detections), 43.7ms Speed: 4.3ms preprocess, 43.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 222 processing time: 60 ms 0: 640x384 (no detections), 43.8ms Speed: 2.8ms preprocess, 43.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 223 processing time: 57 ms 0: 640x384 (no detections), 44.1ms Speed: 4.2ms preprocess, 44.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 224 processing time: 59 ms 0: 640x384 (no detections), 43.7ms Speed: 3.4ms preprocess, 43.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 225 processing time: 58 ms 0: 640x384 (no detections), 43.9ms Speed: 3.6ms preprocess, 43.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 226 processing time: 58 ms 0: 640x384 (no detections), 43.7ms Speed: 3.4ms preprocess, 43.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 227 processing time: 57 ms 0: 640x384 (no detections), 43.7ms Speed: 3.7ms preprocess, 43.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 228 processing time: 60 ms 0: 640x384 (no detections), 43.4ms Speed: 2.7ms preprocess, 43.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 229 processing time: 57 ms 0: 640x384 (no detections), 43.3ms Speed: 3.1ms preprocess, 43.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 230 processing time: 55 ms 0: 640x384 1 Pothole, 43.2ms Speed: 2.5ms preprocess, 43.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(254,608,288,630) Frame 231 processing time: 58 ms 0: 640x384 (no detections), 43.5ms Speed: 4.7ms preprocess, 43.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 232 processing time: 57 ms 0: 640x384 (no detections), 43.2ms Speed: 2.8ms preprocess, 43.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 233 processing time: 55 ms 0: 640x384 (no detections), 43.3ms Speed: 3.0ms preprocess, 43.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 234 processing time: 55 ms 0: 640x384 (no detections), 43.2ms Speed: 2.8ms preprocess, 43.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 235 processing time: 54 ms 0: 640x384 (no detections), 43.5ms Speed: 3.2ms preprocess, 43.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 236 processing time: 59 ms 0: 640x384 (no detections), 43.6ms Speed: 3.4ms preprocess, 43.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 237 processing time: 62 ms 0: 640x384 (no detections), 43.6ms Speed: 2.8ms preprocess, 43.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 238 processing time: 62 ms 0: 640x384 (no detections), 43.3ms Speed: 4.0ms preprocess, 43.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 239 processing time: 62 ms 0: 640x384 (no detections), 43.4ms Speed: 3.7ms preprocess, 43.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 240 processing time: 59 ms 0: 640x384 (no detections), 43.6ms Speed: 3.3ms preprocess, 43.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 241 processing time: 58 ms 0: 640x384 (no detections), 43.6ms Speed: 4.2ms preprocess, 43.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 242 processing time: 58 ms 0: 640x384 1 Pothole, 43.6ms Speed: 3.3ms preprocess, 43.6ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(131,504,219,573) Frame 243 processing time: 63 ms 0: 640x384 (no detections), 44.1ms Speed: 3.2ms preprocess, 44.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 244 processing time: 59 ms 0: 640x384 (no detections), 44.0ms Speed: 3.4ms preprocess, 44.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 245 processing time: 60 ms 0: 640x384 (no detections), 44.0ms Speed: 3.2ms preprocess, 44.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 246 processing time: 58 ms 0: 640x384 (no detections), 44.1ms Speed: 3.4ms preprocess, 44.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 247 processing time: 58 ms 0: 640x384 (no detections), 46.3ms Speed: 3.8ms preprocess, 46.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 248 processing time: 60 ms 0: 640x384 (no detections), 44.2ms Speed: 3.3ms preprocess, 44.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 249 processing time: 61 ms 0: 640x384 (no detections), 44.3ms Speed: 3.0ms preprocess, 44.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 250 processing time: 58 ms 0: 640x384 (no detections), 44.3ms Speed: 3.9ms preprocess, 44.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 251 processing time: 60 ms 0: 640x384 (no detections), 44.4ms Speed: 4.3ms preprocess, 44.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 252 processing time: 61 ms 0: 640x384 (no detections), 45.0ms Speed: 3.3ms preprocess, 45.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 253 processing time: 59 ms 0: 640x384 (no detections), 44.5ms Speed: 3.6ms preprocess, 44.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 254 processing time: 59 ms 0: 640x384 1 Pothole, 44.8ms Speed: 3.7ms preprocess, 44.8ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.29, BBox=(75,491,193,564) Frame 255 processing time: 68 ms 0: 640x384 1 Pothole, 44.9ms Speed: 3.2ms preprocess, 44.9ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(73,494,193,567) Frame 256 processing time: 66 ms 0: 640x384 (no detections), 44.9ms Speed: 3.9ms preprocess, 44.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 257 processing time: 64 ms 0: 640x384 (no detections), 45.3ms Speed: 3.7ms preprocess, 45.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 258 processing time: 64 ms 0: 640x384 (no detections), 45.2ms Speed: 4.0ms preprocess, 45.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 259 processing time: 59 ms 0: 640x384 (no detections), 45.2ms Speed: 3.7ms preprocess, 45.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 260 processing time: 62 ms 0: 640x384 (no detections), 45.1ms Speed: 3.2ms preprocess, 45.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 261 processing time: 58 ms 0: 640x384 (no detections), 45.4ms Speed: 2.7ms preprocess, 45.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 262 processing time: 59 ms 0: 640x384 (no detections), 45.3ms Speed: 3.9ms preprocess, 45.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 263 processing time: 62 ms 0: 640x384 (no detections), 45.5ms Speed: 3.7ms preprocess, 45.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 264 processing time: 63 ms 0: 640x384 (no detections), 45.6ms Speed: 4.1ms preprocess, 45.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 265 processing time: 63 ms 0: 640x384 (no detections), 45.7ms Speed: 4.6ms preprocess, 45.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 266 processing time: 63 ms 0: 640x384 (no detections), 46.2ms Speed: 4.2ms preprocess, 46.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 384) Frame 267 processing time: 64 ms 0: 640x384 (no detections), 95.1ms Speed: 4.2ms preprocess, 95.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 268 processing time: 114 ms 0: 640x384 (no detections), 44.7ms Speed: 3.1ms preprocess, 44.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 269 processing time: 62 ms 0: 640x384 (no detections), 44.6ms Speed: 2.5ms preprocess, 44.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 270 processing time: 58 ms 0: 640x384 (no detections), 44.7ms Speed: 3.3ms preprocess, 44.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 271 processing time: 59 ms 0: 640x384 (no detections), 44.9ms Speed: 3.5ms preprocess, 44.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 272 processing time: 61 ms 0: 640x384 (no detections), 44.2ms Speed: 3.6ms preprocess, 44.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 273 processing time: 61 ms 0: 640x384 (no detections), 44.4ms Speed: 3.5ms preprocess, 44.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 274 processing time: 59 ms 0: 640x384 (no detections), 44.3ms Speed: 3.4ms preprocess, 44.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 275 processing time: 60 ms 0: 640x384 (no detections), 44.3ms Speed: 3.7ms preprocess, 44.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 276 processing time: 59 ms 0: 640x384 (no detections), 44.9ms Speed: 3.6ms preprocess, 44.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 277 processing time: 62 ms 0: 640x384 (no detections), 44.4ms Speed: 4.0ms preprocess, 44.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 278 processing time: 62 ms 0: 640x384 1 Pothole, 44.2ms Speed: 2.5ms preprocess, 44.2ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(157,506,206,526) Frame 279 processing time: 63 ms 0: 640x384 (no detections), 44.2ms Speed: 3.4ms preprocess, 44.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 280 processing time: 60 ms 0: 640x384 (no detections), 44.1ms Speed: 3.4ms preprocess, 44.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 281 processing time: 59 ms 0: 640x384 1 Pothole, 44.2ms Speed: 9.4ms preprocess, 44.2ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(225,517,285,536) Frame 282 processing time: 72 ms 0: 640x384 (no detections), 44.2ms Speed: 3.4ms preprocess, 44.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 283 processing time: 59 ms 0: 640x384 (no detections), 44.1ms Speed: 3.4ms preprocess, 44.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 284 processing time: 60 ms 0: 640x384 (no detections), 44.1ms Speed: 3.7ms preprocess, 44.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 285 processing time: 60 ms 0: 640x384 1 Pothole, 44.1ms Speed: 4.7ms preprocess, 44.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(150,504,198,527) Frame 286 processing time: 65 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.0ms preprocess, 44.5ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(150,505,197,531) Frame 287 processing time: 65 ms 0: 640x384 1 Pothole, 43.8ms Speed: 3.9ms preprocess, 43.8ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.57, BBox=(148,509,194,533) Frame 288 processing time: 64 ms 0: 640x384 1 Pothole, 43.5ms Speed: 3.4ms preprocess, 43.5ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.58, BBox=(145,513,196,538) Frame 289 processing time: 65 ms 0: 640x384 1 Pothole, 43.8ms Speed: 3.2ms preprocess, 43.8ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.55, BBox=(144,518,196,543) Frame 290 processing time: 65 ms 0: 640x384 1 Pothole, 43.7ms Speed: 4.4ms preprocess, 43.7ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.56, BBox=(143,523,195,548) Frame 291 processing time: 64 ms 0: 640x384 2 Potholes, 43.7ms Speed: 3.2ms preprocess, 43.7ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.58, BBox=(144,527,195,554) Pothole detected: Conf=0.31, BBox=(268,493,297,501) Frame 292 processing time: 65 ms 0: 640x384 1 Pothole, 43.7ms Speed: 3.5ms preprocess, 43.7ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.52, BBox=(145,531,195,558) Frame 293 processing time: 62 ms 0: 640x384 1 Pothole, 43.6ms Speed: 3.3ms preprocess, 43.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.54, BBox=(144,535,197,563) Frame 294 processing time: 65 ms 0: 640x384 1 Pothole, 43.5ms Speed: 3.9ms preprocess, 43.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.61, BBox=(142,539,197,569) Frame 295 processing time: 64 ms 0: 640x384 1 Pothole, 43.4ms Speed: 2.9ms preprocess, 43.4ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.42, BBox=(139,541,196,571) Frame 296 processing time: 64 ms 0: 640x384 1 Pothole, 43.5ms Speed: 3.5ms preprocess, 43.5ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.47, BBox=(136,541,195,571) Frame 297 processing time: 61 ms 0: 640x384 1 Pothole, 43.4ms Speed: 3.2ms preprocess, 43.4ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.47, BBox=(131,540,190,573) Frame 298 processing time: 63 ms 0: 640x384 1 Pothole, 43.1ms Speed: 2.4ms preprocess, 43.1ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(112,539,174,574) Frame 299 processing time: 62 ms 0: 640x384 (no detections), 44.0ms Speed: 3.8ms preprocess, 44.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 300 processing time: 61 ms 0: 640x384 (no detections), 43.0ms Speed: 3.4ms preprocess, 43.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 301 processing time: 57 ms 0: 640x384 (no detections), 43.4ms Speed: 3.4ms preprocess, 43.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 302 processing time: 59 ms 0: 640x384 (no detections), 43.1ms Speed: 3.1ms preprocess, 43.1ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 303 processing time: 60 ms 0: 640x384 (no detections), 43.0ms Speed: 3.2ms preprocess, 43.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 304 processing time: 59 ms 0: 640x384 (no detections), 43.0ms Speed: 4.2ms preprocess, 43.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 305 processing time: 60 ms 0: 640x384 (no detections), 42.8ms Speed: 3.6ms preprocess, 42.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 306 processing time: 59 ms 0: 640x384 (no detections), 42.8ms Speed: 3.5ms preprocess, 42.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 307 processing time: 58 ms 0: 640x384 1 Pothole, 42.8ms Speed: 3.6ms preprocess, 42.8ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.30, BBox=(241,459,277,468) Frame 308 processing time: 62 ms 0: 640x384 2 Potholes, 42.8ms Speed: 3.2ms preprocess, 42.8ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.33, BBox=(240,457,276,468) Pothole detected: Conf=0.32, BBox=(94,520,165,570) Frame 309 processing time: 63 ms 0: 640x384 2 Potholes, 42.7ms Speed: 3.5ms preprocess, 42.7ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(88,518,227,569) Pothole detected: Conf=0.31, BBox=(237,457,276,467) Frame 310 processing time: 64 ms 0: 640x384 2 Potholes, 43.0ms Speed: 3.1ms preprocess, 43.0ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(236,457,275,466) Pothole detected: Conf=0.25, BBox=(88,520,164,568) Frame 311 processing time: 64 ms 0: 640x384 2 Potholes, 42.7ms Speed: 3.2ms preprocess, 42.7ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(86,522,154,562) Pothole detected: Conf=0.34, BBox=(235,456,274,466) Frame 312 processing time: 62 ms 0: 640x384 1 Pothole, 42.6ms Speed: 3.2ms preprocess, 42.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.30, BBox=(234,456,272,466) Frame 313 processing time: 64 ms 0: 640x384 1 Pothole, 42.6ms Speed: 2.9ms preprocess, 42.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(230,456,268,466) Frame 314 processing time: 63 ms 0: 640x384 1 Pothole, 42.6ms Speed: 3.4ms preprocess, 42.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(225,456,265,466) Frame 315 processing time: 61 ms 0: 640x384 1 Pothole, 42.6ms Speed: 3.6ms preprocess, 42.6ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(221,456,261,466) Frame 316 processing time: 62 ms 0: 640x384 (no detections), 43.3ms Speed: 3.4ms preprocess, 43.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 317 processing time: 60 ms 0: 640x384 (no detections), 42.8ms Speed: 3.7ms preprocess, 42.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 318 processing time: 58 ms 0: 640x384 (no detections), 42.8ms Speed: 2.9ms preprocess, 42.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384) Frame 319 processing time: 60 ms 0: 640x384 (no detections), 42.6ms Speed: 3.3ms preprocess, 42.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 320 processing time: 57 ms 0: 640x384 (no detections), 42.6ms Speed: 3.4ms preprocess, 42.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 321 processing time: 56 ms 0: 640x384 (no detections), 42.5ms Speed: 3.4ms preprocess, 42.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 322 processing time: 56 ms 0: 640x384 (no detections), 42.9ms Speed: 3.8ms preprocess, 42.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 323 processing time: 59 ms 0: 640x384 (no detections), 21.0ms Speed: 3.4ms preprocess, 21.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 324 processing time: 34 ms 0: 640x384 (no detections), 32.1ms Speed: 1.6ms preprocess, 32.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 325 processing time: 46 ms 0: 640x384 (no detections), 20.4ms Speed: 2.5ms preprocess, 20.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 326 processing time: 34 ms 0: 640x384 (no detections), 24.4ms Speed: 2.6ms preprocess, 24.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 327 processing time: 38 ms 0: 640x384 1 Pothole, 26.1ms Speed: 2.8ms preprocess, 26.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(230,542,278,558) Frame 328 processing time: 45 ms 0: 640x384 1 Pothole, 23.3ms Speed: 3.0ms preprocess, 23.3ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.43, BBox=(241,538,285,552) Frame 329 processing time: 43 ms 0: 640x384 (no detections), 15.5ms Speed: 2.7ms preprocess, 15.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 330 processing time: 30 ms 0: 640x384 (no detections), 18.4ms Speed: 2.7ms preprocess, 18.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 331 processing time: 32 ms 0: 640x384 1 Pothole, 24.1ms Speed: 2.7ms preprocess, 24.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(253,535,301,552) Frame 332 processing time: 41 ms 0: 640x384 1 Pothole, 18.8ms Speed: 3.1ms preprocess, 18.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.48, BBox=(256,541,306,555) Frame 333 processing time: 38 ms 0: 640x384 1 Pothole, 10.9ms Speed: 2.9ms preprocess, 10.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.40, BBox=(266,546,314,563) Frame 334 processing time: 28 ms 0: 640x384 1 Pothole, 27.5ms Speed: 2.8ms preprocess, 27.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.43, BBox=(274,555,323,570) Frame 335 processing time: 45 ms 0: 640x384 1 Pothole, 21.0ms Speed: 2.3ms preprocess, 21.0ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(278,567,326,583) Frame 336 processing time: 41 ms 0: 640x384 1 Pothole, 17.8ms Speed: 2.6ms preprocess, 17.8ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.46, BBox=(281,579,328,594) Frame 337 processing time: 34 ms 0: 640x384 2 Potholes, 15.9ms Speed: 2.5ms preprocess, 15.9ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.56, BBox=(281,590,328,605) Pothole detected: Conf=0.28, BBox=(270,532,305,540) Frame 338 processing time: 39 ms 0: 640x384 1 Pothole, 22.2ms Speed: 2.4ms preprocess, 22.2ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.56, BBox=(283,601,327,613) Frame 339 processing time: 41 ms 0: 640x384 2 Potholes, 21.2ms Speed: 2.7ms preprocess, 21.2ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(281,607,325,622) Pothole detected: Conf=0.28, BBox=(285,608,323,620) Frame 340 processing time: 43 ms 0: 640x384 (no detections), 15.1ms Speed: 1.9ms preprocess, 15.1ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 341 processing time: 27 ms 0: 640x384 (no detections), 18.2ms Speed: 2.5ms preprocess, 18.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 342 processing time: 33 ms 0: 640x384 (no detections), 18.4ms Speed: 2.8ms preprocess, 18.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 343 processing time: 34 ms 0: 640x384 (no detections), 19.4ms Speed: 3.5ms preprocess, 19.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 344 processing time: 35 ms 0: 640x384 (no detections), 19.2ms Speed: 2.1ms preprocess, 19.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 345 processing time: 33 ms 0: 640x384 (no detections), 20.1ms Speed: 2.9ms preprocess, 20.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 346 processing time: 34 ms 0: 640x384 (no detections), 20.0ms Speed: 2.7ms preprocess, 20.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 347 processing time: 34 ms 0: 640x384 (no detections), 20.0ms Speed: 2.0ms preprocess, 20.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 348 processing time: 34 ms 0: 640x384 1 Pothole, 20.1ms Speed: 2.4ms preprocess, 20.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(39,533,203,651) Frame 349 processing time: 39 ms 0: 640x384 1 Pothole, 21.1ms Speed: 2.8ms preprocess, 21.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.55, BBox=(39,528,203,647) Frame 350 processing time: 39 ms 0: 640x384 1 Pothole, 21.6ms Speed: 3.2ms preprocess, 21.6ms inference, 10.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(35,529,198,643) Frame 351 processing time: 51 ms 0: 640x384 1 Pothole, 22.4ms Speed: 2.5ms preprocess, 22.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.39, BBox=(20,518,194,638) Frame 352 processing time: 42 ms 0: 640x384 1 Pothole, 22.4ms Speed: 2.5ms preprocess, 22.4ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.46, BBox=(4,511,179,631) Frame 353 processing time: 40 ms 0: 640x384 1 Pothole, 22.7ms Speed: 2.3ms preprocess, 22.7ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.47, BBox=(3,505,172,624) Frame 354 processing time: 40 ms 0: 640x384 1 Pothole, 22.7ms Speed: 2.3ms preprocess, 22.7ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.42, BBox=(2,505,171,619) Frame 355 processing time: 40 ms 0: 640x384 1 Pothole, 23.5ms Speed: 2.6ms preprocess, 23.5ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.40, BBox=(1,500,165,618) Frame 356 processing time: 41 ms 0: 640x384 1 Pothole, 23.5ms Speed: 2.1ms preprocess, 23.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.57, BBox=(0,499,164,616) Frame 357 processing time: 39 ms 0: 640x384 1 Pothole, 24.4ms Speed: 2.4ms preprocess, 24.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.64, BBox=(0,495,164,617) Frame 358 processing time: 44 ms 0: 640x384 2 Potholes, 25.6ms Speed: 2.4ms preprocess, 25.6ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.63, BBox=(0,496,164,618) Pothole detected: Conf=0.27, BBox=(197,517,255,533) Frame 359 processing time: 47 ms 0: 640x384 2 Potholes, 26.0ms Speed: 2.5ms preprocess, 26.0ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.69, BBox=(0,501,160,619) Pothole detected: Conf=0.32, BBox=(198,518,256,533) Frame 360 processing time: 53 ms 0: 640x384 3 Potholes, 26.9ms Speed: 2.7ms preprocess, 26.9ms inference, 7.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.74, BBox=(0,501,158,621) Pothole detected: Conf=0.52, BBox=(210,86,293,138) Pothole detected: Conf=0.26, BBox=(196,518,257,534) Frame 361 processing time: 53 ms 0: 640x384 2 Potholes, 28.2ms Speed: 2.5ms preprocess, 28.2ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.77, BBox=(0,500,157,620) Pothole detected: Conf=0.62, BBox=(211,77,291,129) Frame 362 processing time: 47 ms 0: 640x384 2 Potholes, 28.4ms Speed: 2.7ms preprocess, 28.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.77, BBox=(0,498,155,619) Pothole detected: Conf=0.71, BBox=(210,66,289,119) Frame 363 processing time: 47 ms 0: 640x384 2 Potholes, 28.3ms Speed: 2.5ms preprocess, 28.3ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.67, BBox=(0,493,153,617) Pothole detected: Conf=0.61, BBox=(207,52,287,109) Frame 364 processing time: 46 ms 0: 640x384 2 Potholes, 28.5ms Speed: 2.4ms preprocess, 28.5ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.59, BBox=(0,484,150,604) Pothole detected: Conf=0.36, BBox=(200,36,287,90) Frame 365 processing time: 48 ms 0: 640x384 2 Potholes, 51.2ms Speed: 3.5ms preprocess, 51.2ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.57, BBox=(194,19,287,77) Pothole detected: Conf=0.54, BBox=(0,475,148,587) Frame 366 processing time: 71 ms 0: 640x384 2 Potholes, 52.1ms Speed: 3.1ms preprocess, 52.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.71, BBox=(193,3,285,62) Pothole detected: Conf=0.38, BBox=(1,469,148,572) Frame 367 processing time: 71 ms 0: 640x384 2 Potholes, 52.2ms Speed: 3.0ms preprocess, 52.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.58, BBox=(193,0,286,43) Pothole detected: Conf=0.39, BBox=(0,453,148,562) Frame 368 processing time: 73 ms 0: 640x384 1 Pothole, 53.5ms Speed: 3.3ms preprocess, 53.5ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.61, BBox=(0,440,147,546) Frame 369 processing time: 75 ms 0: 640x384 (no detections), 53.1ms Speed: 3.2ms preprocess, 53.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 370 processing time: 67 ms 0: 640x384 (no detections), 53.2ms Speed: 3.0ms preprocess, 53.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 371 processing time: 68 ms 0: 640x384 (no detections), 52.2ms Speed: 3.5ms preprocess, 52.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 372 processing time: 66 ms 0: 640x384 (no detections), 52.2ms Speed: 3.7ms preprocess, 52.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 373 processing time: 67 ms 0: 640x384 (no detections), 52.1ms Speed: 2.8ms preprocess, 52.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 374 processing time: 66 ms 0: 640x384 (no detections), 52.3ms Speed: 3.8ms preprocess, 52.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 375 processing time: 67 ms 0: 640x384 1 Pothole, 52.6ms Speed: 3.3ms preprocess, 52.6ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(206,454,240,466) Frame 376 processing time: 73 ms 0: 640x384 (no detections), 52.2ms Speed: 4.5ms preprocess, 52.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 377 processing time: 68 ms 0: 640x384 (no detections), 52.4ms Speed: 4.0ms preprocess, 52.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 378 processing time: 68 ms 0: 640x384 1 Pothole, 52.1ms Speed: 2.9ms preprocess, 52.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(214,471,278,489) Frame 379 processing time: 69 ms 0: 640x384 1 Pothole, 53.2ms Speed: 3.5ms preprocess, 53.2ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.41, BBox=(209,479,281,497) Frame 380 processing time: 76 ms 0: 640x384 1 Pothole, 52.2ms Speed: 3.9ms preprocess, 52.2ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(217,486,287,502) Frame 381 processing time: 71 ms 0: 640x384 1 Pothole, 52.4ms Speed: 3.3ms preprocess, 52.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(221,492,291,511) Frame 382 processing time: 71 ms 0: 640x384 (no detections), 52.1ms Speed: 4.4ms preprocess, 52.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 383 processing time: 67 ms 0: 640x384 1 Pothole, 52.0ms Speed: 3.2ms preprocess, 52.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.38, BBox=(237,508,299,524) Frame 384 processing time: 74 ms 0: 640x384 1 Pothole, 52.0ms Speed: 3.7ms preprocess, 52.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.47, BBox=(246,517,302,532) Frame 385 processing time: 73 ms 0: 640x384 1 Pothole, 52.0ms Speed: 3.2ms preprocess, 52.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.38, BBox=(256,524,306,538) Frame 386 processing time: 68 ms 0: 640x384 1 Pothole, 52.0ms Speed: 4.3ms preprocess, 52.0ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.46, BBox=(259,532,313,549) Frame 387 processing time: 71 ms 0: 640x384 1 Pothole, 51.8ms Speed: 2.6ms preprocess, 51.8ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.54, BBox=(266,541,318,556) Frame 388 processing time: 68 ms 0: 640x384 1 Pothole, 52.0ms Speed: 3.0ms preprocess, 52.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.42, BBox=(284,548,323,562) Frame 389 processing time: 69 ms 0: 640x384 (no detections), 52.0ms Speed: 3.2ms preprocess, 52.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 390 processing time: 67 ms 0: 640x384 (no detections), 51.9ms Speed: 3.7ms preprocess, 51.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 391 processing time: 66 ms 0: 640x384 (no detections), 97.9ms Speed: 4.5ms preprocess, 97.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 392 processing time: 115 ms 0: 640x384 (no detections), 96.4ms Speed: 4.3ms preprocess, 96.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 393 processing time: 111 ms 0: 640x384 (no detections), 96.4ms Speed: 3.9ms preprocess, 96.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 394 processing time: 111 ms 0: 640x384 (no detections), 95.4ms Speed: 4.4ms preprocess, 95.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 395 processing time: 111 ms 0: 640x384 (no detections), 45.2ms Speed: 2.4ms preprocess, 45.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 396 processing time: 58 ms 0: 640x384 (no detections), 45.4ms Speed: 3.3ms preprocess, 45.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 397 processing time: 60 ms 0: 640x384 (no detections), 45.3ms Speed: 3.4ms preprocess, 45.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 398 processing time: 60 ms 0: 640x384 1 Pothole, 45.2ms Speed: 3.8ms preprocess, 45.2ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(316,521,363,539) Frame 399 processing time: 64 ms 0: 640x384 (no detections), 45.1ms Speed: 3.2ms preprocess, 45.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 400 processing time: 58 ms 0: 640x384 1 Pothole, 45.1ms Speed: 3.2ms preprocess, 45.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(316,523,362,543) Frame 401 processing time: 64 ms 0: 640x384 1 Pothole, 45.0ms Speed: 3.5ms preprocess, 45.0ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.33, BBox=(316,525,360,546) Frame 402 processing time: 67 ms 0: 640x384 (no detections), 45.1ms Speed: 2.9ms preprocess, 45.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 403 processing time: 58 ms 0: 640x384 1 Pothole, 45.1ms Speed: 3.3ms preprocess, 45.1ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.25, BBox=(315,529,369,553) Frame 404 processing time: 65 ms 0: 640x384 1 Pothole, 45.1ms Speed: 3.1ms preprocess, 45.1ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.33, BBox=(313,534,368,557) Frame 405 processing time: 63 ms 0: 640x384 1 Pothole, 45.1ms Speed: 3.0ms preprocess, 45.1ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(313,540,350,561) Frame 406 processing time: 64 ms 0: 640x384 1 Pothole, 44.9ms Speed: 3.1ms preprocess, 44.9ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.25, BBox=(311,541,359,565) Frame 407 processing time: 64 ms 0: 640x384 3 Potholes, 45.2ms Speed: 3.2ms preprocess, 45.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.38, BBox=(307,545,358,569) Pothole detected: Conf=0.30, BBox=(307,540,368,568) Pothole detected: Conf=0.27, BBox=(224,549,279,567) Frame 408 processing time: 65 ms 0: 640x384 2 Potholes, 45.1ms Speed: 3.5ms preprocess, 45.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.33, BBox=(222,550,273,570) Pothole detected: Conf=0.32, BBox=(307,549,350,571) Frame 409 processing time: 65 ms 0: 640x384 (no detections), 45.1ms Speed: 2.6ms preprocess, 45.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 410 processing time: 59 ms 0: 640x384 (no detections), 45.0ms Speed: 3.4ms preprocess, 45.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 411 processing time: 60 ms 0: 640x384 (no detections), 45.4ms Speed: 2.9ms preprocess, 45.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 412 processing time: 60 ms 0: 640x384 (no detections), 95.1ms Speed: 4.4ms preprocess, 95.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 413 processing time: 110 ms 0: 640x384 (no detections), 44.8ms Speed: 3.2ms preprocess, 44.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 414 processing time: 59 ms 0: 640x384 (no detections), 44.6ms Speed: 3.2ms preprocess, 44.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 415 processing time: 59 ms 0: 640x384 (no detections), 44.7ms Speed: 2.7ms preprocess, 44.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 416 processing time: 62 ms 0: 640x384 (no detections), 44.4ms Speed: 3.3ms preprocess, 44.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 417 processing time: 59 ms 0: 640x384 (no detections), 44.4ms Speed: 3.2ms preprocess, 44.4ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 384) Frame 418 processing time: 60 ms 0: 640x384 (no detections), 44.5ms Speed: 4.4ms preprocess, 44.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 419 processing time: 66 ms 0: 640x384 (no detections), 44.5ms Speed: 3.0ms preprocess, 44.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 420 processing time: 58 ms 0: 640x384 (no detections), 44.5ms Speed: 3.2ms preprocess, 44.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 421 processing time: 59 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.2ms preprocess, 44.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.30, BBox=(1,550,81,660) Frame 422 processing time: 64 ms 0: 640x384 (no detections), 44.4ms Speed: 3.3ms preprocess, 44.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 423 processing time: 60 ms 0: 640x384 (no detections), 44.4ms Speed: 3.3ms preprocess, 44.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 424 processing time: 59 ms 0: 640x384 (no detections), 44.4ms Speed: 3.4ms preprocess, 44.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 425 processing time: 59 ms 0: 640x384 (no detections), 44.4ms Speed: 4.0ms preprocess, 44.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 426 processing time: 60 ms 0: 640x384 (no detections), 44.2ms Speed: 3.3ms preprocess, 44.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 427 processing time: 59 ms 0: 640x384 (no detections), 44.5ms Speed: 3.5ms preprocess, 44.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 428 processing time: 59 ms 0: 640x384 (no detections), 44.3ms Speed: 3.3ms preprocess, 44.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 429 processing time: 59 ms 0: 640x384 (no detections), 44.5ms Speed: 3.1ms preprocess, 44.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 430 processing time: 58 ms 0: 640x384 (no detections), 44.4ms Speed: 3.4ms preprocess, 44.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 431 processing time: 59 ms 0: 640x384 (no detections), 44.9ms Speed: 3.7ms preprocess, 44.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 432 processing time: 58 ms 0: 640x384 (no detections), 44.4ms Speed: 3.2ms preprocess, 44.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 433 processing time: 62 ms 0: 640x384 (no detections), 45.1ms Speed: 3.0ms preprocess, 45.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 434 processing time: 61 ms 0: 640x384 (no detections), 44.8ms Speed: 3.4ms preprocess, 44.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 435 processing time: 58 ms 0: 640x384 (no detections), 44.9ms Speed: 3.0ms preprocess, 44.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 436 processing time: 58 ms 0: 640x384 (no detections), 44.8ms Speed: 3.1ms preprocess, 44.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 437 processing time: 59 ms 0: 640x384 2 Potholes, 45.0ms Speed: 3.6ms preprocess, 45.0ms inference, 7.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.45, BBox=(2,564,179,645) Pothole detected: Conf=0.30, BBox=(221,563,275,581) Frame 438 processing time: 68 ms 0: 640x384 (no detections), 45.1ms Speed: 2.6ms preprocess, 45.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 439 processing time: 57 ms 0: 640x384 1 Pothole, 45.1ms Speed: 3.5ms preprocess, 45.1ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(224,574,270,588) Frame 440 processing time: 64 ms 0: 640x384 (no detections), 44.7ms Speed: 3.3ms preprocess, 44.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 441 processing time: 65 ms 0: 640x384 (no detections), 44.6ms Speed: 3.0ms preprocess, 44.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 442 processing time: 58 ms 0: 640x384 (no detections), 44.6ms Speed: 3.5ms preprocess, 44.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 443 processing time: 58 ms 0: 640x384 1 Pothole, 44.3ms Speed: 3.6ms preprocess, 44.3ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(109,518,227,560) Frame 444 processing time: 62 ms 0: 640x384 1 Pothole, 44.0ms Speed: 3.4ms preprocess, 44.0ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.47, BBox=(106,516,228,560) Frame 445 processing time: 63 ms 0: 640x384 1 Pothole, 44.2ms Speed: 3.7ms preprocess, 44.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.47, BBox=(101,516,226,561) Frame 446 processing time: 62 ms 0: 640x384 1 Pothole, 44.3ms Speed: 3.0ms preprocess, 44.3ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.43, BBox=(94,513,234,564) Frame 447 processing time: 63 ms 0: 640x384 1 Pothole, 44.0ms Speed: 3.1ms preprocess, 44.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.53, BBox=(92,514,233,565) Frame 448 processing time: 63 ms 0: 640x384 1 Pothole, 46.1ms Speed: 3.6ms preprocess, 46.1ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.51, BBox=(89,514,233,568) Frame 449 processing time: 67 ms 0: 640x384 1 Pothole, 44.2ms Speed: 3.7ms preprocess, 44.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(86,516,235,570) Frame 450 processing time: 64 ms 0: 640x384 1 Pothole, 43.8ms Speed: 3.5ms preprocess, 43.8ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.42, BBox=(81,516,236,574) Frame 451 processing time: 65 ms 0: 640x384 1 Pothole, 43.9ms Speed: 3.9ms preprocess, 43.9ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.30, BBox=(76,517,241,584) Frame 452 processing time: 65 ms 0: 640x384 1 Pothole, 43.7ms Speed: 3.6ms preprocess, 43.7ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.48, BBox=(73,519,239,586) Frame 453 processing time: 64 ms 0: 640x384 1 Pothole, 43.9ms Speed: 3.3ms preprocess, 43.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.40, BBox=(71,526,243,589) Frame 454 processing time: 62 ms 0: 640x384 (no detections), 43.7ms Speed: 3.6ms preprocess, 43.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 455 processing time: 60 ms 0: 640x384 1 Pothole, 43.6ms Speed: 3.4ms preprocess, 43.6ms inference, 6.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.30, BBox=(65,567,159,594) Frame 456 processing time: 69 ms 0: 640x384 (no detections), 43.7ms Speed: 5.0ms preprocess, 43.7ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 457 processing time: 60 ms 0: 640x384 (no detections), 43.6ms Speed: 3.4ms preprocess, 43.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 458 processing time: 57 ms 0: 640x384 (no detections), 43.5ms Speed: 3.6ms preprocess, 43.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 459 processing time: 60 ms 0: 640x384 (no detections), 43.7ms Speed: 3.2ms preprocess, 43.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 460 processing time: 58 ms 0: 640x384 1 Pothole, 44.0ms Speed: 2.8ms preprocess, 44.0ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(392,557,427,567) Frame 461 processing time: 60 ms 0: 640x384 (no detections), 43.8ms Speed: 3.1ms preprocess, 43.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 462 processing time: 57 ms 0: 640x384 (no detections), 43.7ms Speed: 3.2ms preprocess, 43.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 463 processing time: 56 ms 0: 640x384 (no detections), 43.5ms Speed: 4.0ms preprocess, 43.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 464 processing time: 58 ms 0: 640x384 (no detections), 43.6ms Speed: 3.2ms preprocess, 43.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 465 processing time: 59 ms 0: 640x384 (no detections), 43.5ms Speed: 3.3ms preprocess, 43.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 466 processing time: 57 ms 0: 640x384 (no detections), 44.1ms Speed: 2.9ms preprocess, 44.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 467 processing time: 59 ms 0: 640x384 (no detections), 43.5ms Speed: 3.5ms preprocess, 43.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 468 processing time: 58 ms 0: 640x384 (no detections), 43.5ms Speed: 3.8ms preprocess, 43.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 469 processing time: 57 ms 0: 640x384 3 Potholes, 43.5ms Speed: 3.5ms preprocess, 43.5ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.44, BBox=(181,491,260,526) Pothole detected: Conf=0.34, BBox=(109,478,167,515) Pothole detected: Conf=0.33, BBox=(187,492,262,518) Frame 470 processing time: 67 ms 0: 640x384 (no detections), 43.4ms Speed: 4.7ms preprocess, 43.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 471 processing time: 59 ms 0: 640x384 1 Pothole, 43.4ms Speed: 3.3ms preprocess, 43.4ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(179,481,271,515) Frame 472 processing time: 62 ms 0: 640x384 (no detections), 43.2ms Speed: 3.8ms preprocess, 43.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 473 processing time: 60 ms 0: 640x384 (no detections), 43.1ms Speed: 3.4ms preprocess, 43.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 474 processing time: 57 ms 0: 640x384 (no detections), 43.3ms Speed: 3.2ms preprocess, 43.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 475 processing time: 57 ms 0: 640x384 (no detections), 43.2ms Speed: 3.7ms preprocess, 43.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 476 processing time: 59 ms 0: 640x384 (no detections), 42.9ms Speed: 3.5ms preprocess, 42.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 477 processing time: 57 ms 0: 640x384 (no detections), 43.0ms Speed: 3.4ms preprocess, 43.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 478 processing time: 59 ms 0: 640x384 1 Pothole, 43.0ms Speed: 3.1ms preprocess, 43.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.29, BBox=(95,468,198,517) Frame 479 processing time: 61 ms 0: 640x384 (no detections), 11.6ms Speed: 2.5ms preprocess, 11.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 480 processing time: 25 ms 0: 640x384 1 Pothole, 11.1ms Speed: 2.3ms preprocess, 11.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.29, BBox=(192,506,253,537) Frame 481 processing time: 27 ms 0: 640x384 1 Pothole, 26.1ms Speed: 2.6ms preprocess, 26.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(172,518,236,549) Frame 482 processing time: 45 ms 0: 640x384 2 Potholes, 20.1ms Speed: 2.5ms preprocess, 20.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(158,529,225,562) Pothole detected: Conf=0.27, BBox=(134,503,165,516) Frame 483 processing time: 36 ms 0: 640x384 2 Potholes, 17.7ms Speed: 2.5ms preprocess, 17.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.43, BBox=(156,530,236,566) Pothole detected: Conf=0.27, BBox=(137,503,174,519) Frame 484 processing time: 37 ms 0: 640x384 1 Pothole, 12.8ms Speed: 2.3ms preprocess, 12.8ms inference, 6.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.29, BBox=(154,528,240,573) Frame 485 processing time: 34 ms 0: 640x384 (no detections), 14.7ms Speed: 2.3ms preprocess, 14.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 486 processing time: 30 ms 0: 640x384 (no detections), 13.4ms Speed: 2.4ms preprocess, 13.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 487 processing time: 31 ms 0: 640x384 (no detections), 23.8ms Speed: 2.4ms preprocess, 23.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 488 processing time: 37 ms 0: 640x384 (no detections), 19.8ms Speed: 2.4ms preprocess, 19.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 489 processing time: 33 ms 0: 640x384 (no detections), 23.9ms Speed: 1.5ms preprocess, 23.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 490 processing time: 36 ms 0: 640x384 (no detections), 20.8ms Speed: 2.3ms preprocess, 20.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 491 processing time: 33 ms 0: 640x384 (no detections), 11.1ms Speed: 1.9ms preprocess, 11.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 492 processing time: 22 ms 0: 640x384 (no detections), 11.9ms Speed: 2.0ms preprocess, 11.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 493 processing time: 27 ms 0: 640x384 (no detections), 13.2ms Speed: 2.3ms preprocess, 13.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 494 processing time: 26 ms 0: 640x384 (no detections), 20.7ms Speed: 2.4ms preprocess, 20.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 495 processing time: 34 ms 0: 640x384 (no detections), 30.3ms Speed: 2.3ms preprocess, 30.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 496 processing time: 44 ms 0: 640x384 (no detections), 23.6ms Speed: 2.8ms preprocess, 23.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 497 processing time: 39 ms 0: 640x384 (no detections), 17.9ms Speed: 2.5ms preprocess, 17.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 498 processing time: 33 ms 0: 640x384 (no detections), 16.8ms Speed: 2.5ms preprocess, 16.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 499 processing time: 30 ms 0: 640x384 (no detections), 16.7ms Speed: 2.6ms preprocess, 16.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 500 processing time: 29 ms 0: 640x384 (no detections), 17.6ms Speed: 2.2ms preprocess, 17.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 501 processing time: 31 ms 0: 640x384 (no detections), 17.6ms Speed: 2.0ms preprocess, 17.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 502 processing time: 28 ms 0: 640x384 (no detections), 17.4ms Speed: 2.5ms preprocess, 17.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 503 processing time: 30 ms 0: 640x384 (no detections), 18.0ms Speed: 2.3ms preprocess, 18.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 504 processing time: 31 ms 0: 640x384 (no detections), 18.0ms Speed: 1.6ms preprocess, 18.0ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 505 processing time: 33 ms 0: 640x384 (no detections), 18.7ms Speed: 2.3ms preprocess, 18.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 506 processing time: 33 ms 0: 640x384 (no detections), 18.7ms Speed: 2.4ms preprocess, 18.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 507 processing time: 31 ms 0: 640x384 (no detections), 18.8ms Speed: 2.7ms preprocess, 18.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 508 processing time: 33 ms 0: 640x384 (no detections), 19.4ms Speed: 2.5ms preprocess, 19.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 509 processing time: 37 ms 0: 640x384 (no detections), 19.5ms Speed: 3.1ms preprocess, 19.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 510 processing time: 38 ms 0: 640x384 (no detections), 20.2ms Speed: 2.9ms preprocess, 20.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 511 processing time: 35 ms 0: 640x384 (no detections), 20.1ms Speed: 2.8ms preprocess, 20.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 512 processing time: 37 ms 0: 640x384 (no detections), 21.0ms Speed: 3.1ms preprocess, 21.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 513 processing time: 38 ms 0: 640x384 (no detections), 20.7ms Speed: 2.8ms preprocess, 20.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 514 processing time: 36 ms 0: 640x384 (no detections), 21.6ms Speed: 2.7ms preprocess, 21.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 515 processing time: 38 ms 0: 640x384 (no detections), 21.5ms Speed: 2.7ms preprocess, 21.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 516 processing time: 37 ms 0: 640x384 (no detections), 22.5ms Speed: 2.7ms preprocess, 22.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 517 processing time: 39 ms 0: 640x384 (no detections), 22.6ms Speed: 2.8ms preprocess, 22.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 518 processing time: 38 ms 0: 640x384 (no detections), 22.5ms Speed: 2.5ms preprocess, 22.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 519 processing time: 37 ms 0: 640x384 (no detections), 22.7ms Speed: 2.1ms preprocess, 22.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 520 processing time: 37 ms 0: 640x384 (no detections), 24.0ms Speed: 3.3ms preprocess, 24.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Frame 521 processing time: 41 ms 0: 640x384 (no detections), 23.8ms Speed: 2.7ms preprocess, 23.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 384) Frame 522 processing time: 43 ms 0: 640x384 (no detections), 24.8ms Speed: 2.7ms preprocess, 24.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 523 processing time: 40 ms 0: 640x384 (no detections), 26.0ms Speed: 3.2ms preprocess, 26.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 524 processing time: 41 ms 0: 640x384 (no detections), 26.0ms Speed: 2.4ms preprocess, 26.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 525 processing time: 40 ms 0: 640x384 (no detections), 27.0ms Speed: 2.7ms preprocess, 27.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 526 processing time: 42 ms 0: 640x384 (no detections), 27.1ms Speed: 2.9ms preprocess, 27.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 527 processing time: 41 ms 0: 640x384 (no detections), 27.4ms Speed: 2.8ms preprocess, 27.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 528 processing time: 42 ms 0: 640x384 (no detections), 27.4ms Speed: 3.0ms preprocess, 27.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 529 processing time: 42 ms 0: 640x384 (no detections), 28.5ms Speed: 3.5ms preprocess, 28.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 530 processing time: 43 ms 0: 640x384 (no detections), 28.5ms Speed: 2.8ms preprocess, 28.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 531 processing time: 45 ms 0: 640x384 (no detections), 28.9ms Speed: 2.8ms preprocess, 28.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 532 processing time: 43 ms 0: 640x384 (no detections), 30.2ms Speed: 3.0ms preprocess, 30.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 533 processing time: 46 ms 0: 640x384 (no detections), 30.3ms Speed: 2.7ms preprocess, 30.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 534 processing time: 44 ms 0: 640x384 (no detections), 30.7ms Speed: 2.2ms preprocess, 30.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 535 processing time: 44 ms 0: 640x384 (no detections), 30.7ms Speed: 2.8ms preprocess, 30.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 536 processing time: 46 ms 0: 640x384 (no detections), 30.9ms Speed: 2.8ms preprocess, 30.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 537 processing time: 45 ms 0: 640x384 (no detections), 35.3ms Speed: 2.9ms preprocess, 35.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 538 processing time: 51 ms 0: 640x384 1 Pothole, 53.8ms Speed: 4.1ms preprocess, 53.8ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(211,611,321,666) Frame 539 processing time: 75 ms 0: 640x384 (no detections), 53.7ms Speed: 3.3ms preprocess, 53.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 540 processing time: 69 ms 0: 640x384 1 Pothole, 53.6ms Speed: 2.7ms preprocess, 53.6ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(209,615,293,669) Frame 541 processing time: 71 ms 0: 640x384 1 Pothole, 53.6ms Speed: 3.8ms preprocess, 53.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(208,618,297,671) Frame 542 processing time: 74 ms 0: 640x384 (no detections), 53.7ms Speed: 3.8ms preprocess, 53.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 543 processing time: 68 ms 0: 640x384 (no detections), 53.6ms Speed: 3.5ms preprocess, 53.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 544 processing time: 68 ms 0: 640x384 (no detections), 53.6ms Speed: 2.5ms preprocess, 53.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 545 processing time: 66 ms 0: 640x384 (no detections), 52.3ms Speed: 3.4ms preprocess, 52.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 546 processing time: 67 ms 0: 640x384 (no detections), 52.2ms Speed: 3.4ms preprocess, 52.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 547 processing time: 67 ms 0: 640x384 (no detections), 52.3ms Speed: 3.2ms preprocess, 52.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 548 processing time: 67 ms 0: 640x384 1 Pothole, 52.1ms Speed: 3.5ms preprocess, 52.1ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.29, BBox=(200,628,293,676) Frame 549 processing time: 70 ms 0: 640x384 1 Pothole, 52.4ms Speed: 3.5ms preprocess, 52.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(0,541,178,646) Frame 550 processing time: 71 ms 0: 640x384 1 Pothole, 52.2ms Speed: 3.3ms preprocess, 52.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.29, BBox=(197,633,278,673) Frame 551 processing time: 69 ms 0: 640x384 (no detections), 50.1ms Speed: 2.9ms preprocess, 50.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 552 processing time: 65 ms 0: 640x384 (no detections), 50.2ms Speed: 3.4ms preprocess, 50.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 553 processing time: 64 ms 0: 640x384 (no detections), 50.2ms Speed: 3.7ms preprocess, 50.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 554 processing time: 66 ms 0: 640x384 1 Pothole, 50.3ms Speed: 3.4ms preprocess, 50.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.29, BBox=(1,539,171,642) Frame 555 processing time: 71 ms 0: 640x384 1 Pothole, 50.5ms Speed: 3.6ms preprocess, 50.5ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(1,537,172,643) Frame 556 processing time: 73 ms 0: 640x384 1 Pothole, 49.2ms Speed: 3.3ms preprocess, 49.2ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(1,536,174,646) Frame 557 processing time: 68 ms 0: 640x384 1 Pothole, 49.3ms Speed: 3.9ms preprocess, 49.3ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(1,538,175,641) Frame 558 processing time: 72 ms 0: 640x384 (no detections), 49.2ms Speed: 3.7ms preprocess, 49.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 559 processing time: 64 ms 0: 640x384 (no detections), 49.1ms Speed: 3.3ms preprocess, 49.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 560 processing time: 63 ms 0: 640x384 (no detections), 49.4ms Speed: 3.4ms preprocess, 49.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 561 processing time: 65 ms 0: 640x384 (no detections), 48.0ms Speed: 3.4ms preprocess, 48.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 562 processing time: 62 ms 0: 640x384 (no detections), 48.1ms Speed: 3.6ms preprocess, 48.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 563 processing time: 63 ms 0: 640x384 (no detections), 48.3ms Speed: 3.7ms preprocess, 48.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 564 processing time: 62 ms 0: 640x384 (no detections), 48.0ms Speed: 4.0ms preprocess, 48.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 565 processing time: 63 ms 0: 640x384 (no detections), 48.0ms Speed: 3.2ms preprocess, 48.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 566 processing time: 64 ms 0: 640x384 1 Pothole, 47.8ms Speed: 3.3ms preprocess, 47.8ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.25, BBox=(0,546,159,669) Frame 567 processing time: 66 ms 0: 640x384 1 Pothole, 52.2ms Speed: 3.4ms preprocess, 52.2ms inference, 7.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.29, BBox=(0,547,162,674) Frame 568 processing time: 75 ms 0: 640x384 1 Pothole, 96.7ms Speed: 3.9ms preprocess, 96.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.25, BBox=(0,548,161,678) Frame 569 processing time: 115 ms 0: 640x384 1 Pothole, 96.7ms Speed: 4.8ms preprocess, 96.7ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(0,547,165,679) Frame 570 processing time: 116 ms 0: 640x384 1 Pothole, 95.4ms Speed: 4.4ms preprocess, 95.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(0,547,166,678) Frame 571 processing time: 115 ms 0: 640x384 (no detections), 45.3ms Speed: 3.3ms preprocess, 45.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 572 processing time: 62 ms 0: 640x384 (no detections), 45.4ms Speed: 3.3ms preprocess, 45.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 573 processing time: 60 ms 0: 640x384 (no detections), 45.4ms Speed: 3.6ms preprocess, 45.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 574 processing time: 61 ms 0: 640x384 (no detections), 45.2ms Speed: 3.3ms preprocess, 45.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 575 processing time: 60 ms 0: 640x384 (no detections), 44.8ms Speed: 2.4ms preprocess, 44.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 576 processing time: 58 ms 0: 640x384 (no detections), 44.8ms Speed: 3.5ms preprocess, 44.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 577 processing time: 63 ms 0: 640x384 (no detections), 44.8ms Speed: 3.2ms preprocess, 44.8ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 578 processing time: 61 ms 0: 640x384 (no detections), 44.7ms Speed: 2.9ms preprocess, 44.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 579 processing time: 58 ms 0: 640x384 (no detections), 44.8ms Speed: 3.7ms preprocess, 44.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 580 processing time: 60 ms 0: 640x384 (no detections), 45.0ms Speed: 3.7ms preprocess, 45.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 581 processing time: 60 ms 0: 640x384 (no detections), 44.8ms Speed: 3.8ms preprocess, 44.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 582 processing time: 61 ms 0: 640x384 1 Pothole, 44.2ms Speed: 2.7ms preprocess, 44.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(0,596,92,662) Frame 583 processing time: 63 ms 0: 640x384 1 Pothole, 44.3ms Speed: 2.9ms preprocess, 44.3ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(0,597,92,661) Frame 584 processing time: 62 ms 0: 640x384 1 Pothole, 44.3ms Speed: 3.4ms preprocess, 44.3ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(0,598,91,654) Frame 585 processing time: 63 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.2ms preprocess, 44.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.25, BBox=(0,513,203,600) Frame 586 processing time: 63 ms 0: 640x384 1 Pothole, 43.9ms Speed: 3.5ms preprocess, 43.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.39, BBox=(0,512,207,606) Frame 587 processing time: 60 ms 0: 640x384 1 Pothole, 44.1ms Speed: 3.2ms preprocess, 44.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(0,510,213,604) Frame 588 processing time: 60 ms 0: 640x384 1 Pothole, 44.2ms Speed: 4.2ms preprocess, 44.2ms inference, 6.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.48, BBox=(1,509,219,600) Frame 589 processing time: 67 ms 0: 640x384 1 Pothole, 44.1ms Speed: 3.0ms preprocess, 44.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.42, BBox=(0,500,220,600) Frame 590 processing time: 61 ms 0: 640x384 1 Pothole, 44.0ms Speed: 3.3ms preprocess, 44.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.39, BBox=(1,497,223,600) Frame 591 processing time: 60 ms 0: 640x384 1 Pothole, 44.0ms Speed: 3.7ms preprocess, 44.0ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(1,494,188,598) Frame 592 processing time: 64 ms 0: 640x384 1 Pothole, 44.0ms Speed: 3.7ms preprocess, 44.0ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.54, BBox=(1,493,229,596) Frame 593 processing time: 65 ms 0: 640x384 1 Pothole, 44.0ms Speed: 3.3ms preprocess, 44.0ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.38, BBox=(1,493,230,600) Frame 594 processing time: 64 ms 0: 640x384 1 Pothole, 43.9ms Speed: 3.4ms preprocess, 43.9ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.45, BBox=(0,495,226,598) Frame 595 processing time: 63 ms 0: 640x384 1 Pothole, 44.1ms Speed: 3.4ms preprocess, 44.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.56, BBox=(0,500,229,600) Frame 596 processing time: 62 ms 0: 640x384 1 Pothole, 44.0ms Speed: 3.8ms preprocess, 44.0ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.65, BBox=(0,510,230,608) Frame 597 processing time: 65 ms 0: 640x384 1 Pothole, 44.1ms Speed: 2.9ms preprocess, 44.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.67, BBox=(1,515,233,616) Frame 598 processing time: 66 ms 0: 640x384 1 Pothole, 44.0ms Speed: 3.4ms preprocess, 44.0ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.39, BBox=(0,518,233,629) Frame 599 processing time: 63 ms 0: 640x384 1 Pothole, 43.9ms Speed: 2.5ms preprocess, 43.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.61, BBox=(0,533,235,636) Frame 600 processing time: 61 ms 0: 640x384 1 Pothole, 44.0ms Speed: 3.5ms preprocess, 44.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.67, BBox=(0,539,239,646) Frame 601 processing time: 63 ms 0: 640x384 1 Pothole, 44.7ms Speed: 3.5ms preprocess, 44.7ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(0,551,245,667) Frame 602 processing time: 64 ms 0: 640x384 1 Pothole, 44.9ms Speed: 3.3ms preprocess, 44.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.65, BBox=(0,558,235,672) Frame 603 processing time: 63 ms 0: 640x384 1 Pothole, 44.6ms Speed: 5.0ms preprocess, 44.6ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.43, BBox=(2,563,256,686) Frame 604 processing time: 65 ms 0: 640x384 1 Pothole, 44.3ms Speed: 3.4ms preprocess, 44.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.58, BBox=(3,565,277,695) Frame 605 processing time: 63 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.3ms preprocess, 44.5ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.55, BBox=(8,564,292,692) Frame 606 processing time: 65 ms 0: 640x384 1 Pothole, 44.4ms Speed: 3.3ms preprocess, 44.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.44, BBox=(7,562,300,689) Frame 607 processing time: 63 ms 0: 640x384 (no detections), 44.5ms Speed: 3.4ms preprocess, 44.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 608 processing time: 63 ms 0: 640x384 1 Pothole, 44.1ms Speed: 3.2ms preprocess, 44.1ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.48, BBox=(14,549,344,673) Frame 609 processing time: 65 ms 0: 640x384 (no detections), 44.2ms Speed: 3.8ms preprocess, 44.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 610 processing time: 59 ms 0: 640x384 (no detections), 44.3ms Speed: 2.8ms preprocess, 44.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 611 processing time: 60 ms 0: 640x384 (no detections), 44.1ms Speed: 3.5ms preprocess, 44.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 612 processing time: 58 ms 0: 640x384 1 Pothole, 44.3ms Speed: 3.6ms preprocess, 44.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(94,530,379,626) Frame 613 processing time: 63 ms 0: 640x384 1 Pothole, 44.0ms Speed: 3.6ms preprocess, 44.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.56, BBox=(64,523,384,617) Frame 614 processing time: 65 ms 0: 640x384 1 Pothole, 44.1ms Speed: 3.5ms preprocess, 44.1ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.36, BBox=(174,511,215,530) Frame 615 processing time: 62 ms 0: 640x384 1 Pothole, 44.1ms Speed: 3.2ms preprocess, 44.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(94,517,400,600) Frame 616 processing time: 64 ms 0: 640x384 1 Pothole, 44.0ms Speed: 3.1ms preprocess, 44.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.45, BBox=(90,509,403,596) Frame 617 processing time: 61 ms 0: 640x384 1 Pothole, 44.2ms Speed: 2.9ms preprocess, 44.2ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(130,500,405,586) Frame 618 processing time: 62 ms 0: 640x384 (no detections), 44.1ms Speed: 5.4ms preprocess, 44.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 619 processing time: 63 ms 0: 640x384 (no detections), 44.1ms Speed: 3.4ms preprocess, 44.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 620 processing time: 58 ms 0: 640x384 (no detections), 43.9ms Speed: 3.6ms preprocess, 43.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 621 processing time: 59 ms 0: 640x384 (no detections), 43.8ms Speed: 3.2ms preprocess, 43.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 622 processing time: 58 ms 0: 640x384 (no detections), 43.8ms Speed: 3.5ms preprocess, 43.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 623 processing time: 58 ms 0: 640x384 (no detections), 43.9ms Speed: 4.6ms preprocess, 43.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 624 processing time: 60 ms 0: 640x384 (no detections), 44.1ms Speed: 3.5ms preprocess, 44.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 625 processing time: 58 ms 0: 640x384 (no detections), 43.9ms Speed: 3.4ms preprocess, 43.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 626 processing time: 58 ms 0: 640x384 (no detections), 43.8ms Speed: 3.3ms preprocess, 43.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 627 processing time: 56 ms 0: 640x384 1 Pothole, 43.9ms Speed: 3.5ms preprocess, 43.9ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(289,454,346,483) Frame 628 processing time: 63 ms 0: 640x384 (no detections), 43.9ms Speed: 3.9ms preprocess, 43.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 629 processing time: 59 ms 0: 640x384 1 Pothole, 43.9ms Speed: 3.7ms preprocess, 43.9ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(216,466,257,492) Frame 630 processing time: 65 ms 0: 640x384 3 Potholes, 43.1ms Speed: 4.0ms preprocess, 43.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.29, BBox=(214,470,249,493) Pothole detected: Conf=0.28, BBox=(275,460,334,486) Pothole detected: Conf=0.27, BBox=(203,468,250,498) Frame 631 processing time: 65 ms 0: 640x384 2 Potholes, 42.9ms Speed: 3.4ms preprocess, 42.9ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(199,471,242,503) Pothole detected: Conf=0.35, BBox=(267,465,326,492) Frame 632 processing time: 63 ms 0: 640x384 2 Potholes, 43.0ms Speed: 3.2ms preprocess, 43.0ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.30, BBox=(193,479,235,506) Pothole detected: Conf=0.26, BBox=(258,469,315,496) Frame 633 processing time: 67 ms 0: 640x384 1 Pothole, 43.0ms Speed: 3.6ms preprocess, 43.0ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.41, BBox=(183,481,228,511) Frame 634 processing time: 68 ms 0: 640x384 (no detections), 43.2ms Speed: 3.4ms preprocess, 43.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 635 processing time: 57 ms 0: 640x384 (no detections), 43.1ms Speed: 3.5ms preprocess, 43.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 636 processing time: 58 ms 0: 640x384 (no detections), 43.3ms Speed: 3.7ms preprocess, 43.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 637 processing time: 57 ms 0: 640x384 (no detections), 43.2ms Speed: 3.3ms preprocess, 43.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 638 processing time: 64 ms 0: 640x384 1 Pothole, 43.2ms Speed: 3.4ms preprocess, 43.2ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(254,496,299,518) Frame 639 processing time: 61 ms 0: 640x384 1 Pothole, 43.2ms Speed: 3.5ms preprocess, 43.2ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.41, BBox=(255,496,301,519) Frame 640 processing time: 65 ms 0: 640x384 1 Pothole, 43.1ms Speed: 4.1ms preprocess, 43.1ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.36, BBox=(258,496,300,518) Frame 641 processing time: 66 ms 0: 640x384 1 Pothole, 43.5ms Speed: 3.8ms preprocess, 43.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(259,494,302,516) Frame 642 processing time: 62 ms 0: 640x384 1 Pothole, 43.2ms Speed: 2.7ms preprocess, 43.2ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(260,494,300,514) Frame 643 processing time: 64 ms 0: 640x384 1 Pothole, 43.2ms Speed: 3.2ms preprocess, 43.2ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(260,492,301,510) Frame 644 processing time: 62 ms 0: 640x384 (no detections), 43.1ms Speed: 3.2ms preprocess, 43.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 645 processing time: 58 ms 0: 640x384 (no detections), 43.2ms Speed: 3.7ms preprocess, 43.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 646 processing time: 60 ms 0: 640x384 (no detections), 43.2ms Speed: 3.2ms preprocess, 43.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 647 processing time: 61 ms 0: 640x384 1 Pothole, 43.2ms Speed: 3.1ms preprocess, 43.2ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(184,464,239,510) Frame 648 processing time: 63 ms 0: 640x384 1 Pothole, 43.1ms Speed: 3.2ms preprocess, 43.1ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(189,466,240,505) Frame 649 processing time: 64 ms 0: 640x384 1 Pothole, 43.1ms Speed: 3.7ms preprocess, 43.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(191,466,243,506) Frame 650 processing time: 61 ms 0: 640x384 1 Pothole, 43.4ms Speed: 5.2ms preprocess, 43.4ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(194,466,245,504) Frame 651 processing time: 68 ms 0: 640x384 1 Pothole, 43.2ms Speed: 3.1ms preprocess, 43.2ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.29, BBox=(195,466,250,504) Frame 652 processing time: 62 ms 0: 640x384 1 Pothole, 43.2ms Speed: 3.5ms preprocess, 43.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(202,467,253,501) Frame 653 processing time: 64 ms 0: 640x384 2 Potholes, 43.6ms Speed: 3.3ms preprocess, 43.6ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(202,465,256,507) Pothole detected: Conf=0.26, BBox=(205,468,256,497) Frame 654 processing time: 62 ms 0: 640x384 (no detections), 43.8ms Speed: 3.5ms preprocess, 43.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 655 processing time: 60 ms 0: 640x384 (no detections), 46.6ms Speed: 3.4ms preprocess, 46.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 656 processing time: 61 ms 0: 640x384 (no detections), 43.8ms Speed: 3.5ms preprocess, 43.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 657 processing time: 60 ms 0: 640x384 1 Pothole, 44.2ms Speed: 3.1ms preprocess, 44.2ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(210,461,267,492) Frame 658 processing time: 63 ms 0: 640x384 1 Pothole, 44.1ms Speed: 3.3ms preprocess, 44.1ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.25, BBox=(205,456,268,499) Frame 659 processing time: 64 ms 0: 640x384 (no detections), 43.7ms Speed: 3.7ms preprocess, 43.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 660 processing time: 58 ms 0: 640x384 (no detections), 43.7ms Speed: 2.6ms preprocess, 43.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 661 processing time: 58 ms 0: 640x384 (no detections), 43.8ms Speed: 4.5ms preprocess, 43.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 662 processing time: 60 ms 0: 640x384 1 Pothole, 43.6ms Speed: 3.4ms preprocess, 43.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.30, BBox=(165,457,277,519) Frame 663 processing time: 66 ms 0: 640x384 (no detections), 43.8ms Speed: 3.5ms preprocess, 43.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 664 processing time: 59 ms 0: 640x384 1 Pothole, 43.5ms Speed: 3.1ms preprocess, 43.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(227,472,288,526) Frame 665 processing time: 64 ms 0: 640x384 1 Pothole, 43.3ms Speed: 3.6ms preprocess, 43.3ms inference, 7.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(113,456,196,488) Frame 666 processing time: 67 ms 0: 640x384 1 Pothole, 43.4ms Speed: 3.6ms preprocess, 43.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(119,461,200,493) Frame 667 processing time: 62 ms 0: 640x384 1 Pothole, 43.4ms Speed: 3.0ms preprocess, 43.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.36, BBox=(122,470,212,502) Frame 668 processing time: 63 ms 0: 640x384 1 Pothole, 43.5ms Speed: 3.5ms preprocess, 43.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.53, BBox=(134,477,223,512) Frame 669 processing time: 62 ms 0: 640x384 1 Pothole, 43.5ms Speed: 3.7ms preprocess, 43.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.39, BBox=(156,497,233,527) Frame 670 processing time: 63 ms 0: 640x384 1 Pothole, 43.6ms Speed: 3.6ms preprocess, 43.6ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(157,517,251,549) Frame 671 processing time: 64 ms 0: 640x384 1 Pothole, 43.5ms Speed: 3.5ms preprocess, 43.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(170,530,265,564) Frame 672 processing time: 62 ms 0: 640x384 2 Potholes, 43.3ms Speed: 2.9ms preprocess, 43.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.47, BBox=(352,585,405,620) Pothole detected: Conf=0.27, BBox=(345,581,406,627) Frame 673 processing time: 62 ms 0: 640x384 2 Potholes, 43.8ms Speed: 3.5ms preprocess, 43.8ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(204,552,299,586) Pothole detected: Conf=0.30, BBox=(369,595,423,630) Frame 674 processing time: 63 ms 0: 640x384 1 Pothole, 44.0ms Speed: 3.7ms preprocess, 44.0ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.53, BBox=(242,599,279,615) Frame 675 processing time: 64 ms 0: 640x384 3 Potholes, 44.4ms Speed: 3.2ms preprocess, 44.4ms inference, 7.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.39, BBox=(302,519,389,548) Pothole detected: Conf=0.34, BBox=(248,606,288,623) Pothole detected: Conf=0.26, BBox=(305,490,341,502) Frame 676 processing time: 68 ms 0: 640x384 1 Pothole, 44.1ms Speed: 3.3ms preprocess, 44.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.30, BBox=(313,613,345,629) Frame 677 processing time: 61 ms 0: 640x384 3 Potholes, 44.4ms Speed: 3.7ms preprocess, 44.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.51, BBox=(228,573,325,614) Pothole detected: Conf=0.39, BBox=(302,533,391,560) Pothole detected: Conf=0.31, BBox=(311,621,346,637) Frame 678 processing time: 63 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.2ms preprocess, 44.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.44, BBox=(218,583,311,621) Frame 679 processing time: 66 ms 0: 640x384 2 Potholes, 44.4ms Speed: 3.6ms preprocess, 44.4ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.38, BBox=(278,544,374,573) Pothole detected: Conf=0.32, BBox=(207,589,301,628) Frame 680 processing time: 63 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.2ms preprocess, 44.5ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.43, BBox=(192,593,295,634) Frame 681 processing time: 64 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.1ms preprocess, 44.5ms inference, 6.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.51, BBox=(186,593,293,636) Frame 682 processing time: 65 ms 0: 640x384 2 Potholes, 44.8ms Speed: 3.1ms preprocess, 44.8ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.51, BBox=(187,601,285,639) Pothole detected: Conf=0.28, BBox=(264,553,359,585) Frame 683 processing time: 66 ms 0: 640x384 2 Potholes, 44.9ms Speed: 3.3ms preprocess, 44.9ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.61, BBox=(183,604,284,646) Pothole detected: Conf=0.35, BBox=(260,556,353,586) Frame 684 processing time: 66 ms 0: 640x384 2 Potholes, 44.4ms Speed: 3.3ms preprocess, 44.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.56, BBox=(179,610,283,651) Pothole detected: Conf=0.29, BBox=(257,559,354,593) Frame 685 processing time: 64 ms 0: 640x384 1 Pothole, 44.6ms Speed: 3.6ms preprocess, 44.6ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.56, BBox=(175,614,278,658) Frame 686 processing time: 62 ms 0: 640x384 2 Potholes, 44.4ms Speed: 3.3ms preprocess, 44.4ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.39, BBox=(177,618,282,663) Pothole detected: Conf=0.33, BBox=(255,563,350,598) Frame 687 processing time: 68 ms 0: 640x384 1 Pothole, 44.3ms Speed: 2.9ms preprocess, 44.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.42, BBox=(170,619,277,666) Frame 688 processing time: 63 ms 0: 640x384 1 Pothole, 44.1ms Speed: 3.2ms preprocess, 44.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.41, BBox=(155,625,264,670) Frame 689 processing time: 63 ms 0: 640x384 (no detections), 44.2ms Speed: 4.0ms preprocess, 44.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 690 processing time: 60 ms 0: 640x384 (no detections), 44.3ms Speed: 3.1ms preprocess, 44.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 691 processing time: 57 ms 0: 640x384 (no detections), 44.5ms Speed: 3.5ms preprocess, 44.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 692 processing time: 59 ms 0: 640x384 (no detections), 44.0ms Speed: 3.7ms preprocess, 44.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 693 processing time: 58 ms 0: 640x384 1 Pothole, 44.4ms Speed: 2.5ms preprocess, 44.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(87,641,198,688) Frame 694 processing time: 62 ms 0: 640x384 (no detections), 44.5ms Speed: 3.6ms preprocess, 44.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 695 processing time: 59 ms 0: 640x384 1 Pothole, 44.3ms Speed: 3.4ms preprocess, 44.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(182,528,219,544) Frame 696 processing time: 64 ms 0: 640x384 (no detections), 44.2ms Speed: 3.3ms preprocess, 44.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 697 processing time: 59 ms 0: 640x384 (no detections), 44.1ms Speed: 3.6ms preprocess, 44.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 698 processing time: 58 ms 0: 640x384 (no detections), 44.3ms Speed: 3.9ms preprocess, 44.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Frame 699 processing time: 61 ms 0: 640x384 (no detections), 43.9ms Speed: 3.8ms preprocess, 43.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 700 processing time: 61 ms 0: 640x384 (no detections), 43.9ms Speed: 3.4ms preprocess, 43.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 701 processing time: 59 ms 0: 640x384 (no detections), 43.9ms Speed: 3.6ms preprocess, 43.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 702 processing time: 63 ms 0: 640x384 (no detections), 43.9ms Speed: 3.9ms preprocess, 43.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 703 processing time: 60 ms 0: 640x384 (no detections), 43.2ms Speed: 3.1ms preprocess, 43.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 704 processing time: 57 ms 0: 640x384 (no detections), 43.3ms Speed: 3.4ms preprocess, 43.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 705 processing time: 57 ms 0: 640x384 (no detections), 43.3ms Speed: 4.0ms preprocess, 43.3ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 706 processing time: 57 ms 0: 640x384 (no detections), 43.5ms Speed: 3.4ms preprocess, 43.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 707 processing time: 58 ms 0: 640x384 (no detections), 43.3ms Speed: 3.4ms preprocess, 43.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 708 processing time: 56 ms 0: 640x384 1 Pothole, 43.4ms Speed: 3.0ms preprocess, 43.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(208,561,299,588) Frame 709 processing time: 65 ms 0: 640x384 1 Pothole, 43.4ms Speed: 3.0ms preprocess, 43.4ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.36, BBox=(207,563,298,591) Frame 710 processing time: 64 ms 0: 640x384 1 Pothole, 43.3ms Speed: 2.9ms preprocess, 43.3ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(217,568,300,593) Frame 711 processing time: 62 ms 0: 640x384 (no detections), 43.3ms Speed: 3.1ms preprocess, 43.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 712 processing time: 56 ms 0: 640x384 (no detections), 43.3ms Speed: 3.5ms preprocess, 43.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 713 processing time: 57 ms 0: 640x384 (no detections), 43.4ms Speed: 3.8ms preprocess, 43.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 714 processing time: 58 ms 0: 640x384 (no detections), 43.1ms Speed: 3.5ms preprocess, 43.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 715 processing time: 58 ms 0: 640x384 1 Pothole, 43.0ms Speed: 3.5ms preprocess, 43.0ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(178,523,408,576) Frame 716 processing time: 62 ms 0: 640x384 (no detections), 43.1ms Speed: 3.4ms preprocess, 43.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 717 processing time: 58 ms 0: 640x384 1 Pothole, 43.0ms Speed: 3.1ms preprocess, 43.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.25, BBox=(192,520,354,566) Frame 718 processing time: 58 ms 0: 640x384 1 Pothole, 42.8ms Speed: 3.6ms preprocess, 42.8ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(194,517,326,561) Frame 719 processing time: 64 ms 0: 640x384 (no detections), 43.1ms Speed: 3.7ms preprocess, 43.1ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 720 processing time: 58 ms 0: 640x384 (no detections), 42.8ms Speed: 4.1ms preprocess, 42.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 721 processing time: 57 ms 0: 640x384 (no detections), 14.7ms Speed: 2.3ms preprocess, 14.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 722 processing time: 28 ms 0: 640x384 (no detections), 22.6ms Speed: 2.2ms preprocess, 22.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 723 processing time: 35 ms 0: 640x384 (no detections), 21.5ms Speed: 2.4ms preprocess, 21.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 724 processing time: 35 ms 0: 640x384 (no detections), 19.9ms Speed: 2.2ms preprocess, 19.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 725 processing time: 33 ms 0: 640x384 (no detections), 21.8ms Speed: 2.8ms preprocess, 21.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 726 processing time: 35 ms 0: 640x384 (no detections), 20.9ms Speed: 2.3ms preprocess, 20.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 727 processing time: 34 ms 0: 640x384 (no detections), 21.1ms Speed: 2.8ms preprocess, 21.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 728 processing time: 34 ms 0: 640x384 (no detections), 16.5ms Speed: 2.3ms preprocess, 16.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 729 processing time: 28 ms 0: 640x384 (no detections), 21.3ms Speed: 3.0ms preprocess, 21.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 730 processing time: 36 ms 0: 640x384 (no detections), 28.2ms Speed: 2.7ms preprocess, 28.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 731 processing time: 42 ms 0: 640x384 (no detections), 11.1ms Speed: 2.2ms preprocess, 11.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 732 processing time: 23 ms 0: 640x384 (no detections), 20.0ms Speed: 2.4ms preprocess, 20.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 733 processing time: 34 ms 0: 640x384 (no detections), 12.3ms Speed: 1.6ms preprocess, 12.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 734 processing time: 23 ms 0: 640x384 (no detections), 14.0ms Speed: 2.6ms preprocess, 14.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 735 processing time: 27 ms 0: 640x384 (no detections), 20.1ms Speed: 2.8ms preprocess, 20.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 736 processing time: 33 ms 0: 640x384 (no detections), 15.4ms Speed: 2.8ms preprocess, 15.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 737 processing time: 30 ms 0: 640x384 (no detections), 13.4ms Speed: 3.7ms preprocess, 13.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 738 processing time: 28 ms 0: 640x384 (no detections), 14.7ms Speed: 2.6ms preprocess, 14.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 739 processing time: 30 ms 0: 640x384 (no detections), 16.9ms Speed: 1.8ms preprocess, 16.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 740 processing time: 29 ms 0: 640x384 (no detections), 16.7ms Speed: 2.4ms preprocess, 16.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 741 processing time: 29 ms 0: 640x384 (no detections), 17.1ms Speed: 3.2ms preprocess, 17.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 742 processing time: 31 ms 0: 640x384 (no detections), 16.9ms Speed: 2.0ms preprocess, 16.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 743 processing time: 32 ms 0: 640x384 (no detections), 19.3ms Speed: 5.2ms preprocess, 19.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 744 processing time: 36 ms 0: 640x384 (no detections), 17.5ms Speed: 2.7ms preprocess, 17.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 745 processing time: 32 ms 0: 640x384 (no detections), 17.8ms Speed: 2.4ms preprocess, 17.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 746 processing time: 34 ms 0: 640x384 (no detections), 17.8ms Speed: 2.4ms preprocess, 17.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 747 processing time: 33 ms 0: 640x384 (no detections), 18.4ms Speed: 2.7ms preprocess, 18.4ms inference, 5.1ms postprocess per image at shape (1, 3, 640, 384) Frame 748 processing time: 38 ms 0: 640x384 (no detections), 18.6ms Speed: 3.4ms preprocess, 18.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 749 processing time: 33 ms 0: 640x384 (no detections), 19.5ms Speed: 2.6ms preprocess, 19.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 750 processing time: 36 ms 0: 640x384 (no detections), 19.4ms Speed: 2.6ms preprocess, 19.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 751 processing time: 34 ms 0: 640x384 (no detections), 20.1ms Speed: 2.8ms preprocess, 20.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 752 processing time: 33 ms 0: 640x384 (no detections), 20.0ms Speed: 2.7ms preprocess, 20.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 753 processing time: 35 ms 0: 640x384 (no detections), 20.4ms Speed: 2.2ms preprocess, 20.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 754 processing time: 34 ms 0: 640x384 (no detections), 20.9ms Speed: 2.6ms preprocess, 20.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 755 processing time: 41 ms 0: 640x384 (no detections), 20.9ms Speed: 2.7ms preprocess, 20.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 756 processing time: 37 ms 0: 640x384 (no detections), 21.5ms Speed: 2.8ms preprocess, 21.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 757 processing time: 35 ms 0: 640x384 (no detections), 21.4ms Speed: 2.4ms preprocess, 21.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 758 processing time: 35 ms 0: 640x384 (no detections), 21.7ms Speed: 2.6ms preprocess, 21.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 759 processing time: 38 ms 0: 640x384 (no detections), 21.6ms Speed: 2.0ms preprocess, 21.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 760 processing time: 35 ms 0: 640x384 (no detections), 22.8ms Speed: 2.4ms preprocess, 22.8ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 384) Frame 761 processing time: 39 ms 0: 640x384 (no detections), 22.5ms Speed: 2.3ms preprocess, 22.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 762 processing time: 36 ms 0: 640x384 (no detections), 23.3ms Speed: 2.8ms preprocess, 23.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 763 processing time: 37 ms 0: 640x384 (no detections), 23.8ms Speed: 2.1ms preprocess, 23.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 764 processing time: 37 ms 0: 640x384 (no detections), 24.4ms Speed: 2.7ms preprocess, 24.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 765 processing time: 37 ms 0: 640x384 (no detections), 24.5ms Speed: 2.6ms preprocess, 24.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 766 processing time: 39 ms 0: 640x384 (no detections), 24.8ms Speed: 2.6ms preprocess, 24.8ms inference, 6.9ms postprocess per image at shape (1, 3, 640, 384) Frame 767 processing time: 44 ms 0: 640x384 (no detections), 24.6ms Speed: 2.1ms preprocess, 24.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 768 processing time: 38 ms 0: 640x384 (no detections), 25.5ms Speed: 2.6ms preprocess, 25.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 769 processing time: 37 ms 0: 640x384 (no detections), 25.6ms Speed: 2.0ms preprocess, 25.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 770 processing time: 41 ms 0: 640x384 (no detections), 25.9ms Speed: 3.2ms preprocess, 25.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 771 processing time: 41 ms 0: 640x384 (no detections), 26.4ms Speed: 2.6ms preprocess, 26.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 772 processing time: 41 ms 0: 640x384 (no detections), 27.2ms Speed: 2.6ms preprocess, 27.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 773 processing time: 44 ms 0: 640x384 (no detections), 28.4ms Speed: 2.2ms preprocess, 28.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 774 processing time: 42 ms 0: 640x384 (no detections), 28.5ms Speed: 3.3ms preprocess, 28.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 775 processing time: 43 ms 0: 640x384 (no detections), 28.7ms Speed: 2.6ms preprocess, 28.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 776 processing time: 41 ms 0: 640x384 (no detections), 28.9ms Speed: 2.7ms preprocess, 28.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 777 processing time: 41 ms 0: 640x384 (no detections), 30.2ms Speed: 2.7ms preprocess, 30.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 384) Frame 778 processing time: 44 ms 0: 640x384 (no detections), 30.2ms Speed: 2.4ms preprocess, 30.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 779 processing time: 47 ms 0: 640x384 (no detections), 30.5ms Speed: 3.1ms preprocess, 30.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 780 processing time: 44 ms 0: 640x384 (no detections), 32.3ms Speed: 2.5ms preprocess, 32.3ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 781 processing time: 44 ms 0: 640x384 (no detections), 32.1ms Speed: 2.4ms preprocess, 32.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 782 processing time: 47 ms 0: 640x384 (no detections), 32.8ms Speed: 2.1ms preprocess, 32.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 783 processing time: 44 ms 0: 640x384 (no detections), 33.2ms Speed: 2.0ms preprocess, 33.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 784 processing time: 47 ms 0: 640x384 (no detections), 53.7ms Speed: 3.5ms preprocess, 53.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 785 processing time: 69 ms 0: 640x384 (no detections), 54.0ms Speed: 4.0ms preprocess, 54.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 786 processing time: 70 ms 0: 640x384 (no detections), 53.6ms Speed: 3.3ms preprocess, 53.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 787 processing time: 68 ms 0: 640x384 (no detections), 53.8ms Speed: 3.9ms preprocess, 53.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 788 processing time: 68 ms 0: 640x384 (no detections), 53.5ms Speed: 3.5ms preprocess, 53.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 789 processing time: 67 ms 0: 640x384 (no detections), 53.3ms Speed: 3.5ms preprocess, 53.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 790 processing time: 67 ms 0: 640x384 (no detections), 53.3ms Speed: 3.6ms preprocess, 53.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 791 processing time: 67 ms 0: 640x384 (no detections), 53.2ms Speed: 3.4ms preprocess, 53.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 792 processing time: 66 ms 0: 640x384 (no detections), 53.2ms Speed: 3.8ms preprocess, 53.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 793 processing time: 67 ms 0: 640x384 (no detections), 53.4ms Speed: 3.8ms preprocess, 53.4ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 794 processing time: 67 ms 0: 640x384 (no detections), 52.8ms Speed: 3.4ms preprocess, 52.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 795 processing time: 67 ms 0: 640x384 (no detections), 51.1ms Speed: 3.6ms preprocess, 51.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 796 processing time: 65 ms 0: 640x384 (no detections), 51.3ms Speed: 3.3ms preprocess, 51.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 797 processing time: 69 ms 0: 640x384 (no detections), 51.1ms Speed: 3.8ms preprocess, 51.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 798 processing time: 66 ms 0: 640x384 (no detections), 51.3ms Speed: 2.9ms preprocess, 51.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 799 processing time: 66 ms 0: 640x384 (no detections), 51.1ms Speed: 3.3ms preprocess, 51.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 800 processing time: 65 ms 0: 640x384 (no detections), 50.3ms Speed: 3.5ms preprocess, 50.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 801 processing time: 64 ms 0: 640x384 (no detections), 50.4ms Speed: 3.0ms preprocess, 50.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 802 processing time: 66 ms 0: 640x384 (no detections), 50.1ms Speed: 3.3ms preprocess, 50.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 803 processing time: 63 ms 0: 640x384 (no detections), 50.4ms Speed: 3.6ms preprocess, 50.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 804 processing time: 65 ms 0: 640x384 (no detections), 47.9ms Speed: 3.2ms preprocess, 47.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 805 processing time: 62 ms 0: 640x384 (no detections), 48.0ms Speed: 3.1ms preprocess, 48.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 806 processing time: 64 ms 0: 640x384 (no detections), 48.1ms Speed: 3.5ms preprocess, 48.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 807 processing time: 62 ms 0: 640x384 (no detections), 47.9ms Speed: 3.5ms preprocess, 47.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 808 processing time: 63 ms 0: 640x384 (no detections), 46.8ms Speed: 3.0ms preprocess, 46.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 809 processing time: 61 ms 0: 640x384 (no detections), 46.6ms Speed: 3.7ms preprocess, 46.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 810 processing time: 60 ms 0: 640x384 (no detections), 73.6ms Speed: 3.8ms preprocess, 73.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 811 processing time: 88 ms 0: 640x384 (no detections), 95.7ms Speed: 4.7ms preprocess, 95.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 812 processing time: 110 ms 0: 640x384 (no detections), 95.4ms Speed: 4.9ms preprocess, 95.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 813 processing time: 113 ms 0: 640x384 (no detections), 45.2ms Speed: 3.3ms preprocess, 45.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 814 processing time: 59 ms 0: 640x384 (no detections), 45.1ms Speed: 3.0ms preprocess, 45.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 815 processing time: 59 ms 0: 640x384 (no detections), 45.3ms Speed: 3.3ms preprocess, 45.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 816 processing time: 59 ms 0: 640x384 (no detections), 45.4ms Speed: 3.6ms preprocess, 45.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 817 processing time: 61 ms 0: 640x384 (no detections), 45.5ms Speed: 3.5ms preprocess, 45.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 818 processing time: 61 ms 0: 640x384 (no detections), 45.2ms Speed: 3.1ms preprocess, 45.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 819 processing time: 59 ms 0: 640x384 (no detections), 45.8ms Speed: 3.6ms preprocess, 45.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 820 processing time: 62 ms 0: 640x384 (no detections), 44.6ms Speed: 3.4ms preprocess, 44.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 821 processing time: 58 ms 0: 640x384 (no detections), 44.6ms Speed: 3.7ms preprocess, 44.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 822 processing time: 60 ms 0: 640x384 (no detections), 44.5ms Speed: 2.7ms preprocess, 44.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 823 processing time: 59 ms 0: 640x384 (no detections), 44.9ms Speed: 3.2ms preprocess, 44.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 824 processing time: 60 ms 0: 640x384 (no detections), 45.1ms Speed: 3.0ms preprocess, 45.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 825 processing time: 60 ms 0: 640x384 (no detections), 44.7ms Speed: 3.8ms preprocess, 44.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 826 processing time: 59 ms 0: 640x384 (no detections), 44.6ms Speed: 3.1ms preprocess, 44.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 827 processing time: 58 ms 0: 640x384 (no detections), 44.6ms Speed: 3.6ms preprocess, 44.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 828 processing time: 57 ms 0: 640x384 (no detections), 44.4ms Speed: 3.0ms preprocess, 44.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 829 processing time: 58 ms 0: 640x384 (no detections), 44.6ms Speed: 3.8ms preprocess, 44.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 830 processing time: 60 ms 0: 640x384 (no detections), 44.0ms Speed: 3.8ms preprocess, 44.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 831 processing time: 59 ms 0: 640x384 (no detections), 44.4ms Speed: 4.0ms preprocess, 44.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 832 processing time: 60 ms 0: 640x384 (no detections), 44.1ms Speed: 2.8ms preprocess, 44.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 833 processing time: 57 ms 0: 640x384 (no detections), 44.2ms Speed: 3.3ms preprocess, 44.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 834 processing time: 60 ms 0: 640x384 (no detections), 44.1ms Speed: 3.4ms preprocess, 44.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 835 processing time: 57 ms 0: 640x384 (no detections), 44.1ms Speed: 3.3ms preprocess, 44.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 836 processing time: 59 ms 0: 640x384 (no detections), 43.9ms Speed: 2.6ms preprocess, 43.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 837 processing time: 58 ms 0: 640x384 (no detections), 43.7ms Speed: 3.5ms preprocess, 43.7ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 384) Frame 838 processing time: 61 ms 0: 640x384 (no detections), 43.6ms Speed: 3.4ms preprocess, 43.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 839 processing time: 59 ms 0: 640x384 (no detections), 43.7ms Speed: 3.8ms preprocess, 43.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 840 processing time: 58 ms 0: 640x384 (no detections), 43.8ms Speed: 3.6ms preprocess, 43.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Frame 841 processing time: 62 ms 0: 640x384 (no detections), 43.2ms Speed: 3.9ms preprocess, 43.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 842 processing time: 59 ms 0: 640x384 (no detections), 43.2ms Speed: 3.1ms preprocess, 43.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 843 processing time: 59 ms 0: 640x384 1 Pothole, 43.0ms Speed: 3.5ms preprocess, 43.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(198,443,235,454) Frame 844 processing time: 63 ms 0: 640x384 (no detections), 43.1ms Speed: 3.6ms preprocess, 43.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 845 processing time: 59 ms 0: 640x384 (no detections), 43.3ms Speed: 3.6ms preprocess, 43.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 846 processing time: 57 ms 0: 640x384 (no detections), 43.1ms Speed: 3.6ms preprocess, 43.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 847 processing time: 60 ms 0: 640x384 (no detections), 43.1ms Speed: 3.5ms preprocess, 43.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 848 processing time: 59 ms 0: 640x384 (no detections), 43.3ms Speed: 4.1ms preprocess, 43.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 849 processing time: 59 ms 0: 640x384 (no detections), 43.5ms Speed: 3.2ms preprocess, 43.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 850 processing time: 59 ms 0: 640x384 (no detections), 43.0ms Speed: 3.5ms preprocess, 43.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 851 processing time: 58 ms 0: 640x384 (no detections), 43.3ms Speed: 3.6ms preprocess, 43.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 852 processing time: 59 ms 0: 640x384 (no detections), 44.6ms Speed: 3.7ms preprocess, 44.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 853 processing time: 60 ms 0: 640x384 (no detections), 44.1ms Speed: 3.5ms preprocess, 44.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 854 processing time: 58 ms 0: 640x384 (no detections), 43.9ms Speed: 3.1ms preprocess, 43.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 855 processing time: 59 ms 0: 640x384 (no detections), 44.1ms Speed: 3.5ms preprocess, 44.1ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 856 processing time: 59 ms 0: 640x384 (no detections), 44.3ms Speed: 4.0ms preprocess, 44.3ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 384) Frame 857 processing time: 61 ms 0: 640x384 1 Pothole, 44.2ms Speed: 3.0ms preprocess, 44.2ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.45, BBox=(226,476,278,492) Frame 858 processing time: 65 ms 0: 640x384 1 Pothole, 44.3ms Speed: 3.3ms preprocess, 44.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(222,493,278,509) Frame 859 processing time: 67 ms 0: 640x384 1 Pothole, 44.4ms Speed: 2.7ms preprocess, 44.4ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.44, BBox=(221,504,277,520) Frame 860 processing time: 65 ms 0: 640x384 1 Pothole, 44.3ms Speed: 3.4ms preprocess, 44.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(220,510,276,525) Frame 861 processing time: 63 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.3ms preprocess, 44.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.41, BBox=(214,512,276,527) Frame 862 processing time: 61 ms 0: 640x384 1 Pothole, 44.4ms Speed: 4.5ms preprocess, 44.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.45, BBox=(196,512,258,527) Frame 863 processing time: 65 ms 0: 640x384 1 Pothole, 44.6ms Speed: 3.4ms preprocess, 44.6ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.44, BBox=(184,511,245,527) Frame 864 processing time: 65 ms 0: 640x384 1 Pothole, 44.6ms Speed: 3.4ms preprocess, 44.6ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(176,508,238,524) Frame 865 processing time: 63 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.4ms preprocess, 44.5ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(172,505,232,521) Frame 866 processing time: 62 ms 0: 640x384 1 Pothole, 44.8ms Speed: 3.3ms preprocess, 44.8ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.45, BBox=(162,503,228,521) Frame 867 processing time: 64 ms 0: 640x384 1 Pothole, 44.4ms Speed: 3.3ms preprocess, 44.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(156,502,222,520) Frame 868 processing time: 63 ms 0: 640x384 2 Potholes, 44.7ms Speed: 3.5ms preprocess, 44.7ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.53, BBox=(151,505,214,521) Pothole detected: Conf=0.26, BBox=(91,474,199,495) Frame 869 processing time: 66 ms 0: 640x384 2 Potholes, 44.2ms Speed: 3.2ms preprocess, 44.2ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.47, BBox=(140,505,203,522) Pothole detected: Conf=0.30, BBox=(78,474,191,497) Frame 870 processing time: 65 ms 0: 640x384 1 Pothole, 44.3ms Speed: 2.5ms preprocess, 44.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.50, BBox=(124,510,189,528) Frame 871 processing time: 63 ms 0: 640x384 1 Pothole, 44.4ms Speed: 3.4ms preprocess, 44.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.38, BBox=(104,516,170,535) Frame 872 processing time: 64 ms 0: 640x384 2 Potholes, 44.3ms Speed: 3.9ms preprocess, 44.3ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(91,529,156,548) Pothole detected: Conf=0.30, BBox=(30,497,145,521) Frame 873 processing time: 64 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.2ms preprocess, 44.5ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(79,541,149,559) Frame 874 processing time: 64 ms 0: 640x384 2 Potholes, 44.4ms Speed: 3.8ms preprocess, 44.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.36, BBox=(77,553,147,571) Pothole detected: Conf=0.30, BBox=(18,517,148,544) Frame 875 processing time: 67 ms 0: 640x384 2 Potholes, 44.3ms Speed: 3.4ms preprocess, 44.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(71,561,148,582) Pothole detected: Conf=0.25, BBox=(18,524,145,555) Frame 876 processing time: 65 ms 0: 640x384 (no detections), 44.7ms Speed: 3.4ms preprocess, 44.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 877 processing time: 58 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.4ms preprocess, 44.5ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(84,590,148,606) Frame 878 processing time: 65 ms 0: 640x384 (no detections), 44.2ms Speed: 3.0ms preprocess, 44.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 879 processing time: 59 ms 0: 640x384 (no detections), 44.4ms Speed: 3.8ms preprocess, 44.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 880 processing time: 62 ms 0: 640x384 (no detections), 44.3ms Speed: 3.0ms preprocess, 44.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 881 processing time: 58 ms 0: 640x384 1 Pothole, 44.5ms Speed: 5.2ms preprocess, 44.5ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(103,617,140,632) Frame 882 processing time: 68 ms 0: 640x384 1 Pothole, 44.4ms Speed: 3.1ms preprocess, 44.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.30, BBox=(103,616,140,632) Frame 883 processing time: 63 ms 0: 640x384 1 Pothole, 44.4ms Speed: 3.1ms preprocess, 44.4ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(104,616,143,632) Frame 884 processing time: 64 ms 0: 640x384 1 Pothole, 44.3ms Speed: 3.4ms preprocess, 44.3ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(104,616,143,632) Frame 885 processing time: 64 ms 0: 640x384 1 Pothole, 44.6ms Speed: 3.9ms preprocess, 44.6ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(105,615,144,630) Frame 886 processing time: 67 ms 0: 640x384 1 Pothole, 44.3ms Speed: 3.7ms preprocess, 44.3ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(106,617,143,632) Frame 887 processing time: 65 ms 0: 640x384 1 Pothole, 44.3ms Speed: 3.3ms preprocess, 44.3ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.30, BBox=(105,617,141,633) Frame 888 processing time: 63 ms 0: 640x384 1 Pothole, 44.4ms Speed: 3.3ms preprocess, 44.4ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.45, BBox=(103,618,141,635) Frame 889 processing time: 66 ms 0: 640x384 2 Potholes, 44.3ms Speed: 2.8ms preprocess, 44.3ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.50, BBox=(106,620,141,636) Pothole detected: Conf=0.32, BBox=(12,567,138,597) Frame 890 processing time: 65 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.5ms preprocess, 44.5ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.43, BBox=(107,625,141,642) Frame 891 processing time: 64 ms 0: 640x384 3 Potholes, 44.2ms Speed: 3.1ms preprocess, 44.2ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(107,628,142,646) Pothole detected: Conf=0.35, BBox=(14,574,133,603) Pothole detected: Conf=0.31, BBox=(150,593,197,611) Frame 892 processing time: 64 ms 0: 640x384 3 Potholes, 44.2ms Speed: 4.3ms preprocess, 44.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.47, BBox=(105,632,143,650) Pothole detected: Conf=0.43, BBox=(150,595,205,615) Pothole detected: Conf=0.37, BBox=(14,576,135,605) Frame 893 processing time: 63 ms 0: 640x384 2 Potholes, 44.4ms Speed: 3.2ms preprocess, 44.4ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(149,597,207,617) Pothole detected: Conf=0.38, BBox=(103,635,141,653) Frame 894 processing time: 63 ms 0: 640x384 3 Potholes, 44.3ms Speed: 3.1ms preprocess, 44.3ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.53, BBox=(147,597,204,619) Pothole detected: Conf=0.34, BBox=(102,637,140,655) Pothole detected: Conf=0.27, BBox=(7,577,133,607) Frame 895 processing time: 66 ms 0: 640x384 2 Potholes, 44.0ms Speed: 3.4ms preprocess, 44.0ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(146,598,198,620) Pothole detected: Conf=0.28, BBox=(96,637,141,655) Frame 896 processing time: 66 ms 0: 640x384 3 Potholes, 44.0ms Speed: 3.4ms preprocess, 44.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.46, BBox=(142,597,196,619) Pothole detected: Conf=0.31, BBox=(2,576,127,607) Pothole detected: Conf=0.28, BBox=(94,636,137,655) Frame 897 processing time: 66 ms 0: 640x384 2 Potholes, 43.9ms Speed: 3.2ms preprocess, 43.9ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.56, BBox=(138,596,190,619) Pothole detected: Conf=0.39, BBox=(1,574,120,606) Frame 898 processing time: 64 ms 0: 640x384 2 Potholes, 43.9ms Speed: 3.1ms preprocess, 43.9ms inference, 5.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.57, BBox=(138,595,190,619) Pothole detected: Conf=0.39, BBox=(1,574,120,606) Frame 899 processing time: 64 ms 0: 640x384 2 Potholes, 44.1ms Speed: 3.2ms preprocess, 44.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.41, BBox=(134,595,185,618) Pothole detected: Conf=0.29, BBox=(0,572,116,605) Frame 900 processing time: 64 ms 0: 640x384 2 Potholes, 44.0ms Speed: 3.4ms preprocess, 44.0ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(132,595,181,616) Pothole detected: Conf=0.33, BBox=(0,570,116,604) Frame 901 processing time: 63 ms 0: 640x384 (no detections), 43.9ms Speed: 3.3ms preprocess, 43.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 902 processing time: 58 ms 0: 640x384 (no detections), 43.9ms Speed: 3.0ms preprocess, 43.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 903 processing time: 58 ms 0: 640x384 3 Potholes, 44.0ms Speed: 3.5ms preprocess, 44.0ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.39, BBox=(16,633,130,668) Pothole detected: Conf=0.28, BBox=(128,588,177,612) Pothole detected: Conf=0.27, BBox=(1,565,109,594) Frame 904 processing time: 65 ms 0: 640x384 4 Potholes, 43.9ms Speed: 3.3ms preprocess, 43.9ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.47, BBox=(14,634,129,669) Pothole detected: Conf=0.36, BBox=(129,588,176,612) Pothole detected: Conf=0.32, BBox=(0,564,110,594) Pothole detected: Conf=0.29, BBox=(130,588,207,613) Frame 905 processing time: 65 ms 0: 640x384 4 Potholes, 44.0ms Speed: 3.1ms preprocess, 44.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.47, BBox=(13,632,129,670) Pothole detected: Conf=0.36, BBox=(129,588,176,612) Pothole detected: Conf=0.32, BBox=(0,564,110,594) Pothole detected: Conf=0.29, BBox=(129,588,206,613) Frame 906 processing time: 62 ms 0: 640x384 3 Potholes, 44.0ms Speed: 3.3ms preprocess, 44.0ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.60, BBox=(14,633,129,675) Pothole detected: Conf=0.32, BBox=(129,586,174,612) Pothole detected: Conf=0.27, BBox=(1,563,108,594) Frame 907 processing time: 63 ms 0: 640x384 1 Pothole, 43.8ms Speed: 3.1ms preprocess, 43.8ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.33, BBox=(11,634,126,677) Frame 908 processing time: 63 ms 0: 640x384 1 Pothole, 43.7ms Speed: 4.2ms preprocess, 43.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(15,638,125,677) Frame 909 processing time: 65 ms 0: 640x384 (no detections), 43.9ms Speed: 3.3ms preprocess, 43.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 910 processing time: 61 ms 0: 640x384 1 Pothole, 43.7ms Speed: 3.0ms preprocess, 43.7ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(1,563,111,596) Frame 911 processing time: 62 ms 0: 640x384 1 Pothole, 43.7ms Speed: 3.2ms preprocess, 43.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.36, BBox=(2,563,105,596) Frame 912 processing time: 63 ms 0: 640x384 1 Pothole, 43.8ms Speed: 3.5ms preprocess, 43.8ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(0,562,101,598) Frame 913 processing time: 64 ms 0: 640x384 (no detections), 43.7ms Speed: 3.5ms preprocess, 43.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 914 processing time: 60 ms 0: 640x384 (no detections), 43.5ms Speed: 4.2ms preprocess, 43.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 915 processing time: 59 ms 0: 640x384 (no detections), 43.7ms Speed: 3.4ms preprocess, 43.7ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 916 processing time: 59 ms 0: 640x384 (no detections), 43.8ms Speed: 3.1ms preprocess, 43.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 917 processing time: 59 ms 0: 640x384 (no detections), 43.8ms Speed: 3.8ms preprocess, 43.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 918 processing time: 59 ms 0: 640x384 (no detections), 43.7ms Speed: 2.6ms preprocess, 43.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 919 processing time: 59 ms 0: 640x384 (no detections), 44.0ms Speed: 3.2ms preprocess, 44.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 920 processing time: 59 ms 0: 640x384 (no detections), 43.6ms Speed: 3.9ms preprocess, 43.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 921 processing time: 60 ms 0: 640x384 (no detections), 44.0ms Speed: 2.9ms preprocess, 44.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 922 processing time: 58 ms 0: 640x384 (no detections), 44.5ms Speed: 3.4ms preprocess, 44.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 923 processing time: 61 ms 0: 640x384 (no detections), 44.1ms Speed: 3.1ms preprocess, 44.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 924 processing time: 60 ms 0: 640x384 (no detections), 44.1ms Speed: 5.7ms preprocess, 44.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 925 processing time: 62 ms 0: 640x384 (no detections), 44.1ms Speed: 3.7ms preprocess, 44.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 926 processing time: 57 ms 0: 640x384 (no detections), 43.8ms Speed: 3.9ms preprocess, 43.8ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 927 processing time: 60 ms 0: 640x384 (no detections), 43.7ms Speed: 6.1ms preprocess, 43.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 928 processing time: 62 ms 0: 640x384 (no detections), 43.3ms Speed: 3.6ms preprocess, 43.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 929 processing time: 59 ms 0: 640x384 (no detections), 43.3ms Speed: 3.3ms preprocess, 43.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 930 processing time: 58 ms 0: 640x384 (no detections), 44.3ms Speed: 3.5ms preprocess, 44.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 931 processing time: 59 ms 0: 640x384 (no detections), 43.5ms Speed: 2.8ms preprocess, 43.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 932 processing time: 56 ms 0: 640x384 (no detections), 43.5ms Speed: 4.0ms preprocess, 43.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 933 processing time: 61 ms 0: 640x384 (no detections), 43.3ms Speed: 2.5ms preprocess, 43.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 934 processing time: 57 ms 0: 640x384 (no detections), 43.4ms Speed: 3.2ms preprocess, 43.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 935 processing time: 59 ms 0: 640x384 (no detections), 43.4ms Speed: 2.8ms preprocess, 43.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 936 processing time: 58 ms 0: 640x384 (no detections), 43.5ms Speed: 3.9ms preprocess, 43.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 937 processing time: 59 ms 0: 640x384 (no detections), 42.9ms Speed: 3.2ms preprocess, 42.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 938 processing time: 57 ms 0: 640x384 (no detections), 43.1ms Speed: 4.0ms preprocess, 43.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 939 processing time: 58 ms 0: 640x384 (no detections), 43.0ms Speed: 3.3ms preprocess, 43.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 940 processing time: 60 ms 0: 640x384 (no detections), 42.7ms Speed: 2.9ms preprocess, 42.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 941 processing time: 57 ms 0: 640x384 (no detections), 42.7ms Speed: 3.3ms preprocess, 42.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 942 processing time: 58 ms 0: 640x384 (no detections), 42.7ms Speed: 4.2ms preprocess, 42.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 943 processing time: 60 ms 0: 640x384 (no detections), 42.5ms Speed: 3.2ms preprocess, 42.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 944 processing time: 57 ms 0: 640x384 (no detections), 42.8ms Speed: 3.4ms preprocess, 42.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 945 processing time: 60 ms 0: 640x384 (no detections), 42.7ms Speed: 3.2ms preprocess, 42.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 946 processing time: 57 ms 0: 640x384 (no detections), 42.6ms Speed: 3.0ms preprocess, 42.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 947 processing time: 59 ms 0: 640x384 (no detections), 11.9ms Speed: 2.2ms preprocess, 11.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 948 processing time: 26 ms 0: 640x384 (no detections), 20.7ms Speed: 2.3ms preprocess, 20.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 949 processing time: 34 ms 0: 640x384 (no detections), 19.9ms Speed: 2.3ms preprocess, 19.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 950 processing time: 38 ms 0: 640x384 (no detections), 24.1ms Speed: 2.4ms preprocess, 24.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 951 processing time: 37 ms 0: 640x384 (no detections), 19.8ms Speed: 2.6ms preprocess, 19.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 952 processing time: 31 ms 0: 640x384 (no detections), 21.4ms Speed: 2.3ms preprocess, 21.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 953 processing time: 36 ms 0: 640x384 (no detections), 20.2ms Speed: 2.1ms preprocess, 20.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 954 processing time: 33 ms 0: 640x384 (no detections), 22.9ms Speed: 2.5ms preprocess, 22.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 955 processing time: 37 ms 0: 640x384 (no detections), 20.2ms Speed: 2.0ms preprocess, 20.2ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 956 processing time: 33 ms 0: 640x384 (no detections), 17.0ms Speed: 2.7ms preprocess, 17.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 384) Frame 957 processing time: 30 ms 0: 640x384 (no detections), 19.4ms Speed: 2.8ms preprocess, 19.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 958 processing time: 34 ms 0: 640x384 (no detections), 20.5ms Speed: 2.3ms preprocess, 20.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 959 processing time: 36 ms 0: 640x384 (no detections), 19.7ms Speed: 2.4ms preprocess, 19.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 960 processing time: 33 ms 0: 640x384 (no detections), 20.5ms Speed: 2.2ms preprocess, 20.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 961 processing time: 35 ms 0: 640x384 (no detections), 23.1ms Speed: 2.2ms preprocess, 23.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 962 processing time: 37 ms 0: 640x384 (no detections), 19.7ms Speed: 2.4ms preprocess, 19.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 963 processing time: 33 ms 0: 640x384 (no detections), 20.7ms Speed: 2.5ms preprocess, 20.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 964 processing time: 33 ms 0: 640x384 (no detections), 22.0ms Speed: 2.4ms preprocess, 22.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 965 processing time: 35 ms 0: 640x384 (no detections), 46.4ms Speed: 3.5ms preprocess, 46.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 966 processing time: 62 ms 0: 640x384 (no detections), 46.5ms Speed: 3.3ms preprocess, 46.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 967 processing time: 60 ms 0: 640x384 (no detections), 46.3ms Speed: 3.4ms preprocess, 46.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 968 processing time: 60 ms 0: 640x384 (no detections), 45.3ms Speed: 3.3ms preprocess, 45.3ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 384) Frame 969 processing time: 62 ms 0: 640x384 (no detections), 45.3ms Speed: 3.3ms preprocess, 45.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 970 processing time: 61 ms 0: 640x384 (no detections), 45.5ms Speed: 3.6ms preprocess, 45.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 971 processing time: 60 ms 0: 640x384 (no detections), 45.3ms Speed: 3.0ms preprocess, 45.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 972 processing time: 61 ms 0: 640x384 (no detections), 45.3ms Speed: 3.3ms preprocess, 45.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 973 processing time: 61 ms 0: 640x384 (no detections), 45.0ms Speed: 3.2ms preprocess, 45.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 974 processing time: 59 ms 0: 640x384 (no detections), 45.0ms Speed: 3.4ms preprocess, 45.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 975 processing time: 60 ms 0: 640x384 (no detections), 45.2ms Speed: 2.9ms preprocess, 45.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 976 processing time: 60 ms 0: 640x384 (no detections), 45.3ms Speed: 3.7ms preprocess, 45.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 977 processing time: 61 ms 0: 640x384 (no detections), 45.3ms Speed: 3.6ms preprocess, 45.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 978 processing time: 60 ms 0: 640x384 (no detections), 45.3ms Speed: 3.4ms preprocess, 45.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 979 processing time: 61 ms 0: 640x384 (no detections), 46.1ms Speed: 3.5ms preprocess, 46.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 980 processing time: 62 ms 0: 640x384 (no detections), 44.5ms Speed: 3.2ms preprocess, 44.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 981 processing time: 60 ms 0: 640x384 (no detections), 44.6ms Speed: 2.9ms preprocess, 44.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 982 processing time: 57 ms 0: 640x384 (no detections), 44.4ms Speed: 3.6ms preprocess, 44.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 983 processing time: 60 ms 0: 640x384 (no detections), 44.1ms Speed: 3.4ms preprocess, 44.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 984 processing time: 58 ms 0: 640x384 (no detections), 44.1ms Speed: 4.9ms preprocess, 44.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 985 processing time: 63 ms 0: 640x384 (no detections), 44.0ms Speed: 3.3ms preprocess, 44.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 986 processing time: 58 ms 0: 640x384 (no detections), 44.4ms Speed: 3.1ms preprocess, 44.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 987 processing time: 60 ms 0: 640x384 (no detections), 44.1ms Speed: 3.2ms preprocess, 44.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 988 processing time: 58 ms 0: 640x384 (no detections), 44.0ms Speed: 3.4ms preprocess, 44.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 989 processing time: 58 ms 0: 640x384 (no detections), 44.1ms Speed: 3.4ms preprocess, 44.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 990 processing time: 62 ms 0: 640x384 (no detections), 44.1ms Speed: 3.2ms preprocess, 44.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 991 processing time: 59 ms 0: 640x384 (no detections), 43.9ms Speed: 3.0ms preprocess, 43.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Frame 992 processing time: 61 ms 0: 640x384 (no detections), 45.3ms Speed: 7.0ms preprocess, 45.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 993 processing time: 62 ms 0: 640x384 (no detections), 43.4ms Speed: 3.3ms preprocess, 43.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 994 processing time: 59 ms 0: 640x384 (no detections), 43.8ms Speed: 3.6ms preprocess, 43.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 995 processing time: 61 ms 0: 640x384 (no detections), 43.6ms Speed: 3.7ms preprocess, 43.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 996 processing time: 59 ms 0: 640x384 (no detections), 43.4ms Speed: 2.9ms preprocess, 43.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 997 processing time: 57 ms 0: 640x384 (no detections), 43.5ms Speed: 2.9ms preprocess, 43.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 998 processing time: 58 ms 0: 640x384 (no detections), 43.5ms Speed: 3.5ms preprocess, 43.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 999 processing time: 59 ms 0: 640x384 (no detections), 43.6ms Speed: 3.0ms preprocess, 43.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1000 processing time: 59 ms 0: 640x384 (no detections), 43.5ms Speed: 3.3ms preprocess, 43.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1001 processing time: 58 ms 0: 640x384 (no detections), 43.6ms Speed: 3.3ms preprocess, 43.6ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1002 processing time: 58 ms 0: 640x384 (no detections), 43.4ms Speed: 3.5ms preprocess, 43.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1003 processing time: 59 ms 0: 640x384 (no detections), 43.4ms Speed: 3.8ms preprocess, 43.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1004 processing time: 60 ms 0: 640x384 (no detections), 43.3ms Speed: 3.5ms preprocess, 43.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1005 processing time: 59 ms 0: 640x384 (no detections), 43.2ms Speed: 3.4ms preprocess, 43.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1006 processing time: 59 ms 0: 640x384 (no detections), 42.9ms Speed: 3.6ms preprocess, 42.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1007 processing time: 60 ms 0: 640x384 (no detections), 43.1ms Speed: 3.0ms preprocess, 43.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1008 processing time: 57 ms 0: 640x384 (no detections), 43.1ms Speed: 3.5ms preprocess, 43.1ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1009 processing time: 60 ms 0: 640x384 (no detections), 43.9ms Speed: 3.5ms preprocess, 43.9ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 1010 processing time: 62 ms 0: 640x384 (no detections), 43.1ms Speed: 3.4ms preprocess, 43.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1011 processing time: 60 ms 0: 640x384 (no detections), 43.4ms Speed: 3.2ms preprocess, 43.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1012 processing time: 57 ms 0: 640x384 (no detections), 43.4ms Speed: 4.1ms preprocess, 43.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1013 processing time: 60 ms 0: 640x384 (no detections), 43.4ms Speed: 2.9ms preprocess, 43.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1014 processing time: 60 ms 0: 640x384 (no detections), 43.2ms Speed: 3.3ms preprocess, 43.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1015 processing time: 58 ms 0: 640x384 (no detections), 43.2ms Speed: 3.2ms preprocess, 43.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1016 processing time: 59 ms 0: 640x384 (no detections), 43.4ms Speed: 3.4ms preprocess, 43.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1017 processing time: 58 ms 0: 640x384 (no detections), 42.8ms Speed: 3.8ms preprocess, 42.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1018 processing time: 59 ms 0: 640x384 (no detections), 42.9ms Speed: 3.1ms preprocess, 42.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1019 processing time: 58 ms 0: 640x384 (no detections), 43.0ms Speed: 4.7ms preprocess, 43.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1020 processing time: 62 ms 0: 640x384 (no detections), 42.8ms Speed: 3.1ms preprocess, 42.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1021 processing time: 58 ms 0: 640x384 (no detections), 43.2ms Speed: 4.5ms preprocess, 43.2ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 1022 processing time: 61 ms 0: 640x384 (no detections), 43.1ms Speed: 3.1ms preprocess, 43.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1023 processing time: 60 ms 0: 640x384 (no detections), 43.0ms Speed: 3.7ms preprocess, 43.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1024 processing time: 58 ms 0: 640x384 (no detections), 42.9ms Speed: 3.5ms preprocess, 42.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1025 processing time: 58 ms 0: 640x384 (no detections), 43.2ms Speed: 3.2ms preprocess, 43.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1026 processing time: 60 ms 0: 640x384 (no detections), 43.0ms Speed: 2.9ms preprocess, 43.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1027 processing time: 58 ms 0: 640x384 (no detections), 42.8ms Speed: 3.4ms preprocess, 42.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1028 processing time: 56 ms 0: 640x384 (no detections), 42.6ms Speed: 3.3ms preprocess, 42.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1029 processing time: 59 ms 0: 640x384 (no detections), 42.7ms Speed: 3.6ms preprocess, 42.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1030 processing time: 58 ms 0: 640x384 (no detections), 42.5ms Speed: 2.5ms preprocess, 42.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1031 processing time: 57 ms 0: 640x384 (no detections), 42.5ms Speed: 3.0ms preprocess, 42.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1032 processing time: 55 ms 0: 640x384 (no detections), 42.5ms Speed: 3.5ms preprocess, 42.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1033 processing time: 56 ms 0: 640x384 (no detections), 42.8ms Speed: 3.3ms preprocess, 42.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1034 processing time: 57 ms 0: 640x384 (no detections), 42.5ms Speed: 3.4ms preprocess, 42.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1035 processing time: 57 ms 0: 640x384 (no detections), 22.4ms Speed: 2.3ms preprocess, 22.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1036 processing time: 34 ms 0: 640x384 (no detections), 22.6ms Speed: 3.9ms preprocess, 22.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1037 processing time: 40 ms 0: 640x384 (no detections), 19.3ms Speed: 2.5ms preprocess, 19.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1038 processing time: 36 ms 0: 640x384 (no detections), 29.3ms Speed: 3.4ms preprocess, 29.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1039 processing time: 45 ms 0: 640x384 (no detections), 23.5ms Speed: 2.6ms preprocess, 23.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1040 processing time: 43 ms 0: 640x384 1 Pothole, 22.1ms Speed: 2.8ms preprocess, 22.1ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(163,434,201,443) Frame 1041 processing time: 41 ms 0: 640x384 (no detections), 10.8ms Speed: 2.4ms preprocess, 10.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1042 processing time: 23 ms 0: 640x384 (no detections), 10.5ms Speed: 2.5ms preprocess, 10.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1043 processing time: 25 ms 0: 640x384 (no detections), 20.7ms Speed: 2.5ms preprocess, 20.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1044 processing time: 34 ms 0: 640x384 (no detections), 24.5ms Speed: 2.7ms preprocess, 24.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1045 processing time: 37 ms 0: 640x384 (no detections), 20.8ms Speed: 2.3ms preprocess, 20.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1046 processing time: 33 ms 0: 640x384 (no detections), 26.8ms Speed: 2.2ms preprocess, 26.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1047 processing time: 39 ms 0: 640x384 (no detections), 17.1ms Speed: 2.4ms preprocess, 17.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1048 processing time: 36 ms 0: 640x384 (no detections), 21.5ms Speed: 2.4ms preprocess, 21.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1049 processing time: 35 ms 0: 640x384 (no detections), 20.5ms Speed: 2.3ms preprocess, 20.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1050 processing time: 33 ms 0: 640x384 (no detections), 23.6ms Speed: 3.1ms preprocess, 23.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1051 processing time: 37 ms 0: 640x384 (no detections), 24.1ms Speed: 2.5ms preprocess, 24.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1052 processing time: 39 ms 0: 640x384 (no detections), 27.1ms Speed: 2.5ms preprocess, 27.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1053 processing time: 39 ms 0: 640x384 (no detections), 15.1ms Speed: 2.2ms preprocess, 15.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1054 processing time: 27 ms 0: 640x384 (no detections), 17.3ms Speed: 2.6ms preprocess, 17.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1055 processing time: 32 ms 0: 640x384 (no detections), 17.3ms Speed: 2.6ms preprocess, 17.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1056 processing time: 32 ms 0: 640x384 (no detections), 17.7ms Speed: 2.4ms preprocess, 17.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1057 processing time: 32 ms 0: 640x384 (no detections), 18.0ms Speed: 1.7ms preprocess, 18.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1058 processing time: 30 ms 0: 640x384 (no detections), 18.7ms Speed: 2.3ms preprocess, 18.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1059 processing time: 32 ms 0: 640x384 (no detections), 18.7ms Speed: 3.0ms preprocess, 18.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1060 processing time: 38 ms 0: 640x384 (no detections), 19.3ms Speed: 2.5ms preprocess, 19.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1061 processing time: 35 ms 0: 640x384 (no detections), 19.4ms Speed: 2.4ms preprocess, 19.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1062 processing time: 32 ms 0: 640x384 (no detections), 20.1ms Speed: 2.9ms preprocess, 20.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1063 processing time: 36 ms 0: 640x384 (no detections), 21.5ms Speed: 2.6ms preprocess, 21.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1064 processing time: 37 ms 0: 640x384 (no detections), 20.0ms Speed: 2.4ms preprocess, 20.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1065 processing time: 33 ms 0: 640x384 (no detections), 20.7ms Speed: 1.8ms preprocess, 20.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1066 processing time: 32 ms 0: 640x384 (no detections), 20.6ms Speed: 2.1ms preprocess, 20.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1067 processing time: 34 ms 0: 640x384 (no detections), 22.5ms Speed: 2.6ms preprocess, 22.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1068 processing time: 41 ms 0: 640x384 (no detections), 21.5ms Speed: 2.6ms preprocess, 21.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1069 processing time: 38 ms 0: 640x384 (no detections), 21.9ms Speed: 2.1ms preprocess, 21.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1070 processing time: 36 ms 0: 640x384 (no detections), 21.8ms Speed: 2.6ms preprocess, 21.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1071 processing time: 39 ms 0: 640x384 (no detections), 22.7ms Speed: 2.4ms preprocess, 22.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1072 processing time: 41 ms 0: 640x384 (no detections), 22.6ms Speed: 2.4ms preprocess, 22.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1073 processing time: 37 ms 0: 640x384 (no detections), 23.7ms Speed: 2.7ms preprocess, 23.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 1074 processing time: 39 ms 0: 640x384 (no detections), 24.1ms Speed: 2.4ms preprocess, 24.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1075 processing time: 37 ms 0: 640x384 (no detections), 24.7ms Speed: 2.0ms preprocess, 24.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 1076 processing time: 37 ms 0: 640x384 (no detections), 25.7ms Speed: 2.8ms preprocess, 25.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1077 processing time: 40 ms 0: 640x384 (no detections), 25.6ms Speed: 2.5ms preprocess, 25.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1078 processing time: 39 ms 0: 640x384 (no detections), 25.8ms Speed: 2.7ms preprocess, 25.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1079 processing time: 38 ms 0: 640x384 (no detections), 26.1ms Speed: 2.6ms preprocess, 26.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1080 processing time: 39 ms 0: 640x384 (no detections), 27.3ms Speed: 1.8ms preprocess, 27.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1081 processing time: 44 ms 0: 640x384 (no detections), 28.0ms Speed: 2.2ms preprocess, 28.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 1082 processing time: 43 ms 0: 640x384 (no detections), 27.4ms Speed: 2.7ms preprocess, 27.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1083 processing time: 41 ms 0: 640x384 (no detections), 27.8ms Speed: 2.5ms preprocess, 27.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1084 processing time: 40 ms 0: 640x384 (no detections), 28.9ms Speed: 2.5ms preprocess, 28.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1085 processing time: 42 ms 0: 640x384 (no detections), 51.9ms Speed: 3.3ms preprocess, 51.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1086 processing time: 66 ms 0: 640x384 (no detections), 51.8ms Speed: 4.7ms preprocess, 51.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1087 processing time: 71 ms 0: 640x384 (no detections), 51.2ms Speed: 3.6ms preprocess, 51.2ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1088 processing time: 67 ms 0: 640x384 (no detections), 51.0ms Speed: 2.6ms preprocess, 51.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1089 processing time: 67 ms 0: 640x384 (no detections), 51.2ms Speed: 3.3ms preprocess, 51.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1090 processing time: 67 ms 0: 640x384 (no detections), 51.2ms Speed: 3.6ms preprocess, 51.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1091 processing time: 66 ms 0: 640x384 (no detections), 51.0ms Speed: 2.3ms preprocess, 51.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1092 processing time: 64 ms 0: 640x384 (no detections), 51.0ms Speed: 3.5ms preprocess, 51.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1093 processing time: 68 ms 0: 640x384 (no detections), 49.3ms Speed: 3.7ms preprocess, 49.3ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1094 processing time: 64 ms 0: 640x384 (no detections), 49.4ms Speed: 3.4ms preprocess, 49.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1095 processing time: 64 ms 0: 640x384 (no detections), 49.3ms Speed: 3.2ms preprocess, 49.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1096 processing time: 65 ms 0: 640x384 (no detections), 49.5ms Speed: 3.8ms preprocess, 49.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1097 processing time: 66 ms 0: 640x384 (no detections), 49.4ms Speed: 3.7ms preprocess, 49.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1098 processing time: 65 ms 0: 640x384 (no detections), 48.7ms Speed: 3.9ms preprocess, 48.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 1099 processing time: 65 ms 0: 640x384 (no detections), 48.7ms Speed: 3.8ms preprocess, 48.7ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1100 processing time: 66 ms 0: 640x384 (no detections), 48.6ms Speed: 3.3ms preprocess, 48.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1101 processing time: 65 ms 0: 640x384 (no detections), 48.5ms Speed: 3.6ms preprocess, 48.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1102 processing time: 64 ms 0: 640x384 (no detections), 48.0ms Speed: 3.6ms preprocess, 48.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1103 processing time: 63 ms 0: 640x384 (no detections), 47.8ms Speed: 3.3ms preprocess, 47.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1104 processing time: 63 ms 0: 640x384 (no detections), 47.9ms Speed: 3.5ms preprocess, 47.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1105 processing time: 64 ms 0: 640x384 (no detections), 48.0ms Speed: 3.3ms preprocess, 48.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1106 processing time: 63 ms 0: 640x384 (no detections), 47.0ms Speed: 4.0ms preprocess, 47.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1107 processing time: 62 ms 0: 640x384 (no detections), 47.0ms Speed: 3.5ms preprocess, 47.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1108 processing time: 62 ms 0: 640x384 (no detections), 47.5ms Speed: 4.2ms preprocess, 47.5ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1109 processing time: 64 ms 0: 640x384 (no detections), 47.0ms Speed: 3.4ms preprocess, 47.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1110 processing time: 62 ms 0: 640x384 (no detections), 46.2ms Speed: 3.5ms preprocess, 46.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1111 processing time: 61 ms 0: 640x384 (no detections), 45.9ms Speed: 3.5ms preprocess, 45.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1112 processing time: 62 ms 0: 640x384 (no detections), 45.9ms Speed: 4.5ms preprocess, 45.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1113 processing time: 63 ms 0: 640x384 (no detections), 46.1ms Speed: 3.0ms preprocess, 46.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1114 processing time: 60 ms 0: 640x384 (no detections), 46.2ms Speed: 4.1ms preprocess, 46.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1115 processing time: 61 ms 0: 640x384 (no detections), 46.0ms Speed: 3.8ms preprocess, 46.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1116 processing time: 62 ms 0: 640x384 (no detections), 46.3ms Speed: 4.1ms preprocess, 46.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1117 processing time: 62 ms 0: 640x384 (no detections), 45.5ms Speed: 3.7ms preprocess, 45.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1118 processing time: 62 ms 0: 640x384 (no detections), 45.7ms Speed: 3.3ms preprocess, 45.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1119 processing time: 59 ms 0: 640x384 (no detections), 45.5ms Speed: 4.6ms preprocess, 45.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1120 processing time: 65 ms 0: 640x384 (no detections), 45.6ms Speed: 3.8ms preprocess, 45.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1121 processing time: 61 ms 0: 640x384 (no detections), 45.5ms Speed: 3.3ms preprocess, 45.5ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 1122 processing time: 62 ms 0: 640x384 (no detections), 45.2ms Speed: 3.4ms preprocess, 45.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1123 processing time: 60 ms 0: 640x384 (no detections), 45.6ms Speed: 4.1ms preprocess, 45.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1124 processing time: 60 ms 0: 640x384 (no detections), 45.4ms Speed: 3.8ms preprocess, 45.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1125 processing time: 61 ms 0: 640x384 (no detections), 45.3ms Speed: 2.8ms preprocess, 45.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1126 processing time: 58 ms 0: 640x384 (no detections), 45.2ms Speed: 3.0ms preprocess, 45.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1127 processing time: 62 ms 0: 640x384 (no detections), 45.2ms Speed: 3.4ms preprocess, 45.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1128 processing time: 59 ms 0: 640x384 (no detections), 45.1ms Speed: 3.5ms preprocess, 45.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1129 processing time: 60 ms 0: 640x384 (no detections), 45.2ms Speed: 3.4ms preprocess, 45.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1130 processing time: 61 ms 0: 640x384 1 Pothole, 45.2ms Speed: 2.6ms preprocess, 45.2ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.30, BBox=(0,614,403,960) Frame 1131 processing time: 65 ms 0: 640x384 (no detections), 45.1ms Speed: 3.3ms preprocess, 45.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1132 processing time: 59 ms 0: 640x384 (no detections), 45.4ms Speed: 3.7ms preprocess, 45.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1133 processing time: 59 ms 0: 640x384 1 Pothole, 44.4ms Speed: 2.6ms preprocess, 44.4ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.33, BBox=(4,633,468,960) Frame 1134 processing time: 65 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.4ms preprocess, 44.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.29, BBox=(4,630,466,960) Frame 1135 processing time: 63 ms 0: 640x384 (no detections), 44.7ms Speed: 3.8ms preprocess, 44.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1136 processing time: 61 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.7ms preprocess, 44.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.36, BBox=(3,621,403,960) Frame 1137 processing time: 67 ms 0: 640x384 (no detections), 44.6ms Speed: 3.2ms preprocess, 44.6ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1138 processing time: 60 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.7ms preprocess, 44.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.29, BBox=(0,665,248,960) Frame 1139 processing time: 63 ms 0: 640x384 (no detections), 44.4ms Speed: 3.2ms preprocess, 44.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1140 processing time: 59 ms 0: 640x384 (no detections), 45.0ms Speed: 3.6ms preprocess, 45.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1141 processing time: 60 ms 0: 640x384 (no detections), 44.8ms Speed: 3.2ms preprocess, 44.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1142 processing time: 59 ms 0: 640x384 (no detections), 44.7ms Speed: 3.3ms preprocess, 44.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1143 processing time: 59 ms 0: 640x384 (no detections), 44.5ms Speed: 4.0ms preprocess, 44.5ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1144 processing time: 63 ms 0: 640x384 (no detections), 45.2ms Speed: 3.3ms preprocess, 45.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1145 processing time: 60 ms 0: 640x384 (no detections), 45.4ms Speed: 3.2ms preprocess, 45.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1146 processing time: 60 ms 0: 640x384 (no detections), 44.5ms Speed: 3.3ms preprocess, 44.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1147 processing time: 60 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.2ms preprocess, 44.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(179,487,201,500) Frame 1148 processing time: 64 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.4ms preprocess, 44.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(246,482,292,491) Frame 1149 processing time: 64 ms 0: 640x384 2 Potholes, 44.7ms Speed: 3.3ms preprocess, 44.7ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.33, BBox=(247,483,293,493) Pothole detected: Conf=0.32, BBox=(180,496,207,506) Frame 1150 processing time: 64 ms 0: 640x384 2 Potholes, 44.6ms Speed: 3.4ms preprocess, 44.6ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.36, BBox=(176,496,204,507) Pothole detected: Conf=0.32, BBox=(245,484,293,494) Frame 1151 processing time: 64 ms 0: 640x384 2 Potholes, 44.9ms Speed: 3.4ms preprocess, 44.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.38, BBox=(241,481,288,492) Pothole detected: Conf=0.29, BBox=(174,493,199,503) Frame 1152 processing time: 67 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.0ms preprocess, 44.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(165,483,197,496) Frame 1153 processing time: 64 ms 0: 640x384 2 Potholes, 44.6ms Speed: 3.1ms preprocess, 44.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.46, BBox=(229,468,280,480) Pothole detected: Conf=0.36, BBox=(158,476,188,490) Frame 1154 processing time: 61 ms 0: 640x384 2 Potholes, 44.4ms Speed: 2.9ms preprocess, 44.4ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(148,471,182,486) Pothole detected: Conf=0.36, BBox=(221,464,277,476) Frame 1155 processing time: 65 ms 0: 640x384 2 Potholes, 44.6ms Speed: 3.6ms preprocess, 44.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(216,458,269,472) Pothole detected: Conf=0.31, BBox=(139,470,175,485) Frame 1156 processing time: 65 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.4ms preprocess, 44.5ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(201,458,240,469) Frame 1157 processing time: 68 ms 0: 640x384 (no detections), 44.4ms Speed: 2.5ms preprocess, 44.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1158 processing time: 58 ms 0: 640x384 (no detections), 44.6ms Speed: 3.2ms preprocess, 44.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1159 processing time: 61 ms 0: 640x384 1 Pothole, 44.5ms Speed: 3.4ms preprocess, 44.5ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.25, BBox=(5,767,447,960) Frame 1160 processing time: 68 ms 0: 640x384 1 Pothole, 44.5ms Speed: 4.1ms preprocess, 44.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(5,716,459,960) Frame 1161 processing time: 63 ms 0: 640x384 (no detections), 44.9ms Speed: 3.3ms preprocess, 44.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1162 processing time: 58 ms 0: 640x384 (no detections), 45.0ms Speed: 3.3ms preprocess, 45.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1163 processing time: 59 ms 0: 640x384 (no detections), 45.0ms Speed: 2.5ms preprocess, 45.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1164 processing time: 57 ms 0: 640x384 (no detections), 45.0ms Speed: 3.3ms preprocess, 45.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1165 processing time: 59 ms 0: 640x384 (no detections), 45.2ms Speed: 3.5ms preprocess, 45.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1166 processing time: 60 ms 0: 640x384 (no detections), 45.5ms Speed: 2.9ms preprocess, 45.5ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1167 processing time: 59 ms 0: 640x384 (no detections), 45.1ms Speed: 3.4ms preprocess, 45.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1168 processing time: 61 ms 0: 640x384 (no detections), 45.2ms Speed: 3.1ms preprocess, 45.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1169 processing time: 58 ms 0: 640x384 (no detections), 45.1ms Speed: 4.0ms preprocess, 45.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1170 processing time: 59 ms 0: 640x384 (no detections), 44.4ms Speed: 4.3ms preprocess, 44.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1171 processing time: 60 ms 0: 640x384 (no detections), 44.4ms Speed: 3.2ms preprocess, 44.4ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1172 processing time: 59 ms 0: 640x384 (no detections), 44.4ms Speed: 3.4ms preprocess, 44.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1173 processing time: 57 ms 0: 640x384 (no detections), 44.1ms Speed: 2.5ms preprocess, 44.1ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1174 processing time: 60 ms 0: 640x384 (no detections), 44.1ms Speed: 4.2ms preprocess, 44.1ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1175 processing time: 59 ms 0: 640x384 (no detections), 44.1ms Speed: 3.9ms preprocess, 44.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1176 processing time: 58 ms 0: 640x384 (no detections), 43.9ms Speed: 3.1ms preprocess, 43.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1177 processing time: 59 ms 0: 640x384 (no detections), 44.5ms Speed: 3.4ms preprocess, 44.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1178 processing time: 58 ms Video saved as pothole_detection_timed.mp4
InΒ [Β ]:
import cv2
import time
from ultralytics import YOLO
# -------------------- Load YOLO model --------------------
model = YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
# -------------------- Load input video --------------------
cap = cv2.VideoCapture("input_video1.mp4")
if not cap.isOpened():
print("Error: Cannot open video")
exit()
frame_count = int(cap.get(cv2.CAP_PROP_FRAME_COUNT))
frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
print(f"Total frames in video: {frame_count}")
# Output video writer
output_fps = 5
out = cv2.VideoWriter(
"pothole_detection_half_frames.mp4",
cv2.VideoWriter_fourcc(*'mp4v'),
output_fps,
(frame_width, frame_height)
)
# -------------------- Frame Processing --------------------
current_frame = 0
frame_skip = 2 # Process every 2nd frame (half the frames)
while current_frame < frame_count:
cap.set(cv2.CAP_PROP_POS_FRAMES, current_frame)
ret, frame = cap.read()
if not ret:
print("Failed to grab frame")
break
start_time = time.time()
# Run YOLO detection
results = model(frame, conf=0.25)
annotated_frame = results[0].plot()
# Show annotated frame
cv2.imshow("Simulated Output (Half Frames)", annotated_frame)
out.write(annotated_frame)
# Print detection info
for box in results[0].boxes:
conf = float(box.conf[0])
x1, y1, x2, y2 = box.xyxy[0].tolist()
print(f"Pothole detected: Conf={conf:.2f}, BBox=({x1:.0f},{y1:.0f},{x2:.0f},{y2:.0f})")
# Measure processing time
elapsed_time_ms = int((time.time() - start_time) * 1000)
print(f"Frame {current_frame} processing time: {elapsed_time_ms} ms")
# Wait to simulate real-time output
key = cv2.waitKey(elapsed_time_ms if elapsed_time_ms > 1 else 1)
if key & 0xFF == ord('q'):
print("Interrupted by user.")
break
# Move to next frame (skip frames)
current_frame += frame_skip
# -------------------- Cleanup --------------------
cap.release()
out.release()
cv2.destroyAllWindows()
print("Video saved as 'pothole_detection_half_frames.mp4'")
Total frames in video: 1179 0: 640x384 (no detections), 54.0ms Speed: 4.6ms preprocess, 54.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 384) Frame 0 processing time: 507 ms 0: 640x384 (no detections), 9.8ms Speed: 1.3ms preprocess, 9.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 2 processing time: 23 ms 0: 640x384 (no detections), 26.3ms Speed: 3.3ms preprocess, 26.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Frame 4 processing time: 53 ms 0: 640x384 (no detections), 37.7ms Speed: 2.1ms preprocess, 37.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 6 processing time: 54 ms 0: 640x384 (no detections), 14.0ms Speed: 3.3ms preprocess, 14.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 8 processing time: 27 ms 0: 640x384 (no detections), 16.7ms Speed: 2.2ms preprocess, 16.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 10 processing time: 32 ms 0: 640x384 (no detections), 10.5ms Speed: 1.3ms preprocess, 10.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 12 processing time: 20 ms 0: 640x384 (no detections), 42.9ms Speed: 2.7ms preprocess, 42.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 14 processing time: 57 ms 0: 640x384 (no detections), 31.3ms Speed: 3.1ms preprocess, 31.3ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 16 processing time: 45 ms 0: 640x384 1 Pothole, 7.9ms Speed: 1.6ms preprocess, 7.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.59, BBox=(2,522,148,624) Frame 18 processing time: 21 ms 0: 640x384 1 Pothole, 9.3ms Speed: 1.5ms preprocess, 9.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(0,532,137,633) Frame 20 processing time: 22 ms 0: 640x384 1 Pothole, 47.3ms Speed: 3.1ms preprocess, 47.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(0,540,134,649) Frame 22 processing time: 62 ms 0: 640x384 1 Pothole, 31.9ms Speed: 3.2ms preprocess, 31.9ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.38, BBox=(1,546,126,655) Frame 24 processing time: 49 ms 0: 640x384 1 Pothole, 10.6ms Speed: 1.7ms preprocess, 10.6ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(1,554,114,664) Frame 26 processing time: 25 ms 0: 640x384 1 Pothole, 12.8ms Speed: 2.1ms preprocess, 12.8ms inference, 8.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(0,565,86,666) Frame 28 processing time: 34 ms 0: 640x384 1 Pothole, 12.7ms Speed: 1.9ms preprocess, 12.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(0,575,81,661) Frame 30 processing time: 27 ms 0: 640x384 (no detections), 27.5ms Speed: 2.6ms preprocess, 27.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 32 processing time: 41 ms 0: 640x384 1 Pothole, 13.7ms Speed: 1.6ms preprocess, 13.7ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.36, BBox=(0,599,60,671) Frame 34 processing time: 32 ms 0: 640x384 (no detections), 14.2ms Speed: 1.8ms preprocess, 14.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 36 processing time: 27 ms 0: 640x384 (no detections), 14.0ms Speed: 1.6ms preprocess, 14.0ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 384) Frame 38 processing time: 28 ms 0: 640x384 (no detections), 13.9ms Speed: 1.7ms preprocess, 13.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 40 processing time: 25 ms 0: 640x384 (no detections), 42.4ms Speed: 3.2ms preprocess, 42.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 42 processing time: 58 ms 0: 640x384 (no detections), 15.1ms Speed: 1.4ms preprocess, 15.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 44 processing time: 27 ms 0: 640x384 (no detections), 16.1ms Speed: 1.5ms preprocess, 16.1ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Frame 46 processing time: 32 ms 0: 640x384 (no detections), 15.2ms Speed: 2.8ms preprocess, 15.2ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 384) Frame 48 processing time: 30 ms 0: 640x384 (no detections), 22.7ms Speed: 2.5ms preprocess, 22.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 50 processing time: 33 ms 0: 640x384 (no detections), 15.6ms Speed: 2.3ms preprocess, 15.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 52 processing time: 29 ms 0: 640x384 (no detections), 16.1ms Speed: 1.5ms preprocess, 16.1ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 384) Frame 54 processing time: 31 ms 0: 640x384 (no detections), 25.9ms Speed: 2.9ms preprocess, 25.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 56 processing time: 38 ms 0: 640x384 (no detections), 16.7ms Speed: 1.6ms preprocess, 16.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 58 processing time: 30 ms 0: 640x384 (no detections), 17.7ms Speed: 2.6ms preprocess, 17.7ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 60 processing time: 31 ms 0: 640x384 (no detections), 31.5ms Speed: 2.8ms preprocess, 31.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 62 processing time: 44 ms 0: 640x384 (no detections), 17.5ms Speed: 2.2ms preprocess, 17.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 64 processing time: 29 ms 0: 640x384 (no detections), 19.6ms Speed: 2.6ms preprocess, 19.6ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Frame 66 processing time: 39 ms 0: 640x384 (no detections), 18.2ms Speed: 2.5ms preprocess, 18.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 68 processing time: 29 ms 0: 640x384 (no detections), 18.9ms Speed: 1.8ms preprocess, 18.9ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 70 processing time: 29 ms 0: 640x384 (no detections), 18.8ms Speed: 2.1ms preprocess, 18.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 72 processing time: 31 ms 0: 640x384 (no detections), 20.0ms Speed: 2.2ms preprocess, 20.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 74 processing time: 31 ms 0: 640x384 (no detections), 20.0ms Speed: 2.6ms preprocess, 20.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 76 processing time: 31 ms 0: 640x384 (no detections), 20.6ms Speed: 2.9ms preprocess, 20.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 78 processing time: 31 ms 0: 640x384 (no detections), 20.6ms Speed: 2.2ms preprocess, 20.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 80 processing time: 30 ms 0: 640x384 (no detections), 20.6ms Speed: 1.7ms preprocess, 20.6ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 384) Frame 82 processing time: 33 ms 0: 640x384 (no detections), 20.8ms Speed: 2.3ms preprocess, 20.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 84 processing time: 31 ms 0: 640x384 (no detections), 21.2ms Speed: 2.4ms preprocess, 21.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 86 processing time: 32 ms 0: 640x384 (no detections), 21.2ms Speed: 1.9ms preprocess, 21.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 88 processing time: 32 ms 0: 640x384 (no detections), 21.4ms Speed: 1.5ms preprocess, 21.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 90 processing time: 31 ms 0: 640x384 (no detections), 21.4ms Speed: 2.1ms preprocess, 21.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 92 processing time: 32 ms 0: 640x384 (no detections), 21.8ms Speed: 2.1ms preprocess, 21.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 94 processing time: 32 ms 0: 640x384 (no detections), 21.6ms Speed: 2.1ms preprocess, 21.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 96 processing time: 31 ms 0: 640x384 (no detections), 21.8ms Speed: 1.8ms preprocess, 21.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 98 processing time: 32 ms 0: 640x384 (no detections), 22.5ms Speed: 2.1ms preprocess, 22.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 100 processing time: 31 ms 0: 640x384 (no detections), 22.3ms Speed: 1.9ms preprocess, 22.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 102 processing time: 31 ms 0: 640x384 (no detections), 23.4ms Speed: 2.3ms preprocess, 23.4ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 104 processing time: 36 ms 0: 640x384 (no detections), 23.2ms Speed: 2.0ms preprocess, 23.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 106 processing time: 35 ms 0: 640x384 (no detections), 23.5ms Speed: 2.0ms preprocess, 23.5ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 108 processing time: 34 ms 0: 640x384 (no detections), 23.8ms Speed: 2.8ms preprocess, 23.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 110 processing time: 35 ms 0: 640x384 (no detections), 24.3ms Speed: 1.7ms preprocess, 24.3ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 112 processing time: 34 ms 0: 640x384 (no detections), 24.9ms Speed: 2.8ms preprocess, 24.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 114 processing time: 36 ms 0: 640x384 (no detections), 26.1ms Speed: 2.2ms preprocess, 26.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384) Frame 116 processing time: 41 ms 0: 640x384 (no detections), 25.6ms Speed: 1.7ms preprocess, 25.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 118 processing time: 35 ms 0: 640x384 (no detections), 26.1ms Speed: 3.3ms preprocess, 26.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 120 processing time: 39 ms 0: 640x384 (no detections), 25.9ms Speed: 1.6ms preprocess, 25.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 122 processing time: 36 ms 0: 640x384 (no detections), 26.9ms Speed: 1.7ms preprocess, 26.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 124 processing time: 40 ms 0: 640x384 (no detections), 26.9ms Speed: 2.0ms preprocess, 26.9ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 126 processing time: 39 ms 0: 640x384 (no detections), 27.2ms Speed: 1.9ms preprocess, 27.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 128 processing time: 39 ms 0: 640x384 (no detections), 27.2ms Speed: 1.7ms preprocess, 27.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 130 processing time: 39 ms 0: 640x384 (no detections), 28.5ms Speed: 2.7ms preprocess, 28.5ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 384) Frame 132 processing time: 40 ms 0: 640x384 (no detections), 28.6ms Speed: 2.9ms preprocess, 28.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 134 processing time: 39 ms 0: 640x384 (no detections), 28.9ms Speed: 2.5ms preprocess, 28.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 136 processing time: 39 ms 0: 640x384 (no detections), 28.9ms Speed: 3.0ms preprocess, 28.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 138 processing time: 39 ms 0: 640x384 (no detections), 28.9ms Speed: 2.0ms preprocess, 28.9ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Frame 140 processing time: 45 ms 0: 640x384 (no detections), 29.0ms Speed: 2.5ms preprocess, 29.0ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 142 processing time: 41 ms 0: 640x384 (no detections), 30.5ms Speed: 2.7ms preprocess, 30.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 144 processing time: 43 ms 0: 640x384 (no detections), 30.9ms Speed: 2.0ms preprocess, 30.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 146 processing time: 42 ms 0: 640x384 (no detections), 30.6ms Speed: 1.8ms preprocess, 30.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Frame 148 processing time: 46 ms 0: 640x384 (no detections), 32.1ms Speed: 2.1ms preprocess, 32.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 150 processing time: 41 ms 0: 640x384 (no detections), 32.3ms Speed: 1.7ms preprocess, 32.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 152 processing time: 42 ms 0: 640x384 (no detections), 32.7ms Speed: 2.7ms preprocess, 32.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 154 processing time: 44 ms 0: 640x384 (no detections), 32.7ms Speed: 3.0ms preprocess, 32.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 156 processing time: 42 ms 0: 640x384 (no detections), 32.6ms Speed: 1.6ms preprocess, 32.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 158 processing time: 42 ms 0: 640x384 (no detections), 32.6ms Speed: 3.4ms preprocess, 32.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 160 processing time: 46 ms 0: 640x384 (no detections), 32.8ms Speed: 1.9ms preprocess, 32.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 162 processing time: 48 ms 0: 640x384 (no detections), 32.6ms Speed: 2.4ms preprocess, 32.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 164 processing time: 42 ms 0: 640x384 (no detections), 32.6ms Speed: 2.2ms preprocess, 32.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 166 processing time: 44 ms 0: 640x384 (no detections), 32.6ms Speed: 1.8ms preprocess, 32.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 168 processing time: 42 ms 0: 640x384 (no detections), 32.7ms Speed: 3.0ms preprocess, 32.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 170 processing time: 46 ms 0: 640x384 (no detections), 32.6ms Speed: 2.2ms preprocess, 32.6ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Frame 172 processing time: 47 ms 0: 640x384 (no detections), 32.6ms Speed: 1.8ms preprocess, 32.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 174 processing time: 43 ms 0: 640x384 (no detections), 53.5ms Speed: 3.1ms preprocess, 53.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 176 processing time: 67 ms 0: 640x384 (no detections), 53.9ms Speed: 2.7ms preprocess, 53.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 178 processing time: 64 ms 0: 640x384 (no detections), 53.3ms Speed: 2.7ms preprocess, 53.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 180 processing time: 65 ms 0: 640x384 (no detections), 52.0ms Speed: 2.5ms preprocess, 52.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384) Frame 182 processing time: 72 ms 0: 640x384 (no detections), 52.1ms Speed: 3.0ms preprocess, 52.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 184 processing time: 62 ms 0: 640x384 (no detections), 52.1ms Speed: 2.7ms preprocess, 52.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 186 processing time: 64 ms 0: 640x384 (no detections), 52.1ms Speed: 2.4ms preprocess, 52.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 188 processing time: 62 ms 0: 640x384 (no detections), 51.9ms Speed: 2.9ms preprocess, 51.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 190 processing time: 63 ms 0: 640x384 (no detections), 52.6ms Speed: 3.3ms preprocess, 52.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Frame 192 processing time: 66 ms 0: 640x384 1 Pothole, 51.8ms Speed: 2.8ms preprocess, 51.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.39, BBox=(194,557,262,616) Frame 194 processing time: 69 ms 0: 640x384 2 Potholes, 51.9ms Speed: 3.1ms preprocess, 51.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(197,557,255,615) Pothole detected: Conf=0.29, BBox=(226,653,302,682) Frame 196 processing time: 65 ms 0: 640x384 1 Pothole, 51.2ms Speed: 2.4ms preprocess, 51.2ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(195,553,256,618) Frame 198 processing time: 63 ms 0: 640x384 2 Potholes, 49.2ms Speed: 2.6ms preprocess, 49.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(219,661,307,691) Pothole detected: Conf=0.32, BBox=(195,557,257,617) Frame 200 processing time: 63 ms 0: 640x384 (no detections), 49.5ms Speed: 2.9ms preprocess, 49.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 202 processing time: 60 ms 0: 640x384 1 Pothole, 49.3ms Speed: 2.7ms preprocess, 49.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(194,548,253,615) Frame 204 processing time: 60 ms 0: 640x384 1 Pothole, 49.3ms Speed: 2.8ms preprocess, 49.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.44, BBox=(192,544,253,615) Frame 206 processing time: 62 ms 0: 640x384 1 Pothole, 49.4ms Speed: 3.2ms preprocess, 49.4ms inference, 7.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.46, BBox=(190,544,252,617) Frame 208 processing time: 69 ms 0: 640x384 1 Pothole, 49.2ms Speed: 2.9ms preprocess, 49.2ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(188,543,254,620) Frame 210 processing time: 66 ms 0: 640x384 (no detections), 49.4ms Speed: 2.8ms preprocess, 49.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 212 processing time: 60 ms 0: 640x384 (no detections), 49.2ms Speed: 2.8ms preprocess, 49.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 214 processing time: 59 ms 0: 640x384 (no detections), 49.4ms Speed: 3.5ms preprocess, 49.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 216 processing time: 60 ms 0: 640x384 (no detections), 49.3ms Speed: 3.1ms preprocess, 49.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 218 processing time: 61 ms 0: 640x384 (no detections), 49.7ms Speed: 2.4ms preprocess, 49.7ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 220 processing time: 61 ms 0: 640x384 (no detections), 47.0ms Speed: 2.6ms preprocess, 47.0ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 222 processing time: 57 ms 0: 640x384 (no detections), 47.0ms Speed: 2.9ms preprocess, 47.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 224 processing time: 60 ms 0: 640x384 (no detections), 47.0ms Speed: 2.8ms preprocess, 47.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 226 processing time: 58 ms 0: 640x384 (no detections), 46.1ms Speed: 4.5ms preprocess, 46.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 228 processing time: 58 ms 0: 640x384 (no detections), 46.4ms Speed: 2.8ms preprocess, 46.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 230 processing time: 60 ms 0: 640x384 (no detections), 46.2ms Speed: 2.9ms preprocess, 46.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 232 processing time: 59 ms 0: 640x384 (no detections), 46.2ms Speed: 3.0ms preprocess, 46.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 234 processing time: 58 ms 0: 640x384 (no detections), 45.9ms Speed: 2.8ms preprocess, 45.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 236 processing time: 59 ms 0: 640x384 (no detections), 45.1ms Speed: 3.3ms preprocess, 45.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 238 processing time: 58 ms 0: 640x384 (no detections), 45.4ms Speed: 4.5ms preprocess, 45.4ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 240 processing time: 59 ms 0: 640x384 (no detections), 44.8ms Speed: 2.7ms preprocess, 44.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 242 processing time: 56 ms 0: 640x384 (no detections), 44.9ms Speed: 2.5ms preprocess, 44.9ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 244 processing time: 57 ms 0: 640x384 (no detections), 45.1ms Speed: 3.3ms preprocess, 45.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 246 processing time: 58 ms 0: 640x384 (no detections), 45.5ms Speed: 2.8ms preprocess, 45.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Frame 248 processing time: 60 ms 0: 640x384 (no detections), 45.2ms Speed: 3.6ms preprocess, 45.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 384) Frame 250 processing time: 62 ms 0: 640x384 (no detections), 45.1ms Speed: 3.3ms preprocess, 45.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Frame 252 processing time: 59 ms 0: 640x384 (no detections), 44.8ms Speed: 2.7ms preprocess, 44.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 254 processing time: 57 ms 0: 640x384 1 Pothole, 45.2ms Speed: 3.7ms preprocess, 45.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(73,494,193,567) Frame 256 processing time: 61 ms 0: 640x384 (no detections), 45.6ms Speed: 3.0ms preprocess, 45.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 258 processing time: 57 ms 0: 640x384 (no detections), 45.7ms Speed: 2.4ms preprocess, 45.7ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 384) Frame 260 processing time: 60 ms 0: 640x384 (no detections), 45.1ms Speed: 2.8ms preprocess, 45.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 262 processing time: 55 ms 0: 640x384 (no detections), 44.5ms Speed: 2.6ms preprocess, 44.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 264 processing time: 55 ms 0: 640x384 (no detections), 45.5ms Speed: 2.7ms preprocess, 45.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 266 processing time: 56 ms 0: 640x384 (no detections), 45.0ms Speed: 2.8ms preprocess, 45.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 268 processing time: 58 ms 0: 640x384 (no detections), 44.6ms Speed: 3.7ms preprocess, 44.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 270 processing time: 57 ms 0: 640x384 (no detections), 44.6ms Speed: 2.9ms preprocess, 44.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 272 processing time: 56 ms 0: 640x384 (no detections), 44.4ms Speed: 2.5ms preprocess, 44.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 274 processing time: 55 ms 0: 640x384 (no detections), 44.7ms Speed: 2.7ms preprocess, 44.7ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Frame 276 processing time: 58 ms 0: 640x384 (no detections), 44.1ms Speed: 3.7ms preprocess, 44.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 278 processing time: 57 ms 0: 640x384 (no detections), 43.7ms Speed: 2.8ms preprocess, 43.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 280 processing time: 54 ms 0: 640x384 1 Pothole, 43.5ms Speed: 2.8ms preprocess, 43.5ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(225,517,285,536) Frame 282 processing time: 59 ms 0: 640x384 (no detections), 44.4ms Speed: 3.6ms preprocess, 44.4ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 284 processing time: 59 ms 0: 640x384 1 Pothole, 44.4ms Speed: 4.0ms preprocess, 44.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(150,504,198,527) Frame 286 processing time: 63 ms 0: 640x384 1 Pothole, 43.4ms Speed: 2.8ms preprocess, 43.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.57, BBox=(148,509,194,533) Frame 288 processing time: 58 ms 0: 640x384 1 Pothole, 43.5ms Speed: 2.6ms preprocess, 43.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.55, BBox=(144,518,196,543) Frame 290 processing time: 61 ms 0: 640x384 2 Potholes, 44.0ms Speed: 2.8ms preprocess, 44.0ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.58, BBox=(144,527,195,554) Pothole detected: Conf=0.31, BBox=(268,493,297,501) Frame 292 processing time: 61 ms 0: 640x384 1 Pothole, 43.4ms Speed: 2.6ms preprocess, 43.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.54, BBox=(144,535,197,563) Frame 294 processing time: 56 ms 0: 640x384 1 Pothole, 43.3ms Speed: 3.1ms preprocess, 43.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.42, BBox=(139,541,196,571) Frame 296 processing time: 60 ms 0: 640x384 1 Pothole, 43.6ms Speed: 3.9ms preprocess, 43.6ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.47, BBox=(131,540,190,573) Frame 298 processing time: 60 ms 0: 640x384 (no detections), 43.5ms Speed: 3.8ms preprocess, 43.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 300 processing time: 57 ms 0: 640x384 (no detections), 43.6ms Speed: 2.8ms preprocess, 43.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 302 processing time: 57 ms 0: 640x384 (no detections), 43.5ms Speed: 2.9ms preprocess, 43.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 304 processing time: 55 ms 0: 640x384 (no detections), 43.4ms Speed: 2.7ms preprocess, 43.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 306 processing time: 53 ms 0: 640x384 1 Pothole, 43.3ms Speed: 2.6ms preprocess, 43.3ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.30, BBox=(241,459,277,468) Frame 308 processing time: 55 ms 0: 640x384 2 Potholes, 43.4ms Speed: 3.1ms preprocess, 43.4ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(88,518,227,569) Pothole detected: Conf=0.31, BBox=(237,457,276,467) Frame 310 processing time: 60 ms 0: 640x384 2 Potholes, 43.3ms Speed: 3.0ms preprocess, 43.3ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(86,522,154,562) Pothole detected: Conf=0.34, BBox=(235,456,274,466) Frame 312 processing time: 58 ms 0: 640x384 1 Pothole, 43.2ms Speed: 3.1ms preprocess, 43.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(230,456,268,466) Frame 314 processing time: 57 ms 0: 640x384 1 Pothole, 43.2ms Speed: 2.6ms preprocess, 43.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(221,456,261,466) Frame 316 processing time: 55 ms 0: 640x384 (no detections), 43.1ms Speed: 2.6ms preprocess, 43.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 318 processing time: 53 ms 0: 640x384 (no detections), 43.2ms Speed: 2.7ms preprocess, 43.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 320 processing time: 53 ms 0: 640x384 (no detections), 42.8ms Speed: 2.6ms preprocess, 42.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 322 processing time: 53 ms 0: 640x384 (no detections), 42.9ms Speed: 2.9ms preprocess, 42.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 324 processing time: 52 ms 0: 640x384 (no detections), 42.9ms Speed: 2.7ms preprocess, 42.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 326 processing time: 52 ms 0: 640x384 1 Pothole, 42.5ms Speed: 2.9ms preprocess, 42.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(230,542,278,558) Frame 328 processing time: 55 ms 0: 640x384 (no detections), 42.5ms Speed: 2.8ms preprocess, 42.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 330 processing time: 54 ms 0: 640x384 1 Pothole, 42.4ms Speed: 2.9ms preprocess, 42.4ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(253,535,301,552) Frame 332 processing time: 55 ms 0: 640x384 1 Pothole, 42.6ms Speed: 2.7ms preprocess, 42.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.40, BBox=(266,546,314,563) Frame 334 processing time: 55 ms 0: 640x384 1 Pothole, 42.5ms Speed: 2.5ms preprocess, 42.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(278,567,326,583) Frame 336 processing time: 55 ms 0: 640x384 2 Potholes, 11.2ms Speed: 1.8ms preprocess, 11.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.56, BBox=(281,590,328,605) Pothole detected: Conf=0.28, BBox=(270,532,305,540) Frame 338 processing time: 22 ms 0: 640x384 2 Potholes, 10.6ms Speed: 1.8ms preprocess, 10.6ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(281,607,325,622) Pothole detected: Conf=0.28, BBox=(285,608,323,620) Frame 340 processing time: 22 ms 0: 640x384 (no detections), 10.6ms Speed: 1.5ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 342 processing time: 19 ms 0: 640x384 (no detections), 16.6ms Speed: 2.1ms preprocess, 16.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 344 processing time: 26 ms 0: 640x384 (no detections), 10.7ms Speed: 1.7ms preprocess, 10.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 346 processing time: 20 ms 0: 640x384 (no detections), 10.6ms Speed: 1.6ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 348 processing time: 21 ms 0: 640x384 1 Pothole, 18.2ms Speed: 1.9ms preprocess, 18.2ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.55, BBox=(39,528,203,647) Frame 350 processing time: 32 ms 0: 640x384 1 Pothole, 10.9ms Speed: 1.6ms preprocess, 10.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.39, BBox=(20,518,194,638) Frame 352 processing time: 21 ms 0: 640x384 1 Pothole, 10.8ms Speed: 1.7ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.47, BBox=(3,505,172,624) Frame 354 processing time: 21 ms 0: 640x384 1 Pothole, 10.9ms Speed: 1.4ms preprocess, 10.9ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.40, BBox=(1,500,165,618) Frame 356 processing time: 22 ms 0: 640x384 1 Pothole, 10.6ms Speed: 1.7ms preprocess, 10.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.64, BBox=(0,495,164,617) Frame 358 processing time: 22 ms 0: 640x384 2 Potholes, 10.6ms Speed: 1.6ms preprocess, 10.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.69, BBox=(0,501,160,619) Pothole detected: Conf=0.32, BBox=(198,518,256,533) Frame 360 processing time: 21 ms 0: 640x384 2 Potholes, 17.2ms Speed: 1.7ms preprocess, 17.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.77, BBox=(0,500,157,620) Pothole detected: Conf=0.62, BBox=(211,77,291,129) Frame 362 processing time: 30 ms 0: 640x384 2 Potholes, 10.8ms Speed: 1.6ms preprocess, 10.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.67, BBox=(0,493,153,617) Pothole detected: Conf=0.61, BBox=(207,52,287,109) Frame 364 processing time: 23 ms 0: 640x384 2 Potholes, 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.57, BBox=(194,19,287,77) Pothole detected: Conf=0.54, BBox=(0,475,148,587) Frame 366 processing time: 22 ms 0: 640x384 2 Potholes, 10.6ms Speed: 1.6ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.58, BBox=(193,0,286,43) Pothole detected: Conf=0.39, BBox=(0,453,148,562) Frame 368 processing time: 23 ms 0: 640x384 (no detections), 10.6ms Speed: 1.5ms preprocess, 10.6ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 370 processing time: 19 ms 0: 640x384 (no detections), 11.4ms Speed: 1.8ms preprocess, 11.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 372 processing time: 20 ms 0: 640x384 (no detections), 11.0ms Speed: 1.9ms preprocess, 11.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 374 processing time: 23 ms 0: 640x384 1 Pothole, 10.6ms Speed: 1.5ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(206,454,240,466) Frame 376 processing time: 21 ms 0: 640x384 (no detections), 11.2ms Speed: 1.8ms preprocess, 11.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 378 processing time: 20 ms 0: 640x384 1 Pothole, 10.6ms Speed: 1.7ms preprocess, 10.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.41, BBox=(209,479,281,497) Frame 380 processing time: 21 ms 0: 640x384 1 Pothole, 10.6ms Speed: 1.6ms preprocess, 10.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(221,492,291,511) Frame 382 processing time: 21 ms 0: 640x384 1 Pothole, 11.4ms Speed: 2.0ms preprocess, 11.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.38, BBox=(237,508,299,524) Frame 384 processing time: 23 ms 0: 640x384 1 Pothole, 10.6ms Speed: 1.5ms preprocess, 10.6ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.38, BBox=(256,524,306,538) Frame 386 processing time: 22 ms 0: 640x384 1 Pothole, 16.2ms Speed: 2.1ms preprocess, 16.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.54, BBox=(266,541,318,556) Frame 388 processing time: 27 ms 0: 640x384 (no detections), 16.3ms Speed: 1.8ms preprocess, 16.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 390 processing time: 24 ms 0: 640x384 (no detections), 16.0ms Speed: 1.7ms preprocess, 16.0ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 384) Frame 392 processing time: 26 ms 0: 640x384 (no detections), 16.5ms Speed: 1.7ms preprocess, 16.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 394 processing time: 26 ms 0: 640x384 (no detections), 16.5ms Speed: 1.8ms preprocess, 16.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 396 processing time: 26 ms 0: 640x384 (no detections), 16.6ms Speed: 1.6ms preprocess, 16.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 398 processing time: 27 ms 0: 640x384 (no detections), 17.0ms Speed: 1.9ms preprocess, 17.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 400 processing time: 26 ms 0: 640x384 1 Pothole, 16.9ms Speed: 1.7ms preprocess, 16.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.33, BBox=(316,525,360,546) Frame 402 processing time: 27 ms 0: 640x384 1 Pothole, 17.8ms Speed: 2.0ms preprocess, 17.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.25, BBox=(315,529,369,553) Frame 404 processing time: 28 ms 0: 640x384 1 Pothole, 17.8ms Speed: 2.2ms preprocess, 17.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(313,540,350,561) Frame 406 processing time: 30 ms 0: 640x384 3 Potholes, 17.9ms Speed: 1.7ms preprocess, 17.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.38, BBox=(307,545,358,569) Pothole detected: Conf=0.30, BBox=(307,540,368,568) Pothole detected: Conf=0.27, BBox=(224,549,279,567) Frame 408 processing time: 30 ms 0: 640x384 (no detections), 17.9ms Speed: 1.9ms preprocess, 17.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 410 processing time: 27 ms 0: 640x384 (no detections), 17.8ms Speed: 1.6ms preprocess, 17.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 412 processing time: 27 ms 0: 640x384 (no detections), 18.7ms Speed: 1.6ms preprocess, 18.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 414 processing time: 28 ms 0: 640x384 (no detections), 18.8ms Speed: 1.8ms preprocess, 18.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 416 processing time: 28 ms 0: 640x384 (no detections), 18.7ms Speed: 1.9ms preprocess, 18.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 418 processing time: 27 ms 0: 640x384 (no detections), 19.3ms Speed: 1.6ms preprocess, 19.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 420 processing time: 29 ms 0: 640x384 1 Pothole, 19.2ms Speed: 1.7ms preprocess, 19.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.30, BBox=(1,550,81,660) Frame 422 processing time: 31 ms 0: 640x384 (no detections), 19.9ms Speed: 1.7ms preprocess, 19.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 424 processing time: 29 ms 0: 640x384 (no detections), 20.0ms Speed: 2.0ms preprocess, 20.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 426 processing time: 31 ms 0: 640x384 (no detections), 20.7ms Speed: 1.8ms preprocess, 20.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 428 processing time: 33 ms 0: 640x384 (no detections), 20.6ms Speed: 1.9ms preprocess, 20.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 430 processing time: 31 ms 0: 640x384 (no detections), 21.5ms Speed: 1.7ms preprocess, 21.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 432 processing time: 31 ms 0: 640x384 (no detections), 21.4ms Speed: 1.6ms preprocess, 21.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 434 processing time: 30 ms 0: 640x384 (no detections), 22.3ms Speed: 1.7ms preprocess, 22.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 436 processing time: 30 ms 0: 640x384 2 Potholes, 22.3ms Speed: 1.7ms preprocess, 22.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.45, BBox=(2,564,179,645) Pothole detected: Conf=0.30, BBox=(221,563,275,581) Frame 438 processing time: 35 ms 0: 640x384 1 Pothole, 22.5ms Speed: 2.0ms preprocess, 22.5ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(224,574,270,588) Frame 440 processing time: 34 ms 0: 640x384 (no detections), 22.7ms Speed: 2.1ms preprocess, 22.7ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 442 processing time: 34 ms 0: 640x384 1 Pothole, 22.6ms Speed: 1.9ms preprocess, 22.6ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(109,518,227,560) Frame 444 processing time: 35 ms 0: 640x384 1 Pothole, 23.2ms Speed: 1.6ms preprocess, 23.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.47, BBox=(101,516,226,561) Frame 446 processing time: 34 ms 0: 640x384 1 Pothole, 23.2ms Speed: 1.9ms preprocess, 23.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.53, BBox=(92,514,233,565) Frame 448 processing time: 34 ms 0: 640x384 1 Pothole, 23.5ms Speed: 1.9ms preprocess, 23.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(86,516,235,570) Frame 450 processing time: 34 ms 0: 640x384 1 Pothole, 23.4ms Speed: 1.8ms preprocess, 23.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.30, BBox=(76,517,241,584) Frame 452 processing time: 34 ms 0: 640x384 1 Pothole, 24.6ms Speed: 1.9ms preprocess, 24.6ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.40, BBox=(71,526,243,589) Frame 454 processing time: 43 ms 0: 640x384 1 Pothole, 24.7ms Speed: 1.9ms preprocess, 24.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.30, BBox=(65,567,159,594) Frame 456 processing time: 35 ms 0: 640x384 (no detections), 25.6ms Speed: 1.8ms preprocess, 25.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 458 processing time: 34 ms 0: 640x384 (no detections), 25.6ms Speed: 1.7ms preprocess, 25.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 460 processing time: 35 ms 0: 640x384 (no detections), 25.8ms Speed: 2.0ms preprocess, 25.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 462 processing time: 34 ms 0: 640x384 (no detections), 25.9ms Speed: 1.8ms preprocess, 25.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 464 processing time: 35 ms 0: 640x384 (no detections), 26.7ms Speed: 1.7ms preprocess, 26.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 466 processing time: 36 ms 0: 640x384 (no detections), 26.8ms Speed: 2.2ms preprocess, 26.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 468 processing time: 37 ms 0: 640x384 3 Potholes, 27.1ms Speed: 2.0ms preprocess, 27.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.44, BBox=(181,491,260,526) Pothole detected: Conf=0.34, BBox=(109,478,167,515) Pothole detected: Conf=0.33, BBox=(187,492,262,518) Frame 470 processing time: 39 ms 0: 640x384 1 Pothole, 27.2ms Speed: 2.0ms preprocess, 27.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(179,481,271,515) Frame 472 processing time: 40 ms 0: 640x384 (no detections), 28.4ms Speed: 2.0ms preprocess, 28.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 474 processing time: 39 ms 0: 640x384 (no detections), 28.3ms Speed: 1.9ms preprocess, 28.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 476 processing time: 37 ms 0: 640x384 (no detections), 28.8ms Speed: 2.0ms preprocess, 28.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 478 processing time: 38 ms 0: 640x384 (no detections), 28.8ms Speed: 1.9ms preprocess, 28.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 480 processing time: 38 ms 0: 640x384 1 Pothole, 28.8ms Speed: 1.6ms preprocess, 28.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(172,518,236,549) Frame 482 processing time: 40 ms 0: 640x384 2 Potholes, 28.8ms Speed: 1.7ms preprocess, 28.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.43, BBox=(156,530,236,566) Pothole detected: Conf=0.27, BBox=(137,503,174,519) Frame 484 processing time: 40 ms 0: 640x384 (no detections), 30.0ms Speed: 1.8ms preprocess, 30.0ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 486 processing time: 38 ms 0: 640x384 (no detections), 30.1ms Speed: 2.1ms preprocess, 30.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 488 processing time: 39 ms 0: 640x384 (no detections), 31.4ms Speed: 1.7ms preprocess, 31.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 490 processing time: 41 ms 0: 640x384 (no detections), 30.5ms Speed: 2.0ms preprocess, 30.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 492 processing time: 39 ms 0: 640x384 (no detections), 30.5ms Speed: 1.9ms preprocess, 30.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 494 processing time: 40 ms 0: 640x384 (no detections), 30.5ms Speed: 1.8ms preprocess, 30.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 496 processing time: 38 ms 0: 640x384 (no detections), 32.1ms Speed: 1.7ms preprocess, 32.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 498 processing time: 41 ms 0: 640x384 (no detections), 32.1ms Speed: 2.3ms preprocess, 32.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 500 processing time: 40 ms 0: 640x384 (no detections), 32.0ms Speed: 1.9ms preprocess, 32.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 502 processing time: 40 ms 0: 640x384 (no detections), 32.0ms Speed: 1.8ms preprocess, 32.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 504 processing time: 40 ms 0: 640x384 (no detections), 32.6ms Speed: 2.2ms preprocess, 32.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 506 processing time: 42 ms 0: 640x384 (no detections), 32.6ms Speed: 1.8ms preprocess, 32.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 508 processing time: 42 ms 0: 640x384 (no detections), 32.6ms Speed: 1.9ms preprocess, 32.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 510 processing time: 43 ms 0: 640x384 (no detections), 32.6ms Speed: 1.8ms preprocess, 32.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 512 processing time: 42 ms 0: 640x384 (no detections), 32.7ms Speed: 1.8ms preprocess, 32.7ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 514 processing time: 41 ms 0: 640x384 (no detections), 32.5ms Speed: 1.8ms preprocess, 32.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 516 processing time: 42 ms 0: 640x384 (no detections), 32.6ms Speed: 1.9ms preprocess, 32.6ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 518 processing time: 41 ms 0: 640x384 (no detections), 32.7ms Speed: 2.5ms preprocess, 32.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 520 processing time: 43 ms 0: 640x384 (no detections), 32.6ms Speed: 2.4ms preprocess, 32.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 522 processing time: 42 ms 0: 640x384 (no detections), 32.6ms Speed: 2.4ms preprocess, 32.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 524 processing time: 43 ms 0: 640x384 (no detections), 32.6ms Speed: 2.6ms preprocess, 32.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 526 processing time: 45 ms 0: 640x384 (no detections), 53.5ms Speed: 3.4ms preprocess, 53.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 528 processing time: 65 ms 0: 640x384 (no detections), 53.4ms Speed: 2.6ms preprocess, 53.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 530 processing time: 65 ms 0: 640x384 (no detections), 53.5ms Speed: 2.6ms preprocess, 53.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 532 processing time: 64 ms 0: 640x384 (no detections), 50.8ms Speed: 2.5ms preprocess, 50.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 534 processing time: 63 ms 0: 640x384 (no detections), 50.8ms Speed: 2.7ms preprocess, 50.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 536 processing time: 62 ms 0: 640x384 (no detections), 50.6ms Speed: 2.7ms preprocess, 50.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 538 processing time: 62 ms 0: 640x384 (no detections), 50.4ms Speed: 2.6ms preprocess, 50.4ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 540 processing time: 60 ms 0: 640x384 1 Pothole, 50.3ms Speed: 2.6ms preprocess, 50.3ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(208,618,297,671) Frame 542 processing time: 66 ms 0: 640x384 (no detections), 49.1ms Speed: 2.7ms preprocess, 49.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 544 processing time: 63 ms 0: 640x384 (no detections), 49.1ms Speed: 2.7ms preprocess, 49.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 546 processing time: 60 ms 0: 640x384 (no detections), 49.6ms Speed: 3.1ms preprocess, 49.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 548 processing time: 60 ms 0: 640x384 1 Pothole, 48.3ms Speed: 3.2ms preprocess, 48.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(0,541,178,646) Frame 550 processing time: 66 ms 0: 640x384 (no detections), 47.9ms Speed: 2.6ms preprocess, 47.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Frame 552 processing time: 60 ms 0: 640x384 (no detections), 48.1ms Speed: 2.9ms preprocess, 48.1ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 554 processing time: 62 ms 0: 640x384 1 Pothole, 47.9ms Speed: 2.7ms preprocess, 47.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(1,537,172,643) Frame 556 processing time: 61 ms 0: 640x384 1 Pothole, 48.1ms Speed: 2.5ms preprocess, 48.1ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(1,538,175,641) Frame 558 processing time: 65 ms 0: 640x384 (no detections), 47.3ms Speed: 2.8ms preprocess, 47.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 560 processing time: 58 ms 0: 640x384 (no detections), 47.3ms Speed: 2.6ms preprocess, 47.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 562 processing time: 57 ms 0: 640x384 (no detections), 47.4ms Speed: 2.2ms preprocess, 47.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 564 processing time: 58 ms 0: 640x384 (no detections), 46.1ms Speed: 2.4ms preprocess, 46.1ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 566 processing time: 57 ms 0: 640x384 1 Pothole, 45.8ms Speed: 2.8ms preprocess, 45.8ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.29, BBox=(0,547,162,674) Frame 568 processing time: 59 ms 0: 640x384 1 Pothole, 46.7ms Speed: 3.0ms preprocess, 46.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(0,547,165,679) Frame 570 processing time: 59 ms 0: 640x384 (no detections), 44.7ms Speed: 3.1ms preprocess, 44.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 572 processing time: 55 ms 0: 640x384 (no detections), 45.0ms Speed: 2.8ms preprocess, 45.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 574 processing time: 55 ms 0: 640x384 (no detections), 44.9ms Speed: 2.6ms preprocess, 44.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384) Frame 576 processing time: 58 ms 0: 640x384 (no detections), 44.0ms Speed: 3.5ms preprocess, 44.0ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 578 processing time: 56 ms 0: 640x384 (no detections), 44.1ms Speed: 2.7ms preprocess, 44.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 580 processing time: 56 ms 0: 640x384 (no detections), 44.2ms Speed: 3.7ms preprocess, 44.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 582 processing time: 57 ms 0: 640x384 1 Pothole, 43.9ms Speed: 2.8ms preprocess, 43.9ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(0,597,92,661) Frame 584 processing time: 62 ms 0: 640x384 1 Pothole, 46.0ms Speed: 3.6ms preprocess, 46.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.25, BBox=(0,513,203,600) Frame 586 processing time: 63 ms 0: 640x384 1 Pothole, 44.0ms Speed: 2.5ms preprocess, 44.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(0,510,213,604) Frame 588 processing time: 57 ms 0: 640x384 1 Pothole, 44.1ms Speed: 2.5ms preprocess, 44.1ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.42, BBox=(0,500,220,600) Frame 590 processing time: 55 ms 0: 640x384 1 Pothole, 43.7ms Speed: 2.8ms preprocess, 43.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(1,494,188,598) Frame 592 processing time: 61 ms 0: 640x384 1 Pothole, 43.6ms Speed: 2.6ms preprocess, 43.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.38, BBox=(1,493,230,600) Frame 594 processing time: 55 ms 0: 640x384 1 Pothole, 43.7ms Speed: 2.6ms preprocess, 43.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.56, BBox=(0,500,229,600) Frame 596 processing time: 58 ms 0: 640x384 1 Pothole, 43.5ms Speed: 2.8ms preprocess, 43.5ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.67, BBox=(1,515,233,616) Frame 598 processing time: 63 ms 0: 640x384 1 Pothole, 43.6ms Speed: 3.0ms preprocess, 43.6ms inference, 7.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.61, BBox=(0,533,235,636) Frame 600 processing time: 63 ms 0: 640x384 1 Pothole, 44.1ms Speed: 3.3ms preprocess, 44.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(0,551,245,667) Frame 602 processing time: 56 ms 0: 640x384 1 Pothole, 44.0ms Speed: 2.7ms preprocess, 44.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.43, BBox=(2,563,256,686) Frame 604 processing time: 57 ms 0: 640x384 1 Pothole, 43.9ms Speed: 2.6ms preprocess, 43.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.55, BBox=(8,564,292,692) Frame 606 processing time: 56 ms 0: 640x384 (no detections), 43.8ms Speed: 3.0ms preprocess, 43.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 608 processing time: 56 ms 0: 640x384 (no detections), 43.8ms Speed: 2.4ms preprocess, 43.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 610 processing time: 53 ms 0: 640x384 (no detections), 44.0ms Speed: 3.2ms preprocess, 44.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 612 processing time: 56 ms 0: 640x384 1 Pothole, 43.8ms Speed: 2.7ms preprocess, 43.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.56, BBox=(64,523,384,617) Frame 614 processing time: 56 ms 0: 640x384 1 Pothole, 43.9ms Speed: 2.7ms preprocess, 43.9ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(94,517,400,600) Frame 616 processing time: 56 ms 0: 640x384 1 Pothole, 44.3ms Speed: 2.7ms preprocess, 44.3ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.32, BBox=(130,500,405,586) Frame 618 processing time: 59 ms 0: 640x384 (no detections), 43.2ms Speed: 2.6ms preprocess, 43.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 620 processing time: 53 ms 0: 640x384 (no detections), 43.6ms Speed: 2.7ms preprocess, 43.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 622 processing time: 54 ms 0: 640x384 (no detections), 43.1ms Speed: 2.6ms preprocess, 43.1ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Frame 624 processing time: 57 ms 0: 640x384 (no detections), 42.7ms Speed: 2.8ms preprocess, 42.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 626 processing time: 54 ms 0: 640x384 1 Pothole, 43.2ms Speed: 2.5ms preprocess, 43.2ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(289,454,346,483) Frame 628 processing time: 60 ms 0: 640x384 1 Pothole, 43.0ms Speed: 3.1ms preprocess, 43.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(216,466,257,492) Frame 630 processing time: 57 ms 0: 640x384 2 Potholes, 43.0ms Speed: 4.3ms preprocess, 43.0ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(199,471,242,503) Pothole detected: Conf=0.35, BBox=(267,465,326,492) Frame 632 processing time: 66 ms 0: 640x384 1 Pothole, 43.9ms Speed: 2.6ms preprocess, 43.9ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.41, BBox=(183,481,228,511) Frame 634 processing time: 62 ms 0: 640x384 (no detections), 42.8ms Speed: 2.9ms preprocess, 42.8ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 636 processing time: 54 ms 0: 640x384 (no detections), 42.9ms Speed: 3.4ms preprocess, 42.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 638 processing time: 54 ms 0: 640x384 1 Pothole, 42.8ms Speed: 2.9ms preprocess, 42.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.41, BBox=(255,496,301,519) Frame 640 processing time: 58 ms 0: 640x384 1 Pothole, 42.8ms Speed: 2.7ms preprocess, 42.8ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(259,494,302,516) Frame 642 processing time: 64 ms 0: 640x384 1 Pothole, 42.9ms Speed: 3.4ms preprocess, 42.9ms inference, 7.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(260,492,301,510) Frame 644 processing time: 65 ms 0: 640x384 (no detections), 42.8ms Speed: 2.8ms preprocess, 42.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 646 processing time: 56 ms 0: 640x384 1 Pothole, 42.7ms Speed: 2.8ms preprocess, 42.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(184,464,239,510) Frame 648 processing time: 56 ms 0: 640x384 1 Pothole, 42.7ms Speed: 2.7ms preprocess, 42.7ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(191,466,243,506) Frame 650 processing time: 55 ms 0: 640x384 1 Pothole, 42.5ms Speed: 4.6ms preprocess, 42.5ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.29, BBox=(195,466,250,504) Frame 652 processing time: 59 ms 0: 640x384 2 Potholes, 42.5ms Speed: 2.6ms preprocess, 42.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.28, BBox=(202,465,256,507) Pothole detected: Conf=0.26, BBox=(205,468,256,497) Frame 654 processing time: 57 ms 0: 640x384 (no detections), 43.1ms Speed: 2.6ms preprocess, 43.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 656 processing time: 52 ms 0: 640x384 1 Pothole, 43.2ms Speed: 3.1ms preprocess, 43.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(210,461,267,492) Frame 658 processing time: 59 ms 0: 640x384 (no detections), 43.0ms Speed: 3.3ms preprocess, 43.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 660 processing time: 54 ms 0: 640x384 (no detections), 43.2ms Speed: 2.9ms preprocess, 43.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 662 processing time: 53 ms 0: 640x384 (no detections), 43.2ms Speed: 3.4ms preprocess, 43.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 664 processing time: 53 ms 0: 640x384 1 Pothole, 43.1ms Speed: 2.5ms preprocess, 43.1ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(113,456,196,488) Frame 666 processing time: 57 ms 0: 640x384 1 Pothole, 43.6ms Speed: 2.6ms preprocess, 43.6ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.36, BBox=(122,470,212,502) Frame 668 processing time: 56 ms 0: 640x384 1 Pothole, 43.2ms Speed: 3.7ms preprocess, 43.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.39, BBox=(156,497,233,527) Frame 670 processing time: 56 ms 0: 640x384 1 Pothole, 43.4ms Speed: 2.8ms preprocess, 43.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(170,530,265,564) Frame 672 processing time: 56 ms 0: 640x384 2 Potholes, 43.5ms Speed: 4.4ms preprocess, 43.5ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(204,552,299,586) Pothole detected: Conf=0.30, BBox=(369,595,423,630) Frame 674 processing time: 61 ms 0: 640x384 3 Potholes, 43.5ms Speed: 2.7ms preprocess, 43.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.39, BBox=(302,519,389,548) Pothole detected: Conf=0.34, BBox=(248,606,288,623) Pothole detected: Conf=0.26, BBox=(305,490,341,502) Frame 676 processing time: 62 ms 0: 640x384 3 Potholes, 43.6ms Speed: 2.8ms preprocess, 43.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.51, BBox=(228,573,325,614) Pothole detected: Conf=0.39, BBox=(302,533,391,560) Pothole detected: Conf=0.31, BBox=(311,621,346,637) Frame 678 processing time: 58 ms 0: 640x384 2 Potholes, 43.6ms Speed: 2.7ms preprocess, 43.6ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.38, BBox=(278,544,374,573) Pothole detected: Conf=0.32, BBox=(207,589,301,628) Frame 680 processing time: 63 ms 0: 640x384 1 Pothole, 43.8ms Speed: 2.7ms preprocess, 43.8ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.51, BBox=(186,593,293,636) Frame 682 processing time: 59 ms 0: 640x384 2 Potholes, 43.7ms Speed: 2.4ms preprocess, 43.7ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.61, BBox=(183,604,284,646) Pothole detected: Conf=0.35, BBox=(260,556,353,586) Frame 684 processing time: 58 ms 0: 640x384 1 Pothole, 43.4ms Speed: 4.1ms preprocess, 43.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.56, BBox=(175,614,278,658) Frame 686 processing time: 60 ms 0: 640x384 1 Pothole, 43.9ms Speed: 4.2ms preprocess, 43.9ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.42, BBox=(170,619,277,666) Frame 688 processing time: 59 ms 0: 640x384 (no detections), 43.4ms Speed: 2.9ms preprocess, 43.4ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 690 processing time: 56 ms 0: 640x384 (no detections), 43.3ms Speed: 2.8ms preprocess, 43.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 692 processing time: 56 ms 0: 640x384 1 Pothole, 43.2ms Speed: 2.6ms preprocess, 43.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(87,641,198,688) Frame 694 processing time: 57 ms 0: 640x384 1 Pothole, 43.3ms Speed: 2.8ms preprocess, 43.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(182,528,219,544) Frame 696 processing time: 55 ms 0: 640x384 (no detections), 43.4ms Speed: 3.0ms preprocess, 43.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 698 processing time: 53 ms 0: 640x384 (no detections), 43.3ms Speed: 2.9ms preprocess, 43.3ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 700 processing time: 53 ms 0: 640x384 (no detections), 43.4ms Speed: 2.9ms preprocess, 43.4ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Frame 702 processing time: 59 ms 0: 640x384 (no detections), 43.5ms Speed: 3.7ms preprocess, 43.5ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 704 processing time: 56 ms 0: 640x384 (no detections), 43.8ms Speed: 4.6ms preprocess, 43.8ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 706 processing time: 61 ms 0: 640x384 (no detections), 43.1ms Speed: 2.6ms preprocess, 43.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 708 processing time: 54 ms 0: 640x384 1 Pothole, 43.1ms Speed: 2.9ms preprocess, 43.1ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.36, BBox=(207,563,298,591) Frame 710 processing time: 57 ms 0: 640x384 (no detections), 43.0ms Speed: 2.5ms preprocess, 43.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 712 processing time: 55 ms 0: 640x384 (no detections), 43.2ms Speed: 2.8ms preprocess, 43.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 714 processing time: 54 ms 0: 640x384 1 Pothole, 43.6ms Speed: 2.6ms preprocess, 43.6ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(178,523,408,576) Frame 716 processing time: 56 ms 0: 640x384 1 Pothole, 43.2ms Speed: 2.9ms preprocess, 43.2ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.25, BBox=(192,520,354,566) Frame 718 processing time: 56 ms 0: 640x384 (no detections), 43.2ms Speed: 2.6ms preprocess, 43.2ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 720 processing time: 56 ms 0: 640x384 (no detections), 43.0ms Speed: 2.5ms preprocess, 43.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 722 processing time: 53 ms 0: 640x384 (no detections), 43.5ms Speed: 4.4ms preprocess, 43.5ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 724 processing time: 59 ms 0: 640x384 (no detections), 43.2ms Speed: 2.4ms preprocess, 43.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 726 processing time: 53 ms 0: 640x384 (no detections), 43.1ms Speed: 3.9ms preprocess, 43.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 728 processing time: 54 ms 0: 640x384 (no detections), 43.3ms Speed: 2.5ms preprocess, 43.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 730 processing time: 54 ms 0: 640x384 (no detections), 43.3ms Speed: 2.7ms preprocess, 43.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 732 processing time: 56 ms 0: 640x384 (no detections), 43.2ms Speed: 3.1ms preprocess, 43.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 734 processing time: 54 ms 0: 640x384 (no detections), 43.9ms Speed: 2.7ms preprocess, 43.9ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 736 processing time: 54 ms 0: 640x384 (no detections), 43.9ms Speed: 5.5ms preprocess, 43.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Frame 738 processing time: 60 ms 0: 640x384 (no detections), 44.0ms Speed: 4.6ms preprocess, 44.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 740 processing time: 58 ms 0: 640x384 (no detections), 43.7ms Speed: 2.6ms preprocess, 43.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 742 processing time: 53 ms 0: 640x384 (no detections), 44.0ms Speed: 3.6ms preprocess, 44.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 744 processing time: 55 ms 0: 640x384 (no detections), 43.4ms Speed: 2.6ms preprocess, 43.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 746 processing time: 53 ms 0: 640x384 (no detections), 43.3ms Speed: 3.0ms preprocess, 43.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 748 processing time: 54 ms 0: 640x384 (no detections), 43.4ms Speed: 4.7ms preprocess, 43.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 750 processing time: 56 ms 0: 640x384 (no detections), 43.3ms Speed: 5.2ms preprocess, 43.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 752 processing time: 59 ms 0: 640x384 (no detections), 43.3ms Speed: 4.4ms preprocess, 43.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 754 processing time: 56 ms 0: 640x384 (no detections), 43.3ms Speed: 2.5ms preprocess, 43.3ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 756 processing time: 52 ms 0: 640x384 (no detections), 43.6ms Speed: 2.6ms preprocess, 43.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 758 processing time: 56 ms 0: 640x384 (no detections), 43.4ms Speed: 2.8ms preprocess, 43.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 760 processing time: 55 ms 0: 640x384 (no detections), 43.4ms Speed: 2.7ms preprocess, 43.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 762 processing time: 59 ms 0: 640x384 (no detections), 43.5ms Speed: 3.2ms preprocess, 43.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 764 processing time: 57 ms 0: 640x384 (no detections), 43.7ms Speed: 4.6ms preprocess, 43.7ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 766 processing time: 59 ms 0: 640x384 (no detections), 43.2ms Speed: 2.9ms preprocess, 43.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 768 processing time: 56 ms 0: 640x384 (no detections), 42.9ms Speed: 3.3ms preprocess, 42.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 770 processing time: 57 ms 0: 640x384 (no detections), 42.9ms Speed: 2.8ms preprocess, 42.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 772 processing time: 55 ms 0: 640x384 (no detections), 43.1ms Speed: 2.7ms preprocess, 43.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 774 processing time: 55 ms 0: 640x384 (no detections), 43.1ms Speed: 3.6ms preprocess, 43.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 776 processing time: 55 ms 0: 640x384 (no detections), 42.6ms Speed: 2.9ms preprocess, 42.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 778 processing time: 54 ms 0: 640x384 (no detections), 42.8ms Speed: 2.7ms preprocess, 42.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 780 processing time: 55 ms 0: 640x384 (no detections), 42.8ms Speed: 2.5ms preprocess, 42.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 782 processing time: 54 ms 0: 640x384 (no detections), 42.8ms Speed: 3.7ms preprocess, 42.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 784 processing time: 53 ms 0: 640x384 (no detections), 42.7ms Speed: 2.6ms preprocess, 42.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 786 processing time: 55 ms 0: 640x384 (no detections), 42.7ms Speed: 2.8ms preprocess, 42.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 788 processing time: 55 ms 0: 640x384 (no detections), 42.5ms Speed: 2.3ms preprocess, 42.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 790 processing time: 51 ms 0: 640x384 (no detections), 42.6ms Speed: 2.9ms preprocess, 42.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 792 processing time: 52 ms 0: 640x384 (no detections), 42.8ms Speed: 3.5ms preprocess, 42.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 794 processing time: 54 ms 0: 640x384 (no detections), 11.0ms Speed: 1.6ms preprocess, 11.0ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 796 processing time: 21 ms 0: 640x384 (no detections), 11.5ms Speed: 2.3ms preprocess, 11.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 798 processing time: 24 ms 0: 640x384 (no detections), 10.7ms Speed: 2.4ms preprocess, 10.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 800 processing time: 21 ms 0: 640x384 (no detections), 11.2ms Speed: 2.7ms preprocess, 11.2ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 802 processing time: 22 ms 0: 640x384 (no detections), 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 804 processing time: 20 ms 0: 640x384 (no detections), 11.2ms Speed: 1.8ms preprocess, 11.2ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 384) Frame 806 processing time: 20 ms 0: 640x384 (no detections), 10.8ms Speed: 1.8ms preprocess, 10.8ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 384) Frame 808 processing time: 19 ms 0: 640x384 (no detections), 10.7ms Speed: 1.6ms preprocess, 10.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 810 processing time: 21 ms 0: 640x384 (no detections), 11.4ms Speed: 1.8ms preprocess, 11.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 812 processing time: 22 ms 0: 640x384 (no detections), 16.2ms Speed: 1.8ms preprocess, 16.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 814 processing time: 25 ms 0: 640x384 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 816 processing time: 20 ms 0: 640x384 (no detections), 10.8ms Speed: 2.3ms preprocess, 10.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 818 processing time: 21 ms 0: 640x384 (no detections), 11.3ms Speed: 1.6ms preprocess, 11.3ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 384) Frame 820 processing time: 21 ms 0: 640x384 (no detections), 10.7ms Speed: 1.9ms preprocess, 10.7ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 384) Frame 822 processing time: 20 ms 0: 640x384 (no detections), 10.8ms Speed: 1.7ms preprocess, 10.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 824 processing time: 21 ms 0: 640x384 (no detections), 10.7ms Speed: 2.3ms preprocess, 10.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 826 processing time: 21 ms 0: 640x384 (no detections), 11.2ms Speed: 1.7ms preprocess, 11.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 828 processing time: 21 ms 0: 640x384 (no detections), 10.7ms Speed: 2.0ms preprocess, 10.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 830 processing time: 21 ms 0: 640x384 (no detections), 11.2ms Speed: 1.5ms preprocess, 11.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 832 processing time: 23 ms 0: 640x384 (no detections), 11.2ms Speed: 2.4ms preprocess, 11.2ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 834 processing time: 23 ms 0: 640x384 (no detections), 10.8ms Speed: 1.6ms preprocess, 10.8ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 836 processing time: 20 ms 0: 640x384 (no detections), 11.5ms Speed: 2.3ms preprocess, 11.5ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 838 processing time: 23 ms 0: 640x384 (no detections), 11.4ms Speed: 2.3ms preprocess, 11.4ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 840 processing time: 20 ms 0: 640x384 (no detections), 11.7ms Speed: 2.5ms preprocess, 11.7ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 842 processing time: 23 ms 0: 640x384 1 Pothole, 10.8ms Speed: 2.5ms preprocess, 10.8ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.31, BBox=(198,443,235,454) Frame 844 processing time: 24 ms 0: 640x384 (no detections), 17.7ms Speed: 2.8ms preprocess, 17.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 846 processing time: 29 ms 0: 640x384 (no detections), 16.7ms Speed: 2.0ms preprocess, 16.7ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 848 processing time: 28 ms 0: 640x384 (no detections), 16.5ms Speed: 2.0ms preprocess, 16.5ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 850 processing time: 28 ms 0: 640x384 (no detections), 16.6ms Speed: 2.3ms preprocess, 16.6ms inference, 0.9ms postprocess per image at shape (1, 3, 640, 384) Frame 852 processing time: 27 ms 0: 640x384 (no detections), 16.8ms Speed: 1.5ms preprocess, 16.8ms inference, 0.8ms postprocess per image at shape (1, 3, 640, 384) Frame 854 processing time: 28 ms 0: 640x384 (no detections), 17.2ms Speed: 2.3ms preprocess, 17.2ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 856 processing time: 30 ms 0: 640x384 1 Pothole, 17.7ms Speed: 2.5ms preprocess, 17.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.45, BBox=(226,476,278,492) Frame 858 processing time: 31 ms 0: 640x384 1 Pothole, 17.8ms Speed: 2.3ms preprocess, 17.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.44, BBox=(221,504,277,520) Frame 860 processing time: 30 ms 0: 640x384 1 Pothole, 17.7ms Speed: 1.8ms preprocess, 17.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.41, BBox=(214,512,276,527) Frame 862 processing time: 32 ms 0: 640x384 1 Pothole, 18.0ms Speed: 2.3ms preprocess, 18.0ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.44, BBox=(184,511,245,527) Frame 864 processing time: 32 ms 0: 640x384 1 Pothole, 18.0ms Speed: 1.6ms preprocess, 18.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(172,505,232,521) Frame 866 processing time: 30 ms 0: 640x384 1 Pothole, 18.7ms Speed: 2.2ms preprocess, 18.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(156,502,222,520) Frame 868 processing time: 31 ms 0: 640x384 2 Potholes, 19.2ms Speed: 1.7ms preprocess, 19.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.47, BBox=(140,505,203,522) Pothole detected: Conf=0.30, BBox=(78,474,191,497) Frame 870 processing time: 31 ms 0: 640x384 1 Pothole, 19.0ms Speed: 1.7ms preprocess, 19.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.38, BBox=(104,516,170,535) Frame 872 processing time: 31 ms 0: 640x384 1 Pothole, 19.5ms Speed: 2.8ms preprocess, 19.5ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(79,541,149,559) Frame 874 processing time: 36 ms 0: 640x384 2 Potholes, 19.2ms Speed: 2.2ms preprocess, 19.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.34, BBox=(71,561,148,582) Pothole detected: Conf=0.25, BBox=(18,524,145,555) Frame 876 processing time: 34 ms 0: 640x384 1 Pothole, 20.0ms Speed: 2.0ms preprocess, 20.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.37, BBox=(84,590,148,606) Frame 878 processing time: 33 ms 0: 640x384 (no detections), 19.9ms Speed: 1.9ms preprocess, 19.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 880 processing time: 31 ms 0: 640x384 1 Pothole, 21.0ms Speed: 2.7ms preprocess, 21.0ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(103,617,140,632) Frame 882 processing time: 41 ms 0: 640x384 1 Pothole, 20.6ms Speed: 1.7ms preprocess, 20.6ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(104,616,143,632) Frame 884 processing time: 41 ms 0: 640x384 1 Pothole, 21.4ms Speed: 1.8ms preprocess, 21.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.27, BBox=(105,615,144,630) Frame 886 processing time: 33 ms 0: 640x384 1 Pothole, 21.5ms Speed: 2.3ms preprocess, 21.5ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.30, BBox=(105,617,141,633) Frame 888 processing time: 34 ms 0: 640x384 2 Potholes, 22.4ms Speed: 2.4ms preprocess, 22.4ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.50, BBox=(106,620,141,636) Pothole detected: Conf=0.32, BBox=(12,567,138,597) Frame 890 processing time: 35 ms 0: 640x384 3 Potholes, 22.3ms Speed: 1.8ms preprocess, 22.3ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(107,628,142,646) Pothole detected: Conf=0.35, BBox=(14,574,133,603) Pothole detected: Conf=0.31, BBox=(150,593,197,611) Frame 892 processing time: 34 ms 0: 640x384 2 Potholes, 23.6ms Speed: 3.1ms preprocess, 23.6ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(149,597,207,617) Pothole detected: Conf=0.38, BBox=(103,635,141,653) Frame 894 processing time: 37 ms 0: 640x384 2 Potholes, 23.3ms Speed: 2.2ms preprocess, 23.3ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.49, BBox=(146,598,198,620) Pothole detected: Conf=0.28, BBox=(96,637,141,655) Frame 896 processing time: 40 ms 0: 640x384 2 Potholes, 23.4ms Speed: 1.8ms preprocess, 23.4ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.56, BBox=(138,596,190,619) Pothole detected: Conf=0.39, BBox=(1,574,120,606) Frame 898 processing time: 37 ms 0: 640x384 2 Potholes, 23.4ms Speed: 1.6ms preprocess, 23.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.41, BBox=(134,595,185,618) Pothole detected: Conf=0.29, BBox=(0,572,116,605) Frame 900 processing time: 36 ms 0: 640x384 (no detections), 24.3ms Speed: 1.9ms preprocess, 24.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 902 processing time: 39 ms 0: 640x384 3 Potholes, 24.7ms Speed: 3.3ms preprocess, 24.7ms inference, 8.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.39, BBox=(16,633,130,668) Pothole detected: Conf=0.28, BBox=(128,588,177,612) Pothole detected: Conf=0.27, BBox=(1,565,109,594) Frame 904 processing time: 50 ms 0: 640x384 4 Potholes, 25.7ms Speed: 2.3ms preprocess, 25.7ms inference, 7.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.47, BBox=(13,632,129,670) Pothole detected: Conf=0.36, BBox=(129,588,176,612) Pothole detected: Conf=0.32, BBox=(0,564,110,594) Pothole detected: Conf=0.29, BBox=(129,588,206,613) Frame 906 processing time: 47 ms 0: 640x384 1 Pothole, 25.7ms Speed: 1.7ms preprocess, 25.7ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.33, BBox=(11,634,126,677) Frame 908 processing time: 40 ms 0: 640x384 (no detections), 25.7ms Speed: 2.3ms preprocess, 25.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 910 processing time: 34 ms 0: 640x384 1 Pothole, 27.0ms Speed: 2.4ms preprocess, 27.0ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.36, BBox=(2,563,105,596) Frame 912 processing time: 42 ms 0: 640x384 (no detections), 30.2ms Speed: 3.7ms preprocess, 30.2ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 914 processing time: 46 ms 0: 640x384 (no detections), 28.5ms Speed: 2.0ms preprocess, 28.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 916 processing time: 40 ms 0: 640x384 (no detections), 29.2ms Speed: 3.2ms preprocess, 29.2ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 918 processing time: 45 ms 0: 640x384 (no detections), 29.3ms Speed: 2.7ms preprocess, 29.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 920 processing time: 42 ms 0: 640x384 (no detections), 29.0ms Speed: 1.9ms preprocess, 29.0ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 922 processing time: 41 ms 0: 640x384 (no detections), 29.6ms Speed: 2.1ms preprocess, 29.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 924 processing time: 41 ms 0: 640x384 (no detections), 29.4ms Speed: 3.7ms preprocess, 29.4ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 926 processing time: 44 ms 0: 640x384 (no detections), 30.2ms Speed: 1.7ms preprocess, 30.2ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 928 processing time: 44 ms 0: 640x384 (no detections), 30.3ms Speed: 1.8ms preprocess, 30.3ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 930 processing time: 43 ms 0: 640x384 (no detections), 30.6ms Speed: 2.7ms preprocess, 30.6ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 932 processing time: 42 ms 0: 640x384 (no detections), 32.1ms Speed: 2.3ms preprocess, 32.1ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 934 processing time: 44 ms 0: 640x384 (no detections), 32.2ms Speed: 2.2ms preprocess, 32.2ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 936 processing time: 42 ms 0: 640x384 (no detections), 32.7ms Speed: 2.3ms preprocess, 32.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 938 processing time: 44 ms 0: 640x384 (no detections), 32.7ms Speed: 2.3ms preprocess, 32.7ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 940 processing time: 47 ms 0: 640x384 (no detections), 32.7ms Speed: 2.1ms preprocess, 32.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 942 processing time: 50 ms 0: 640x384 (no detections), 33.1ms Speed: 3.3ms preprocess, 33.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 944 processing time: 50 ms 0: 640x384 (no detections), 33.1ms Speed: 2.6ms preprocess, 33.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 946 processing time: 46 ms 0: 640x384 (no detections), 32.6ms Speed: 2.1ms preprocess, 32.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 948 processing time: 43 ms 0: 640x384 (no detections), 33.2ms Speed: 2.7ms preprocess, 33.2ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 950 processing time: 49 ms 0: 640x384 (no detections), 53.8ms Speed: 3.5ms preprocess, 53.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 952 processing time: 68 ms 0: 640x384 (no detections), 53.6ms Speed: 2.8ms preprocess, 53.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 954 processing time: 63 ms 0: 640x384 (no detections), 53.1ms Speed: 2.6ms preprocess, 53.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 956 processing time: 67 ms 0: 640x384 (no detections), 52.0ms Speed: 3.8ms preprocess, 52.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 958 processing time: 65 ms 0: 640x384 (no detections), 51.9ms Speed: 2.7ms preprocess, 51.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 960 processing time: 62 ms 0: 640x384 (no detections), 52.4ms Speed: 5.0ms preprocess, 52.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 962 processing time: 72 ms 0: 640x384 (no detections), 52.8ms Speed: 2.7ms preprocess, 52.8ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 964 processing time: 64 ms 0: 640x384 (no detections), 51.5ms Speed: 3.5ms preprocess, 51.5ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 966 processing time: 65 ms 0: 640x384 (no detections), 50.7ms Speed: 3.6ms preprocess, 50.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 968 processing time: 63 ms 0: 640x384 (no detections), 50.8ms Speed: 3.3ms preprocess, 50.8ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 970 processing time: 62 ms 0: 640x384 (no detections), 50.7ms Speed: 2.6ms preprocess, 50.7ms inference, 1.4ms postprocess per image at shape (1, 3, 640, 384) Frame 972 processing time: 61 ms 0: 640x384 (no detections), 50.7ms Speed: 3.0ms preprocess, 50.7ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 974 processing time: 62 ms 0: 640x384 (no detections), 50.6ms Speed: 2.8ms preprocess, 50.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 976 processing time: 64 ms 0: 640x384 (no detections), 48.7ms Speed: 3.2ms preprocess, 48.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 978 processing time: 61 ms 0: 640x384 (no detections), 48.5ms Speed: 2.6ms preprocess, 48.5ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 980 processing time: 60 ms 0: 640x384 (no detections), 48.5ms Speed: 2.9ms preprocess, 48.5ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 982 processing time: 60 ms 0: 640x384 (no detections), 48.8ms Speed: 2.4ms preprocess, 48.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 984 processing time: 60 ms 0: 640x384 (no detections), 49.4ms Speed: 4.7ms preprocess, 49.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 986 processing time: 66 ms 0: 640x384 (no detections), 48.4ms Speed: 3.1ms preprocess, 48.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 988 processing time: 62 ms 0: 640x384 (no detections), 48.2ms Speed: 3.5ms preprocess, 48.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 990 processing time: 60 ms 0: 640x384 (no detections), 48.0ms Speed: 2.6ms preprocess, 48.0ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 384) Frame 992 processing time: 64 ms 0: 640x384 (no detections), 47.9ms Speed: 2.7ms preprocess, 47.9ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 994 processing time: 59 ms 0: 640x384 (no detections), 48.1ms Speed: 2.6ms preprocess, 48.1ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 996 processing time: 60 ms 0: 640x384 (no detections), 48.6ms Speed: 4.3ms preprocess, 48.6ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 998 processing time: 62 ms 0: 640x384 (no detections), 46.3ms Speed: 4.0ms preprocess, 46.3ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1000 processing time: 63 ms 0: 640x384 (no detections), 46.1ms Speed: 3.1ms preprocess, 46.1ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1002 processing time: 58 ms 0: 640x384 (no detections), 46.0ms Speed: 3.2ms preprocess, 46.0ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1004 processing time: 57 ms 0: 640x384 (no detections), 46.3ms Speed: 3.9ms preprocess, 46.3ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1006 processing time: 62 ms 0: 640x384 (no detections), 46.3ms Speed: 3.5ms preprocess, 46.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1008 processing time: 58 ms 0: 640x384 (no detections), 46.2ms Speed: 4.0ms preprocess, 46.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1010 processing time: 60 ms 0: 640x384 (no detections), 46.2ms Speed: 3.2ms preprocess, 46.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1012 processing time: 59 ms 0: 640x384 (no detections), 45.3ms Speed: 2.3ms preprocess, 45.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1014 processing time: 57 ms 0: 640x384 (no detections), 94.9ms Speed: 3.9ms preprocess, 94.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1016 processing time: 107 ms 0: 640x384 (no detections), 44.8ms Speed: 3.8ms preprocess, 44.8ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1018 processing time: 59 ms 0: 640x384 (no detections), 44.7ms Speed: 3.4ms preprocess, 44.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1020 processing time: 60 ms 0: 640x384 (no detections), 44.9ms Speed: 4.3ms preprocess, 44.9ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1022 processing time: 67 ms 0: 640x384 (no detections), 44.8ms Speed: 3.6ms preprocess, 44.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1024 processing time: 60 ms 0: 640x384 (no detections), 45.0ms Speed: 3.7ms preprocess, 45.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1026 processing time: 65 ms 0: 640x384 (no detections), 44.8ms Speed: 3.6ms preprocess, 44.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1028 processing time: 58 ms 0: 640x384 (no detections), 44.9ms Speed: 3.4ms preprocess, 44.9ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1030 processing time: 59 ms 0: 640x384 (no detections), 46.3ms Speed: 3.2ms preprocess, 46.3ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1032 processing time: 63 ms 0: 640x384 (no detections), 44.9ms Speed: 3.4ms preprocess, 44.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1034 processing time: 61 ms 0: 640x384 (no detections), 44.6ms Speed: 3.1ms preprocess, 44.6ms inference, 2.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1036 processing time: 59 ms 0: 640x384 (no detections), 45.0ms Speed: 4.1ms preprocess, 45.0ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1038 processing time: 63 ms 0: 640x384 (no detections), 44.8ms Speed: 3.4ms preprocess, 44.8ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1040 processing time: 67 ms 0: 640x384 (no detections), 44.8ms Speed: 3.7ms preprocess, 44.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1042 processing time: 60 ms 0: 640x384 (no detections), 45.2ms Speed: 3.0ms preprocess, 45.2ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1044 processing time: 61 ms 0: 640x384 (no detections), 44.8ms Speed: 2.9ms preprocess, 44.8ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1046 processing time: 58 ms 0: 640x384 (no detections), 44.7ms Speed: 3.0ms preprocess, 44.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1048 processing time: 60 ms 0: 640x384 (no detections), 44.6ms Speed: 3.7ms preprocess, 44.6ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1050 processing time: 60 ms 0: 640x384 (no detections), 44.3ms Speed: 3.5ms preprocess, 44.3ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1052 processing time: 60 ms 0: 640x384 (no detections), 44.2ms Speed: 2.3ms preprocess, 44.2ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1054 processing time: 58 ms 0: 640x384 (no detections), 44.3ms Speed: 3.0ms preprocess, 44.3ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1056 processing time: 54 ms 0: 640x384 (no detections), 44.4ms Speed: 2.7ms preprocess, 44.4ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1058 processing time: 55 ms 0: 640x384 (no detections), 44.6ms Speed: 2.4ms preprocess, 44.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1060 processing time: 56 ms 0: 640x384 (no detections), 44.4ms Speed: 3.9ms preprocess, 44.4ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384) Frame 1062 processing time: 62 ms 0: 640x384 (no detections), 44.6ms Speed: 3.6ms preprocess, 44.6ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1064 processing time: 67 ms 0: 640x384 (no detections), 44.7ms Speed: 4.7ms preprocess, 44.7ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1066 processing time: 66 ms 0: 640x384 (no detections), 45.0ms Speed: 2.9ms preprocess, 45.0ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1068 processing time: 63 ms 0: 640x384 (no detections), 44.3ms Speed: 4.2ms preprocess, 44.3ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1070 processing time: 60 ms 0: 640x384 (no detections), 44.5ms Speed: 3.0ms preprocess, 44.5ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1072 processing time: 59 ms 0: 640x384 (no detections), 44.8ms Speed: 3.2ms preprocess, 44.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1074 processing time: 59 ms 0: 640x384 (no detections), 44.8ms Speed: 4.1ms preprocess, 44.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1076 processing time: 59 ms 0: 640x384 (no detections), 45.1ms Speed: 3.8ms preprocess, 45.1ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1078 processing time: 59 ms 0: 640x384 (no detections), 45.4ms Speed: 3.9ms preprocess, 45.4ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1080 processing time: 66 ms 0: 640x384 (no detections), 44.8ms Speed: 4.3ms preprocess, 44.8ms inference, 1.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1082 processing time: 61 ms 0: 640x384 (no detections), 44.9ms Speed: 3.9ms preprocess, 44.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1084 processing time: 62 ms 0: 640x384 (no detections), 45.2ms Speed: 3.6ms preprocess, 45.2ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1086 processing time: 66 ms 0: 640x384 (no detections), 45.9ms Speed: 3.9ms preprocess, 45.9ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1088 processing time: 69 ms 0: 640x384 (no detections), 45.9ms Speed: 4.0ms preprocess, 45.9ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1090 processing time: 64 ms 0: 640x384 (no detections), 45.8ms Speed: 4.7ms preprocess, 45.8ms inference, 1.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1092 processing time: 67 ms 0: 640x384 (no detections), 45.8ms Speed: 4.1ms preprocess, 45.8ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1094 processing time: 65 ms 0: 640x384 (no detections), 94.9ms Speed: 5.0ms preprocess, 94.9ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1096 processing time: 111 ms 0: 640x384 (no detections), 44.9ms Speed: 3.5ms preprocess, 44.9ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1098 processing time: 61 ms 0: 640x384 (no detections), 44.8ms Speed: 3.8ms preprocess, 44.8ms inference, 1.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1100 processing time: 60 ms 0: 640x384 (no detections), 45.1ms Speed: 4.5ms preprocess, 45.1ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1102 processing time: 62 ms 0: 640x384 (no detections), 45.1ms Speed: 3.2ms preprocess, 45.1ms inference, 3.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1104 processing time: 62 ms 0: 640x384 (no detections), 45.1ms Speed: 4.6ms preprocess, 45.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1106 processing time: 67 ms 0: 640x384 (no detections), 45.1ms Speed: 5.6ms preprocess, 45.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1108 processing time: 66 ms 0: 640x384 (no detections), 44.9ms Speed: 3.2ms preprocess, 44.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1110 processing time: 61 ms 0: 640x384 (no detections), 45.0ms Speed: 4.7ms preprocess, 45.0ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1112 processing time: 66 ms 0: 640x384 (no detections), 45.4ms Speed: 4.6ms preprocess, 45.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1114 processing time: 66 ms 0: 640x384 (no detections), 45.1ms Speed: 2.7ms preprocess, 45.1ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1116 processing time: 61 ms 0: 640x384 (no detections), 45.0ms Speed: 2.9ms preprocess, 45.0ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1118 processing time: 64 ms 0: 640x384 (no detections), 45.9ms Speed: 4.0ms preprocess, 45.9ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1120 processing time: 65 ms 0: 640x384 (no detections), 45.8ms Speed: 4.0ms preprocess, 45.8ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1122 processing time: 66 ms 0: 640x384 (no detections), 46.9ms Speed: 5.3ms preprocess, 46.9ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Frame 1124 processing time: 71 ms 0: 640x384 (no detections), 45.9ms Speed: 4.0ms preprocess, 45.9ms inference, 3.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1126 processing time: 66 ms 0: 640x384 (no detections), 45.6ms Speed: 2.9ms preprocess, 45.6ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1128 processing time: 62 ms 0: 640x384 (no detections), 45.5ms Speed: 5.4ms preprocess, 45.5ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1130 processing time: 68 ms 0: 640x384 (no detections), 45.4ms Speed: 4.7ms preprocess, 45.4ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 384) Frame 1132 processing time: 65 ms 0: 640x384 1 Pothole, 45.5ms Speed: 2.7ms preprocess, 45.5ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.33, BBox=(4,633,468,960) Frame 1134 processing time: 69 ms 0: 640x384 (no detections), 45.7ms Speed: 4.2ms preprocess, 45.7ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1136 processing time: 64 ms 0: 640x384 (no detections), 45.3ms Speed: 3.6ms preprocess, 45.3ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1138 processing time: 66 ms 0: 640x384 (no detections), 46.0ms Speed: 3.5ms preprocess, 46.0ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1140 processing time: 64 ms 0: 640x384 (no detections), 45.3ms Speed: 4.2ms preprocess, 45.3ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Frame 1142 processing time: 62 ms 0: 640x384 (no detections), 45.1ms Speed: 3.0ms preprocess, 45.1ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1144 processing time: 64 ms 0: 640x384 (no detections), 45.0ms Speed: 4.0ms preprocess, 45.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1146 processing time: 62 ms 0: 640x384 1 Pothole, 45.0ms Speed: 6.5ms preprocess, 45.0ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.26, BBox=(179,487,201,500) Frame 1148 processing time: 66 ms 0: 640x384 2 Potholes, 45.4ms Speed: 3.2ms preprocess, 45.4ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.33, BBox=(247,483,293,493) Pothole detected: Conf=0.32, BBox=(180,496,207,506) Frame 1150 processing time: 73 ms 0: 640x384 2 Potholes, 45.0ms Speed: 3.9ms preprocess, 45.0ms inference, 8.6ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.38, BBox=(241,481,288,492) Pothole detected: Conf=0.29, BBox=(174,493,199,503) Frame 1152 processing time: 74 ms 0: 640x384 2 Potholes, 45.2ms Speed: 6.1ms preprocess, 45.2ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.46, BBox=(229,468,280,480) Pothole detected: Conf=0.36, BBox=(158,476,188,490) Frame 1154 processing time: 70 ms 0: 640x384 2 Potholes, 45.4ms Speed: 4.1ms preprocess, 45.4ms inference, 2.3ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.35, BBox=(216,458,269,472) Pothole detected: Conf=0.31, BBox=(139,470,175,485) Frame 1156 processing time: 65 ms 0: 640x384 (no detections), 45.4ms Speed: 3.5ms preprocess, 45.4ms inference, 2.6ms postprocess per image at shape (1, 3, 640, 384) Frame 1158 processing time: 63 ms 0: 640x384 1 Pothole, 44.5ms Speed: 2.8ms preprocess, 44.5ms inference, 4.1ms postprocess per image at shape (1, 3, 640, 384) Pothole detected: Conf=0.25, BBox=(5,767,447,960) Frame 1160 processing time: 64 ms 0: 640x384 (no detections), 45.0ms Speed: 5.0ms preprocess, 45.0ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1162 processing time: 65 ms 0: 640x384 (no detections), 44.8ms Speed: 4.0ms preprocess, 44.8ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 384) Frame 1164 processing time: 66 ms 0: 640x384 (no detections), 44.9ms Speed: 3.2ms preprocess, 44.9ms inference, 1.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1166 processing time: 59 ms 0: 640x384 (no detections), 45.5ms Speed: 3.4ms preprocess, 45.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384) Frame 1168 processing time: 66 ms 0: 640x384 (no detections), 45.0ms Speed: 4.6ms preprocess, 45.0ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384) Frame 1170 processing time: 65 ms 0: 640x384 (no detections), 44.8ms Speed: 3.8ms preprocess, 44.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1172 processing time: 62 ms 0: 640x384 (no detections), 44.9ms Speed: 3.0ms preprocess, 44.9ms inference, 1.1ms postprocess per image at shape (1, 3, 640, 384) Frame 1174 processing time: 57 ms 0: 640x384 (no detections), 44.8ms Speed: 2.7ms preprocess, 44.8ms inference, 1.5ms postprocess per image at shape (1, 3, 640, 384) Frame 1176 processing time: 60 ms 0: 640x384 (no detections), 44.8ms Speed: 4.3ms preprocess, 44.8ms inference, 1.7ms postprocess per image at shape (1, 3, 640, 384) Frame 1178 processing time: 63 ms Video saved as 'pothole_detection_half_frames.mp4'
The Kernel crashed while executing code in the current cell or a previous cell. Please review the code in the cell(s) to identify a possible cause of the failure. Click <a href='https://aka.ms/vscodeJupyterKernelCrash'>here</a> for more info. View Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details.
Array technique for fps 30 yolo frame rateΒΆ
InΒ [Β ]:
import cv2
from ultralytics import YOLO
# -------------------- LOAD MODEL --------------------
model = YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
# -------------------- OPEN INPUT VIDEO --------------------
cap = cv2.VideoCapture(r"D:\ASTC project\input_video1.mp4")
if not cap.isOpened():
print("Error: Cannot open video")
exit()
frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
# -------------------- PREPARE OUTPUT VIDEO --------------------
output_fps = 30 # can adjust, or later compute dynamically
out = cv2.VideoWriter(
"pothole_detected_1_30.mp4",
cv2.VideoWriter_fourcc(*'mp4v'),
output_fps,
(frame_width, frame_height)
)
frame_index = 0
detected_frames = 0
while True:
ret, frame = cap.read()
if not ret:
break
results = model(frame, conf=0.25)
# Only save frame if at least one object detected
if len(results[0].boxes) > 0:
annotated = results[0].plot()
out.write(annotated)
detected_frames += 1
cv2.imshow("Detected Frame", annotated)
else:
cv2.imshow("Detected Frame", frame) # optional, show normal frame
if cv2.waitKey(1) & 0xFF == ord('q'):
break
frame_index += 1
cap.release()
out.release()
cv2.destroyAllWindows()
print(f"Total frames processed: {frame_index}")
print(f"Total frames saved with detections: {detected_frames}")
print("β
Video saved as pothole_detected_only.mp4")
Running cells with '.venv (Python 3.10.0)' requires the ipykernel package. Install 'ipykernel' into the Python environment. Command: '"d:/ASTC project/.venv/Scripts/python.exe" -m pip install ipykernel -U --force-reinstall'
InΒ [Β ]:
import cv2
from ultralytics import YOLO
# -------------------- LOAD MODEL --------------------
model = YOLO(r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt")
# -------------------- OPEN INPUT VIDEO --------------------
input_path = r"D:\ASTC project\input_video1.mp4"
cap = cv2.VideoCapture(input_path)
if not cap.isOpened():
print("β Error: Cannot open video")
exit()
frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
input_fps = cap.get(cv2.CAP_PROP_FPS)
total_frames = int(cap.get(cv2.CAP_PROP_FRAME_COUNT))
input_duration = total_frames / input_fps # seconds
print(f"π¬ Input duration: {input_duration:.2f} sec at {input_fps:.2f} FPS")
# -------------------- FIRST PASS: COLLECT DETECTED FRAMES --------------------
detected_frames = []
detected_count = 0
while True:
ret, frame = cap.read()
if not ret:
break
results = model(frame, conf=0.25, verbose=False)
if len(results[0].boxes) > 0:
annotated = results[0].plot()
detected_frames.append(annotated)
detected_count += 1
cap.release()
if detected_count == 0:
print("β οΈ No detections found β no output video generated.")
exit()
# -------------------- COMPUTE OUTPUT FPS TO MATCH ORIGINAL DURATION --------------------
output_fps = detected_count / input_duration # ensures same 39s playback
print(f"π― Computed Output FPS: {output_fps:.2f} (detected {detected_count} frames)")
# -------------------- SAVE OUTPUT VIDEO --------------------
out_path = "pothole_detected_same_duration.mp4"
out = cv2.VideoWriter(
out_path,
cv2.VideoWriter_fourcc(*'mp4v'),
output_fps,
(frame_width, frame_height)
)
for frame in detected_frames:
out.write(frame)
cv2.imshow("Detected Output", frame)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
out.release()
cv2.destroyAllWindows()
print("\nβ
Processing complete!")
print(f"𧩠Total frames processed: {total_frames}")
print(f"π¦ Frames with detections: {detected_count}")
print(f"π₯ Output saved as: {out_path} (β{input_duration:.1f} sec)")
# Output -- same duration which is correct
Running cells with 'ASTCpr (Python 3.11.9)' requires the ipykernel package. Install 'ipykernel' into the Python environment. Command: '"d:/ASTC project/ASTCpr/Scripts/python.exe" -m pip install ipykernel -U --force-reinstall'
InΒ [Β ]:
import cv2
from ultralytics import YOLO
import os
# -------------------- PATHS --------------------
input_path = r"D:\ASTC project\input_video1.mp4"
converted_input_path = r"D:\ASTC project\input_video_20fps_converted.mp4"
output_path = r"D:\ASTC project\pothole_detected_same_duration_20fps.mp4"
model_path = r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt"
# -------------------- LOAD MODEL --------------------
model = YOLO(model_path)
# -------------------- CONVERT INPUT TO 20 FPS --------------------
print("ποΈ Converting input video to 20 FPS...")
cap = cv2.VideoCapture(input_path)
if not cap.isOpened():
print("β Error: Cannot open video")
exit()
frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
input_fps = cap.get(cv2.CAP_PROP_FPS)
total_frames = int(cap.get(cv2.CAP_PROP_FRAME_COUNT))
input_duration = total_frames / input_fps
print(f"πΉ Original FPS: {input_fps:.2f}, Duration: {input_duration:.2f} sec")
# Create 20 FPS version of input video
target_fps = 20
out_20fps = cv2.VideoWriter(
converted_input_path,
cv2.VideoWriter_fourcc(*'mp4v'),
target_fps,
(frame_width, frame_height)
)
# Keep every nth frame to reach ~20 FPS
frame_skip_ratio = int(round(input_fps / target_fps))
frame_index = 0
while True:
ret, frame = cap.read()
if not ret:
break
if frame_index % frame_skip_ratio == 0:
out_20fps.write(frame)
frame_index += 1
cap.release()
out_20fps.release()
print(f"β
Saved converted 20 FPS video: {converted_input_path}")
# -------------------- LOAD 20 FPS VIDEO FOR DETECTION --------------------
cap = cv2.VideoCapture(converted_input_path)
if not cap.isOpened():
print("β Error: Cannot open converted video")
exit()
new_fps = cap.get(cv2.CAP_PROP_FPS)
new_total_frames = int(cap.get(cv2.CAP_PROP_FRAME_COUNT))
new_duration = new_total_frames / new_fps
print(f"π¬ Converted video duration: {new_duration:.2f} sec at {new_fps:.2f} FPS")
# -------------------- FIRST PASS: DETECT POTHOLES --------------------
detected_frames = []
detected_count = 0
while True:
ret, frame = cap.read()
if not ret:
break
results = model(frame, conf=0.25, verbose=False)
if len(results[0].boxes) > 0:
annotated = results[0].plot()
detected_frames.append(annotated)
detected_count += 1
cap.release()
if detected_count == 0:
print("β οΈ No detections found β no output video generated.")
exit()
# -------------------- ADJUST OUTPUT FPS --------------------
output_fps = detected_count / new_duration # Keeps same duration
print(f"π― Computed Output FPS: {output_fps:.2f} for {detected_count} detected frames")
# -------------------- SAVE DETECTION VIDEO --------------------
out = cv2.VideoWriter(
output_path,
cv2.VideoWriter_fourcc(*'mp4v'),
output_fps,
(frame_width, frame_height)
)
for frame in detected_frames:
out.write(frame)
cv2.imshow("Detected Output", frame)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
out.release()
cv2.destroyAllWindows()
# -------------------- SUMMARY --------------------
print("\nβ
Processing Complete!")
print(f"𧩠Total frames (original): {total_frames}")
print(f"ποΈ Converted 20 FPS frames: {new_total_frames}")
print(f"π¦ Frames with detections: {detected_count}")
print(f"β±οΈ Duration matched: {new_duration:.2f} sec")
print(f"π₯ Output video saved: {output_path}")
print(f"πΎ Converted input (20 FPS) saved: {converted_input_path}")
Running cells with '.venv (Python 3.10.0)' requires the ipykernel package. Install 'ipykernel' into the Python environment. Command: '"d:/ASTC project/.venv/Scripts/python.exe" -m pip install ipykernel -U --force-reinstall'
InΒ [Β ]:
import cv2
from ultralytics import YOLO
import math
import os
# -------------------- PATHS --------------------
input_path = r"D:\ASTC project\input_video1.mp4"
converted_input_path = r"D:\ASTC project\input_video_20fps_converted.mp4"
output_path = r"D:\ASTC project\pothole_detected_same_duration_20fps.mp4"
model_path = r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt"
# -------------------- LOAD YOLO MODEL --------------------
model = YOLO(model_path)
# -------------------- STEP 1: CONVERT INPUT TO 20 FPS --------------------
print("ποΈ Converting input video to 20 FPS...")
cap = cv2.VideoCapture(input_path)
if not cap.isOpened():
print("β Error: Cannot open input video")
exit()
frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
input_fps = cap.get(cv2.CAP_PROP_FPS)
total_frames = int(cap.get(cv2.CAP_PROP_FRAME_COUNT))
input_duration = total_frames / input_fps
target_fps = 20
frame_skip_ratio = max(1, math.floor(input_fps / target_fps))
out_20fps = cv2.VideoWriter(
converted_input_path,
cv2.VideoWriter_fourcc(*'mp4v'),
target_fps,
(frame_width, frame_height)
)
frame_index = 0
while True:
ret, frame = cap.read()
if not ret:
break
if frame_index % frame_skip_ratio == 0:
out_20fps.write(frame)
frame_index += 1
cap.release()
out_20fps.release()
print(f"β
Converted video saved at 20 FPS: {converted_input_path}")
# -------------------- STEP 2: LOAD CONVERTED VIDEO FOR DETECTION --------------------
cap = cv2.VideoCapture(converted_input_path)
if not cap.isOpened():
print("β Error: Cannot open converted video")
exit()
new_fps = cap.get(cv2.CAP_PROP_FPS)
new_total_frames = int(cap.get(cv2.CAP_PROP_FRAME_COUNT))
new_duration = new_total_frames / new_fps
print(f"π¬ Converted video duration: {new_duration:.2f} s at {new_fps:.2f} FPS")
# -------------------- STEP 3: DETECT POTHOLES --------------------
detected_frames = []
detected_count = 0
print("π Detecting potholes...")
while True:
ret, frame = cap.read()
if not ret:
break
results = model(frame, conf=0.25, verbose=False)
if len(results[0].boxes) > 0:
annotated = results[0].plot()
detected_frames.append(annotated)
detected_count += 1
cap.release()
if detected_count == 0:
print("β οΈ No detections found β output video not generated.")
exit()
print(f"β
Total detected frames: {detected_count}")
# -------------------- STEP 4: ADJUST OUTPUT FPS TO MATCH DURATION --------------------
output_fps = detected_count / new_duration # ensures same total duration
print(f"π― Output FPS adjusted to: {output_fps:.2f} to match duration {new_duration:.2f}s")
# -------------------- STEP 5: SAVE OUTPUT VIDEO --------------------
out = cv2.VideoWriter(
output_path,
cv2.VideoWriter_fourcc(*'mp4v'),
output_fps,
(frame_width, frame_height)
)
for frame in detected_frames:
out.write(frame)
cv2.imshow("Detected Output", frame)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
out.release()
cv2.destroyAllWindows()
# -------------------- STEP 6: SUMMARY --------------------
print("\nβ
Processing Complete!")
print(f"πΉ Original FPS: {input_fps:.2f}, Frames: {total_frames}, Duration: {input_duration:.2f}s")
print(f"ποΈ Converted (20 FPS): {new_total_frames} frames, Duration: {new_duration:.2f}s")
print(f"π¦ Frames with detections: {detected_count}")
print(f"β±οΈ Output duration β {new_duration:.2f}s (auto-adjusted FPS)")
print(f"π₯ Output video saved β {output_path}")
print(f"πΎ 20 FPS input saved β {converted_input_path}")
# Correct output code for array technique new results 20 fps
# converting input video to 20 fps and output sa 20 fps too
Running cells with '.venv (Python 3.10.0)' requires the ipykernel package. Install 'ipykernel' into the Python environment. Command: '"d:/ASTC project/.venv/Scripts/python.exe" -m pip install ipykernel -U --force-reinstall'
Downloading annotaetd images of rainy datasetΒΆ
InΒ [Β ]:
import cv2
import os
# Using opencv and yolo dimensions for annotation
# Paths
images_folder = r"D:\ASTC project\annotated data by own rainy video 7 recorded dataset\train\images"
labels_folder = r"D:\ASTC project\annotated data by own rainy video 7 recorded dataset\train\labels"
output_folder = r"D:\ASTC project\annotated data by own rainy video 7 recorded dataset\annotated images by own"
os.makedirs(output_folder, exist_ok=True)
# Loop through images
for img_file in os.listdir(images_folder):
if not img_file.lower().endswith((".jpg", ".png", ".jpeg")):
continue
img_path = os.path.join(images_folder, img_file)
label_path = os.path.join(labels_folder, os.path.splitext(img_file)[0] + ".txt")
img = cv2.imread(img_path)
if img is None:
print(f"{img_file} not found")
continue
h, w, _ = img.shape
with open(label_path, "r") as f:
for line in f:
parts = line.strip().split()
if len(parts) > 5:
continue
class_id, x_center, y_center, bw, bh = map(float, line.split())
class_id = int(class_id)
xmin = int((x_center - bw / 2) * w)
xmax = int((x_center + bw / 2) * w)
ymin = int((y_center - bh / 2) * h)
ymax = int((y_center + bh / 2) * h)
cv2.rectangle(img, (xmin, ymin), (xmax, ymax), (255, 0, 0), 2)
cv2.putText(img,"",(xmin, ymin - 5), cv2.FONT_HERSHEY_SIMPLEX,
0.7, (0, 255, 0), 2)
# saving each file into output folder
out_path = os.path.join(output_folder, img_file)
cv2.imwrite(out_path, img)
Running cells with '.venv (Python 3.10.0)' requires the ipykernel package. Install 'ipykernel' into the Python environment. Command: '"d:/ASTC project/.venv/Scripts/python.exe" -m pip install ipykernel -U --force-reinstall'
InΒ [Β ]:
import cv2
from ultralytics import YOLO
import math
import os
import numpy as np
input_path = r"D:\ASTC project\input_video1.mp4"
converted_input_path = r"D:\ASTC project\input_video_20fps_converted_same duration.mp4"
output_path = r"D:\ASTC project\pothole_detected_same_duration_20fps_new_1.mp4"
model_path = r"D:\ASTC project\runs\detect\yoloS_final_combined\weights\best.pt"
model = YOLO(model_path)
print("ποΈ Converting input video to 20 FPS...")
cap = cv2.VideoCapture(input_path)
if not cap.isOpened():
print("β Error: Cannot open input video")
exit()
frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
input_fps = cap.get(cv2.CAP_PROP_FPS)
total_frames = int(cap.get(cv2.CAP_PROP_FRAME_COUNT))
input_duration = total_frames / input_fps
target_fps = 20
total_target_frames = int(input_duration * target_fps)
frame_interval = input_duration / total_target_frames
out_20fps = cv2.VideoWriter(
converted_input_path,
cv2.VideoWriter_fourcc(*'mp4v'),
target_fps,
(frame_width, frame_height)
)
frame_times = np.linspace(0, input_duration, total_target_frames)
for t in frame_times:
cap.set(cv2.CAP_PROP_POS_MSEC, t * 1000)
ret, frame = cap.read()
if not ret:
break
out_20fps.write(frame)
cap.release()
out_20fps.release()
print(f"β
Converted to 20 FPS (same duration): {converted_input_path}")